zero-shot-idea.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "source": [
    "from google.colab import drive\n",
    "drive.mount('/content/drive')"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "O-BhWSEg3x-N",
    "executionInfo": {
     "status": "ok",
     "timestamp": 1664120694800,
     "user_tz": -180,
     "elapsed": 2160,
     "user": {
      "displayName": "Viktor Petukhov",
      "userId": "15611477980477129608"
     }
    },
    "outputId": "774fd9a4-a349-4b38-cdfc-cd506b013825"
   },
   "id": "O-BhWSEg3x-N",
   "execution_count": 3,
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
     ]
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "!pip install sentence_transformers\n",
    "!pip install git+https://github.com/pmbaumgartner/setfit\n",
    "!pip install git+https://github.com/LIAAD/yake\n"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "UA0_wkIcJ3Sc",
    "executionInfo": {
     "status": "ok",
     "timestamp": 1664120725905,
     "user_tz": -180,
     "elapsed": 31110,
     "user": {
      "displayName": "Viktor Petukhov",
      "userId": "15611477980477129608"
     }
    },
    "outputId": "7d906086-9f22-40f2-ee6e-d53b9f93ce37"
   },
   "id": "UA0_wkIcJ3Sc",
   "execution_count": 4,
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
      "Requirement already satisfied: sentence_transformers in /usr/local/lib/python3.7/dist-packages (2.2.2)\n",
      "Requirement already satisfied: scipy in /usr/local/lib/python3.7/dist-packages (from sentence_transformers) (1.7.3)\n",
      "Requirement already satisfied: huggingface-hub>=0.4.0 in /usr/local/lib/python3.7/dist-packages (from sentence_transformers) (0.9.1)\n",
      "Requirement already satisfied: transformers<5.0.0,>=4.6.0 in /usr/local/lib/python3.7/dist-packages (from sentence_transformers) (4.22.1)\n",
      "Requirement already satisfied: torch>=1.6.0 in /usr/local/lib/python3.7/dist-packages (from sentence_transformers) (1.12.1+cu113)\n",
      "Requirement already satisfied: nltk in /usr/local/lib/python3.7/dist-packages (from sentence_transformers) (3.7)\n",
      "Requirement already satisfied: torchvision in /usr/local/lib/python3.7/dist-packages (from sentence_transformers) (0.13.1+cu113)\n",
      "Requirement already satisfied: scikit-learn in /usr/local/lib/python3.7/dist-packages (from sentence_transformers) (1.0.2)\n",
      "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from sentence_transformers) (1.21.6)\n",
      "Requirement already satisfied: tqdm in /usr/local/lib/python3.7/dist-packages (from sentence_transformers) (4.64.1)\n",
      "Requirement already satisfied: sentencepiece in /usr/local/lib/python3.7/dist-packages (from sentence_transformers) (0.1.95)\n",
      "Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.7/dist-packages (from huggingface-hub>=0.4.0->sentence_transformers) (4.1.1)\n",
      "Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from huggingface-hub>=0.4.0->sentence_transformers) (2.28.1)\n",
      "Requirement already satisfied: packaging>=20.9 in /usr/local/lib/python3.7/dist-packages (from huggingface-hub>=0.4.0->sentence_transformers) (21.3)\n",
      "Requirement already satisfied: importlib-metadata in /usr/local/lib/python3.7/dist-packages (from huggingface-hub>=0.4.0->sentence_transformers) (3.10.1)\n",
      "Requirement already satisfied: filelock in /usr/local/lib/python3.7/dist-packages (from huggingface-hub>=0.4.0->sentence_transformers) (3.8.0)\n",
      "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.7/dist-packages (from huggingface-hub>=0.4.0->sentence_transformers) (6.0)\n",
      "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /usr/local/lib/python3.7/dist-packages (from packaging>=20.9->huggingface-hub>=0.4.0->sentence_transformers) (3.0.9)\n",
      "Requirement already satisfied: tokenizers!=0.11.3,<0.13,>=0.11.1 in /usr/local/lib/python3.7/dist-packages (from transformers<5.0.0,>=4.6.0->sentence_transformers) (0.12.1)\n",
      "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.7/dist-packages (from transformers<5.0.0,>=4.6.0->sentence_transformers) (2022.6.2)\n",
      "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata->huggingface-hub>=0.4.0->sentence_transformers) (3.8.1)\n",
      "Requirement already satisfied: joblib in /usr/local/lib/python3.7/dist-packages (from nltk->sentence_transformers) (1.1.0)\n",
      "Requirement already satisfied: click in /usr/local/lib/python3.7/dist-packages (from nltk->sentence_transformers) (7.1.2)\n",
      "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->huggingface-hub>=0.4.0->sentence_transformers) (2.10)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests->huggingface-hub>=0.4.0->sentence_transformers) (2022.6.15)\n",
      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests->huggingface-hub>=0.4.0->sentence_transformers) (1.24.3)\n",
      "Requirement already satisfied: charset-normalizer<3,>=2 in /usr/local/lib/python3.7/dist-packages (from requests->huggingface-hub>=0.4.0->sentence_transformers) (2.1.1)\n",
      "Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from scikit-learn->sentence_transformers) (3.1.0)\n",
      "Requirement already satisfied: pillow!=8.3.*,>=5.3.0 in /usr/local/lib/python3.7/dist-packages (from torchvision->sentence_transformers) (7.1.2)\n",
      "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
      "Requirement already satisfied: flair in /usr/local/lib/python3.7/dist-packages (0.11.3)\n",
      "Requirement already satisfied: gensim>=3.4.0 in /usr/local/lib/python3.7/dist-packages (from flair) (3.6.0)\n",
      "Requirement already satisfied: ftfy in /usr/local/lib/python3.7/dist-packages (from flair) (6.1.1)\n",
      "Requirement already satisfied: deprecated>=1.2.4 in /usr/local/lib/python3.7/dist-packages (from flair) (1.2.13)\n",
      "Requirement already satisfied: segtok>=1.5.7 in /usr/local/lib/python3.7/dist-packages (from flair) (1.5.11)\n",
      "Requirement already satisfied: huggingface-hub in /usr/local/lib/python3.7/dist-packages (from flair) (0.9.1)\n",
      "Requirement already satisfied: sentencepiece==0.1.95 in /usr/local/lib/python3.7/dist-packages (from flair) (0.1.95)\n",
      "Requirement already satisfied: sqlitedict>=1.6.0 in /usr/local/lib/python3.7/dist-packages (from flair) (2.0.0)\n",
      "Requirement already satisfied: lxml in /usr/local/lib/python3.7/dist-packages (from flair) (4.9.1)\n",
      "Requirement already satisfied: matplotlib>=2.2.3 in /usr/local/lib/python3.7/dist-packages (from flair) (3.2.2)\n",
      "Requirement already satisfied: mpld3==0.3 in /usr/local/lib/python3.7/dