{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e028a78e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-26T12:33:45.203715Z",
     "iopub.status.busy": "2024-10-26T12:33:45.203302Z",
     "iopub.status.idle": "2024-10-26T12:34:04.776829Z",
     "shell.execute_reply": "2024-10-26T12:34:04.775630Z"
    },
    "id": "y73ZVTnK0YCQ",
    "papermill": {
     "duration": 19.582191,
     "end_time": "2024-10-26T12:34:04.779343",
     "exception": false,
     "start_time": "2024-10-26T12:33:45.197152",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "!pip install rouge sumy rouge_score datasets -qq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "efb01005",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-26T12:34:04.791156Z",
     "iopub.status.busy": "2024-10-26T12:34:04.790818Z",
     "iopub.status.idle": "2024-10-26T12:34:08.386003Z",
     "shell.execute_reply": "2024-10-26T12:34:08.385203Z"
    },
    "id": "NBHSsTcyyoef",
    "papermill": {
     "duration": 3.603978,
     "end_time": "2024-10-26T12:34:08.388454",
     "exception": false,
     "start_time": "2024-10-26T12:34:04.784476",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "import sys\n",
    "import nltk\n",
    "from rouge import Rouge\n",
    "from datasets import load_dataset\n",
    "from sumy.nlp.stemmers import Stemmer\n",
    "from sumy.nlp.tokenizers import Tokenizer\n",
    "from sumy.parsers.plaintext import PlaintextParser\n",
    "from sumy.summarizers.kl import KLSummarizer\n",
    "from sumy.summarizers.lsa import LsaSummarizer\n",
    "from sumy.summarizers.lex_rank import LexRankSummarizer\n",
    "from sumy.summarizers.sum_basic import SumBasicSummarizer\n",
    "from sumy.summarizers.text_rank import TextRankSummarizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b0b7c513",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-26T12:34:08.399571Z",
     "iopub.status.busy": "2024-10-26T12:34:08.399079Z",
     "iopub.status.idle": "2024-10-26T12:34:11.926694Z",
     "shell.execute_reply": "2024-10-26T12:34:11.925741Z"
    },
    "id": "myJUj_R7-uXL",
    "papermill": {
     "duration": 3.535373,
     "end_time": "2024-10-26T12:34:11.928820",
     "exception": false,
     "start_time": "2024-10-26T12:34:08.393447",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "99e5ef8ff5bc4ee8a84127dd82efe116",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "README.md:   0%|          | 0.00/368 [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "924cf9a0d563431d81521baf2078f8d9",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "train.csv:   0%|          | 0.00/36.5M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ce22f82394154ee383873818bf330908",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "test.csv:   0%|          | 0.00/17.7M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e890c18d50c44f978c10fcbfaa9d7f11",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Generating train split:   0%|          | 0/2058 [00:00<?, ? examples/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3f005554d55e47e2ba443dc891d4b0e8",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Generating test split:   0%|          | 0/1015 [00:00<?, ? examples/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataset = load_dataset(\"d0r1h/ILC\", split='test')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "eedac49d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-26T12:34:11.942831Z",
     "iopub.status.busy": "2024-10-26T12:34:11.942469Z",
     "iopub.status.idle": "2024-10-26T12:34:11.949195Z",
     "shell.execute_reply": "2024-10-26T12:34:11.948272Z"
    },
    "id": "RYJyqp-Z-5hV",
    "outputId": "fd79fe6a-9c5a-4f11-995b-a5a19640d8d3",
    "papermill": {
     "duration": 0.016454,
     "end_time": "2024-10-26T12:34:11.951249",
     "exception": false,
     "start_time": "2024-10-26T12:34:11.934795",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Dataset({\n",
       "    features: ['Title', 'Summary', 'Case'],\n",
       "    num_rows: 1015\n",
       "})"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "33809db2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-26T12:34:11.964246Z",
     "iopub.status.busy": "2024-10-26T12:34:11.963924Z",
     "iopub.status.idle": "2024-10-26T12:34:12.048940Z",
     "shell.execute_reply": "2024-10-26T12:34:12.048147Z"
    },
    "id": "J4rmm7voyoUk",
    "outputId": "a986658d-d987-4475-dd7e-63c7087d7b2f",
    "papermill": {
     "duration": 0.094143,
     "end_time": "2024-10-26T12:34:12.051285",
     "exception": false,
     "start_time": "2024-10-26T12:34:11.957142",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "df = pd.DataFrame(dataset)\n",
    "\n",
    "df= df.sample(300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "23baf647",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-26T12:34:12.065263Z",
     "iopub.status.busy": "2024-10-26T12:34:12.064923Z",
     "iopub.status.idle": "2024-10-26T12:34:12.208359Z",
     "shell.execute_reply": "2024-10-26T12:34:12.207406Z"
    },
    "id": "Kle1TB8pyoDb",
    "outputId": "3fce24d0-dcfd-4756-d352-48c366ea1155",
    "papermill": {
     "duration": 0.152826,
     "end_time": "2024-10-26T12:34:12.210670",
     "exception": false,
     "start_time": "2024-10-26T12:34:12.057844",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package punkt to /usr/share/nltk_data...\n",
      "[nltk_data]   Package punkt is already up-to-date!\n"
     ]
    }
   ],
   "source": [
    "nltk.download(\"punkt\")\n",
    "rouge = Rouge()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "359b61e7",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-26T12:34:12.224138Z",
     "iopub.status.busy": "2024-10-26T12:34:12.223352Z",
     "iopub.status.idle": "2024-10-26T12:34:12.228392Z",
     "shell.execute_reply": "2024-10-26T12:34:12.227508Z"
    },
    "id": "SRkBvDPnyoBg",
    "outputId": "43424be1-a0a2-4642-c64d-f214b1dcef3a",
    "papermill": {
     "duration": 0.014117,
     "end_time": "2024-10-26T12:34:12.230610",
     "exception": false,
     "start_time": "2024-10-26T12:34:12.216493",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3000\n",
      "10000\n"
     ]
    }
   ],
   "source": [
    "print(sys.getrecursionlimit())\n",
    "sys.setrecursionlimit(10000)\n",
    "print(sys.getrecursionlimit())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "d0245dcc",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-26T12:34:12.243768Z",
     "iopub.status.busy": "2024-10-26T12:34:12.243205Z",
     "iopub.status.idle": "2024-10-26T12:34:12.248590Z",
     "shell.execute_reply": "2024-10-26T12:34:12.247753Z"
    },
    "id": "O5Jk5LR1yn_i",
    "papermill": {
     "duration": 0.014078,
     "end_time": "2024-10-26T12:34:12.250596",
     "exception": false,
     "start_time": "2024-10-26T12:34:12.236518",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def summarize(text, sumarizer, SENTENCES_COUNT):\n",
    "    sentences_ = []\n",
    "    doc = text\n",
    "    doc_ = PlaintextParser(doc, Tokenizer(\"en\")).document\n",
    "    for sentence in sumarizer(doc_, SENTENCES_COUNT):\n",
    "        sentences_.append(str(sentence))\n",
    "\n",
    "    summm_ = \" \".join(sentences_)\n",
    "    return summm_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4cf755a5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-26T12:34:12.263278Z",
     "iopub.status.busy": "2024-10-26T12:34:12.263001Z",
     "iopub.status.idle": "2024-10-26T12:51:43.519475Z",
     "shell.execute_reply": "2024-10-26T12:51:43.517884Z"
    },
    "id": "ZDm1gEE1yn7p",
    "papermill": {
     "duration": 1051.267032,
     "end_time": "2024-10-26T12:51:43.523381",
     "exception": false,
     "start_time": "2024-10-26T12:34:12.256349",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "df[\"LexRankSummary\"] = df[\"Case\"].map(\n",
    "    lambda x: summarize(x, LexRankSummarizer(), 3)\n",
    ")\n",
    "df[\"KLSummary\"] = df[\"Case\"].map(\n",
    "    lambda x: summarize(x, KLSummarizer(), 3)\n",
    ")\n",
    "df[\"TextRankSummary\"] = df[\"Case\"].map(\n",
    "    lambda x: summarize(x, TextRankSummarizer(), 3)\n",
    ")\n",
    "df[\"SumBasicSummary\"] = df[\"Case\"].map(\n",
    "    lambda x: summarize(x, SumBasicSummarizer(), 3)\n",
    ")\n",
    "df[\"LsaSummary\"] = df[\"Case\"].map(\n",
    "    lambda x: summarize(x, LsaSummarizer(), 3)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "de7283ad",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-26T12:51:43.551606Z",
     "iopub.status.busy": "2024-10-26T12:51:43.551001Z",
     "iopub.status.idle": "2024-10-26T12:51:43.590519Z",
     "shell.execute_reply": "2024-10-26T12:51:43.589141Z"
    },
    "id": "T1XLZsDzyn1_",
    "outputId": "418f6d0a-2ebf-4ecc-9050-929720c12764",
    "papermill": {
     "duration": 0.057838,
     "end_time": "2024-10-26T12:51:43.594515",
     "exception": false,
     "start_time": "2024-10-26T12:51:43.536677",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Summary</th>\n",
       "      <th>LexRankSummary</th>\n",
       "      <th>KLSummary</th>\n",
       "      <th>TextRankSummary</th>\n",
       "      <th>SumBasicSummary</th>\n",
       "      <th>LsaSummary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>When the wife is being physically as well as m...</td>\n",
       "      <td>It is to be noted that the appellant married t...</td>\n",
       "      <td>7. 8. r n s5 7 https: www.mhc.tn.gov.in judis ...</td>\n",
       "      <td>The case of the prosecution is that the appell...</td>\n",
       "      <td>The case of the prosecution is that the appell...</td>\n",
       "      <td>Crl.A.No.1821IN THE HIGH COURT OF JUDICATURE A...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>616</th>\n",
       "      <td>Courts are not allowed to issue orders on a sy...</td>\n",
       "      <td>They were admitted in 1st year Professional MB...</td>\n",
       "      <td>However Glocal Medical College did not conduct...</td>\n",
       "      <td>They were admitted in 1st year Professional MB...</td>\n",
       "      <td>411 of 2017. The review petitioners of 2016. I...</td>\n",
       "      <td>Nos 31037­31038 of 2016 may appear in the exam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>659</th>\n",
       "      <td>The man alleged of causing injury to the infor...</td>\n",
       "      <td>Learned counsel submitted that the petitioner ...</td>\n",
       "      <td>Sikandra District ... Petitioner s The State o...</td>\n",
       "      <td>Having considered the facts and circumstances ...</td>\n",
       "      <td>Further it was submitted that only Upendra Kum...</td>\n",
       "      <td>The petitioner apprehends arrest in connection...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               Summary  \\\n",
       "294  When the wife is being physically as well as m...   \n",
       "616  Courts are not allowed to issue orders on a sy...   \n",
       "659  The man alleged of causing injury to the infor...   \n",
       "\n",
       "                                        LexRankSummary  \\\n",
       "294  It is to be noted that the appellant married t...   \n",
       "616  They were admitted in 1st year Professional MB...   \n",
       "659  Learned counsel submitted that the petitioner ...   \n",
       "\n",
       "                                             KLSummary  \\\n",
       "294  7. 8. r n s5 7 https: www.mhc.tn.gov.in judis ...   \n",
       "616  However Glocal Medical College did not conduct...   \n",
       "659  Sikandra District ... Petitioner s The State o...   \n",
       "\n",
       "                                       TextRankSummary  \\\n",
       "294  The case of the prosecution is that the appell...   \n",
       "616  They were admitted in 1st year Professional MB...   \n",
       "659  Having considered the facts and circumstances ...   \n",
       "\n",
       "                                       SumBasicSummary  \\\n",
       "294  The case of the prosecution is that the appell...   \n",
       "616  411 of 2017. The review petitioners of 2016. I...   \n",
       "659  Further it was submitted that only Upendra Kum...   \n",
       "\n",
       "                                            LsaSummary  \n",
       "294  Crl.A.No.1821IN THE HIGH COURT OF JUDICATURE A...  \n",
       "616  Nos 31037­31038 of 2016 may appear in the exam...  \n",
       "659  The petitioner apprehends arrest in connection...  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[['Summary','LexRankSummary','KLSummary','TextRankSummary','SumBasicSummary','LsaSummary']].sample(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "6adcfe6e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-26T12:51:43.625810Z",
     "iopub.status.busy": "2024-10-26T12:51:43.625164Z",
     "iopub.status.idle": "2024-10-26T12:51:43.742764Z",
     "shell.execute_reply": "2024-10-26T12:51:43.741676Z"
    },
    "papermill": {
     "duration": 0.1356,
     "end_time": "2024-10-26T12:51:43.745129",
     "exception": false,
     "start_time": "2024-10-26T12:51:43.609529",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "data_path = \"/kaggle/working/\"\n",
    "\n",
    "df[['Summary','LexRankSummary','KLSummary','TextRankSummary','SumBasicSummary','LsaSummary']].to_csv(data_path + \"Extractiveprediction3.csv\", index=False, header=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "421155db",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-26T12:51:43.759471Z",
     "iopub.status.busy": "2024-10-26T12:51:43.759154Z",
     "iopub.status.idle": "2024-10-26T12:51:55.688817Z",
     "shell.execute_reply": "2024-10-26T12:51:55.687756Z"
    },
    "papermill": {
     "duration": 11.939564,
     "end_time": "2024-10-26T12:51:55.691335",
     "exception": false,
     "start_time": "2024-10-26T12:51:43.751771",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: rouge-score in /opt/conda/lib/python3.10/site-packages (0.1.2)\r\n",
      "Requirement already satisfied: absl-py in /opt/conda/lib/python3.10/site-packages (from rouge-score) (1.4.0)\r\n",
      "Requirement already satisfied: nltk in /opt/conda/lib/python3.10/site-packages (from rouge-score) (3.2.4)\r\n",
      "Requirement already satisfied: numpy in /opt/conda/lib/python3.10/site-packages (from rouge-score) (1.26.4)\r\n",
      "Requirement already satisfied: six>=1.14.0 in /opt/conda/lib/python3.10/site-packages (from rouge-score) (1.16.0)\r\n"
     ]
    }
   ],
   "source": [
    "!pip install rouge-score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "2453c693",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-26T12:51:55.705796Z",
     "iopub.status.busy": "2024-10-26T12:51:55.705150Z",
     "iopub.status.idle": "2024-10-26T12:53:44.896029Z",
     "shell.execute_reply": "2024-10-26T12:53:44.895097Z"
    },
    "id": "xLHPIvqMnFYQ",
    "papermill": {
     "duration": 109.207268,
     "end_time": "2024-10-26T12:53:44.904888",
     "exception": false,
     "start_time": "2024-10-26T12:51:55.697620",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "ROUGE scores for LexRankSummary:\n",
      "        Precision     Recall   F1-Score\n",
      "rouge1  70.769953  29.569133  39.050146\n",
      "rouge2  39.292266  15.107604  20.437364\n",
      "rougeL  44.476200  17.208033  23.224665\n",
      "\n",
      "ROUGE scores for KLSummary:\n",
      "        Precision     Recall   F1-Score\n",
      "rouge1  77.686073  12.652439  21.109943\n",
      "rouge2  44.456896   6.802124  11.454205\n",
      "rougeL  56.885144   8.869685  14.897441\n",
      "\n",
      "ROUGE scores for TextRankSummary:\n",
      "        Precision     Recall   F1-Score\n",
      "rouge1  66.013084  36.161190  44.008815\n",
      "rouge2  35.477692  17.981091  22.438805\n",
      "rougeL  39.970523  20.464987  25.443410\n",
      "\n",
      "ROUGE scores for SumBasicSummary:\n",
      "        Precision    Recall   F1-Score\n",
      "rouge1  73.130813  6.938967  12.240295\n",
      "rouge2  37.372772  3.533873   6.234627\n",
      "rougeL  56.871362  5.156887   9.144979\n",
      "\n",
      "ROUGE scores for LsaSummary:\n",
      "        Precision     Recall   F1-Score\n",
      "rouge1  63.112133  10.959156  17.643400\n",
      "rouge2  29.862840   5.111493   8.168334\n",
      "rougeL  42.972665   7.269147  11.716963\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from rouge_score import rouge_scorer\n",
    "\n",
    "# Load dataset\n",
    "data_path = \"/kaggle/working/\"\n",
    "df = pd.read_csv(data_path + \"Extractiveprediction3.csv\")\n",
    "\n",
    "summary_columns = [\"LexRankSummary\", \"KLSummary\", \"TextRankSummary\", \"SumBasicSummary\", \"LsaSummary\"]\n",
    "\n",
    "def calculate_rouge_for_all_summaries(df, reference_column=\"Summary\", summary_columns=summary_columns):\n",
    "    results = {}\n",
    "    scorer = rouge_scorer.RougeScorer(['rouge1', 'rouge2', 'rougeL'], use_stemmer=True)\n",
    "\n",
    "    for col in summary_columns:\n",
    "        summaries = pd.DataFrame(list(zip(df[reference_column], df[col])), columns=['GoldSummary', 'SystemSummary'])\n",
    "\n",
    "        scores = summaries.apply(lambda row: scorer.score(row['GoldSummary'], row['SystemSummary']), axis=1)\n",
    "\n",
    "        avg_scores = {}\n",
    "        for rouge_type in scores[0].keys():\n",
    "            avg_scores[rouge_type] = {\n",
    "                \"precision\": sum(score[rouge_type].precision for score in scores) / len(scores),\n",
    "                \"recall\": sum(score[rouge_type].recall for score in scores) / len(scores),\n",
    "                \"fmeasure\": sum(score[rouge_type].fmeasure for score in scores) / len(scores)\n",
    "            }\n",
    "        \n",
    "        results[col] = pd.DataFrame(avg_scores).T * 100  \n",
    "\n",
    "    return results\n",
    "\n",
    "rouge_scores = calculate_rouge_for_all_summaries(df)\n",
    "for method, scores_df in rouge_scores.items():\n",
    "    print(f\"\\nROUGE scores for {method}:\")\n",
    "    print(scores_df.rename(columns={'precision': 'Precision', 'recall': 'Recall', 'fmeasure': 'F1-Score'}))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a871e738",
   "metadata": {
    "papermill": {
     "duration": 0.005759,
     "end_time": "2024-10-26T12:53:44.917152",
     "exception": false,
     "start_time": "2024-10-26T12:53:44.911393",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "colab": {
   "collapsed_sections": [],
   "name": "Extractive.ipynb",
   "provenance": []
  },
  "kaggle": {
   "accelerator": "gpu",
   "dataSources": [],
   "dockerImageVersionId": 30787,
   "isGpuEnabled": true,
   "isInternetEnabled": true,
   "language": "python",
   "sourceType": "notebook"
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.14"
  },
  "papermill": {
   "default_parameters": {},
   "duration": 1203.325272,
   "end_time": "2024-10-26T12:53:45.644811",
   "environment_variables": {},
   "exception": null,
   "input_path": "__notebook__.ipynb",
   "output_path": "__notebook__.ipynb",
   "parameters": {},
   "start_time": "2024-10-26T12:33:42.319539",
   "version": "2.6.0"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {
     "02d769faff9540ad8503dfddaa2b6334": {
      "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
      }
     },
     "03cc0621255541c3a48ec00a2e911002": {
      "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
      }
     },
     "07e47a3c0aae4a5f844add3c9a524450": {
      "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
      }
     },
     "0b9f15ad64094525a98933640fbebe86": {
      "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": ""
      }
     },
     "11f2e66801884790874bc01d44ef0be7": {
      "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_d754b590d8c14ea89a895efb3d041ed4",
       "max": 368,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_aa55640f86f0411095fba677d752854d",
       "value": 368
      }
     },
     "19c148589d524253bd0570cdf4a20e2d": {
      "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_e7dbb6a453f14d10b0f444aea6b7d281",
       "placeholder": "​",
       "style": "IPY_MODEL_cb693e77533447e7bd1fa7b6d6dc06b0",
       "value": "Generating train split: 100%"
      }
     },
     "1b17e72730bc4769b91f862cb216d384": {
      "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": ""
      }
     },
     "2056b2bd88654122bf77abe45ab72155": {
      "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_03cc0621255541c3a48ec00a2e911002",
       "placeholder": "​",
       "style": "IPY_MODEL_65c3746c5074486caf17b140fe77c4b9",
       "value": " 2058/2058 [00:00&lt;00:00, 3242.58 examples/s]"
      }
     },
     "244569729cc54b7580e9a50369bf9712": {
      "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
      }
     },
     "27c1d54875074ad7b44b76d642f159c3": {
      "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_07e47a3c0aae4a5f844add3c9a524450",
       "placeholder": "​",
       "style": "IPY_MODEL_f2ff09e2af704d02929129a1596693f4",
       "value": "Computing checksums: 100%"
      }
     },
     "288ac9a546ce4f178c7b5e1ff955f007": {
      "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
      }
     },
     "2e37d746e1dd478cbd0488f36d042de2": {
      "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
      }
     },
     "32d699792e2b453b92e7c9aa26a15dcf": {
      "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": ""
      }
     },
     "32fa5a65075d4ceaab30ecbea7998088": {
      "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_85c2422fc4d0455f90964a0e46991063",
       "max": 2058,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_d5bb64fe6a3e4f02bbb1d64388c2988d",
       "value": 2058
      }
     },
     "33a4a02b1fbe46e6b61c6cc479e67c24": {
      "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": ""
      }
     },
     "34ae75b529fe494ca34d7124ce4b3dd5": {
      "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": ""
      }
     },
     "37bdb2c91f324bb6a3ec150646f31d97": {
      "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_437d038422cb493cb255a845ae440959",
       "max": 17680074,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_c3b6da46c31545a199048e878c7a85ee",
       "value": 17680074
      }
     },
     "3e24ae9ec6c74b73a5db7553b8d57e28": {
      "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": ""
      }
     },
     "3f005554d55e47e2ba443dc891d4b0e8": {
      "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_65a0127768f34c02afdb2ed82041c90a",
        "IPY_MODEL_6a21a47f9dbe4853b1186e58cb647347",
        "IPY_MODEL_a8b2a2fa87fa44a7bd349a58eb7936ed"
       ],
       "layout": "IPY_MODEL_d91c1abed39945b486a7466cb33f228c"
      }
     },
     "437d038422cb493cb255a845ae440959": {
      "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
      }
     },
     "483b60ceab3a4036b0f6c09d768be6b2": {
      "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
      }
     },
     "4a0a8594df9b4305b85bc9f7d042981b": {
      "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
      }
     },
     "4ba7b63513f94d279aa50e4f565e9d78": {
      "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
      }
     },
     "4e86d85a1b8a4fd78b7b658c167f8497": {
      "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
      }
     },
     "6157104dbb36427fb73cadafbeab6325": {
      "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
      }
     },
     "65a0127768f34c02afdb2ed82041c90a": {
      "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_7579182ab861402da72d030a0c91d2da",
       "placeholder": "​",
       "style": "IPY_MODEL_9856acb57e1241c7b6997aee737a4ff4",
       "value": "Generating test split: 100%"
      }
     },
     "65c3746c5074486caf17b140fe77c4b9": {
      "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": ""
      }
     },
     "6a21a47f9dbe4853b1186e58cb647347": {
      "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_eebc06782a8e477da18b257b759c256f",
       "max": 1015,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_848182be235145c2a0ea84d8c84a41a4",
       "value": 1015
      }
     },
     "6e4b4b325f4942eab734ddf97652ab91": {
      "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_483b60ceab3a4036b0f6c09d768be6b2",
       "max": 36501887,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_3e24ae9ec6c74b73a5db7553b8d57e28",
       "value": 36501887
      }
     },
     "7579182ab861402da72d030a0c91d2da": {
      "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
      }
     },
     "82012100f0dd48a2abd4fd63ed30edd8": {
      "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_288ac9a546ce4f178c7b5e1ff955f007",
       "placeholder": "​",
       "style": "IPY_MODEL_f5a4113b22444cdba0e41a1efad617e5",
       "value": "README.md: 100%"
      }
     },
     "848182be235145c2a0ea84d8c84a41a4": {
      "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": ""
      }
     },
     "85c2422fc4d0455f90964a0e46991063": {
      "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
      }
     },
     "87368df9f74d470bb3b00a5cc02db437": {
      "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_aa91a49c03214f16b51daaa1061f67c9",
       "placeholder": "​",
       "style": "IPY_MODEL_32d699792e2b453b92e7c9aa26a15dcf",
       "value": "train.csv: 100%"
      }
     },
     "8836b1edac7a401a861812344ced6fab": {
      "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
      }
     },
     "924cf9a0d563431d81521baf2078f8d9": {
      "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_87368df9f74d470bb3b00a5cc02db437",
        "IPY_MODEL_6e4b4b325f4942eab734ddf97652ab91",
        "IPY_MODEL_cf2d80cc76b349c7942e5a41ffee57c8"
       ],
       "layout": "IPY_MODEL_b356b646ace349c091f6c9b1ad756078"
      }
     },
     "9856acb57e1241c7b6997aee737a4ff4": {
      "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": ""
      }
     },
     "99e5ef8ff5bc4ee8a84127dd82efe116": {
      "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_82012100f0dd48a2abd4fd63ed30edd8",
        "IPY_MODEL_11f2e66801884790874bc01d44ef0be7",
        "IPY_MODEL_c722c02f58a54040a9bd4678a2db546d"
       ],
       "layout": "IPY_MODEL_4e86d85a1b8a4fd78b7b658c167f8497"
      }
     },
     "9aa59b38fdfa4951b30ee37432e4a3a5": {
      "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_4ba7b63513f94d279aa50e4f565e9d78",
       "max": 2,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_1b17e72730bc4769b91f862cb216d384",
       "value": 2
      }
     },
     "a0f0ef52d48b40da8585efd41a854e23": {
      "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_4a0a8594df9b4305b85bc9f7d042981b",
       "placeholder": "​",
       "style": "IPY_MODEL_0b9f15ad64094525a98933640fbebe86",
       "value": "test.csv: 100%"
      }
     },
     "a8b2a2fa87fa44a7bd349a58eb7936ed": {
      "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_02d769faff9540ad8503dfddaa2b6334",
       "placeholder": "​",
       "style": "IPY_MODEL_33a4a02b1fbe46e6b61c6cc479e67c24",
       "value": " 1015/1015 [00:00&lt;00:00, 3752.18 examples/s]"
      }
     },
     "a8b8324b6e3d4f7fb5a804cca6c01b5b": {
      "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_27c1d54875074ad7b44b76d642f159c3",
        "IPY_MODEL_9aa59b38fdfa4951b30ee37432e4a3a5",
        "IPY_MODEL_f75316b0238647f7984d091e966cd039"
       ],
       "layout": "IPY_MODEL_6157104dbb36427fb73cadafbeab6325"
      }
     },
     "aa55640f86f0411095fba677d752854d": {
      "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": ""
      }
     },
     "aa91a49c03214f16b51daaa1061f67c9": {
      "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
      }
     },
     "b356b646ace349c091f6c9b1ad756078": {
      "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
      }
     },
     "b44512232ade4706a4ca3a55f5ed935b": {
      "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": ""
      }
     },
     "baf0d05403014c8b92d95ffaf9eecd7f": {
      "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": ""
      }
     },
     "bca0c18b05b046c0bd15ee13f410d18a": {
      "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
      }
     },
     "c3b6da46c31545a199048e878c7a85ee": {
      "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": ""
      }
     },
     "c722c02f58a54040a9bd4678a2db546d": {
      "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_8836b1edac7a401a861812344ced6fab",
       "placeholder": "​",
       "style": "IPY_MODEL_b44512232ade4706a4ca3a55f5ed935b",
       "value": " 368/368 [00:00&lt;00:00, 29.1kB/s]"
      }
     },
     "cb693e77533447e7bd1fa7b6d6dc06b0": {
      "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": ""
      }
     },
     "ce22f82394154ee383873818bf330908": {
      "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_a0f0ef52d48b40da8585efd41a854e23",
        "IPY_MODEL_37bdb2c91f324bb6a3ec150646f31d97",
        "IPY_MODEL_e6cda4961f904fd6879f5fca4f767e56"
       ],
       "layout": "IPY_MODEL_bca0c18b05b046c0bd15ee13f410d18a"
      }
     },
     "cf2d80cc76b349c7942e5a41ffee57c8": {
      "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_d1f40724434f4fcca5b9e3e05955ab91",
       "placeholder": "​",
       "style": "IPY_MODEL_baf0d05403014c8b92d95ffaf9eecd7f",
       "value": " 36.5M/36.5M [00:00&lt;00:00, 91.9MB/s]"
      }
     },
     "d1f40724434f4fcca5b9e3e05955ab91": {
      "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
      }
     },
     "d5bb64fe6a3e4f02bbb1d64388c2988d": {
      "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": ""
      }
     },
     "d754b590d8c14ea89a895efb3d041ed4": {
      "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
      }
     },
     "d91c1abed39945b486a7466cb33f228c": {
      "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
      }
     },
     "da73c99f901644dba4886ca0ff781839": {
      "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
      }
     },
     "e6cda4961f904fd6879f5fca4f767e56": {
      "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_2e37d746e1dd478cbd0488f36d042de2",
       "placeholder": "​",
       "style": "IPY_MODEL_ff99894d1a034e42a268af4f2ebdbef5",
       "value": " 17.7M/17.7M [00:00&lt;00:00, 182MB/s]"
      }
     },
     "e7dbb6a453f14d10b0f444aea6b7d281": {
      "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
      }
     },
     "e890c18d50c44f978c10fcbfaa9d7f11": {
      "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_19c148589d524253bd0570cdf4a20e2d",
        "IPY_MODEL_32fa5a65075d4ceaab30ecbea7998088",
        "IPY_MODEL_2056b2bd88654122bf77abe45ab72155"
       ],
       "layout": "IPY_MODEL_da73c99f901644dba4886ca0ff781839"
      }
     },
     "eebc06782a8e477da18b257b759c256f": {
      "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
      }
     },
     "f2ff09e2af704d02929129a1596693f4": {
      "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": ""
      }
     },
     "f5a4113b22444cdba0e41a1efad617e5": {
      "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": ""
      }
     },
     "f75316b0238647f7984d091e966cd039": {
      "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_244569729cc54b7580e9a50369bf9712",
       "placeholder": "​",
       "style": "IPY_MODEL_34ae75b529fe494ca34d7124ce4b3dd5",
       "value": " 2/2 [00:00&lt;00:00, 225.59it/s]"
      }
     },
     "ff99894d1a034e42a268af4f2ebdbef5": {
      "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": ""
      }
     }
    },
    "version_major": 2,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}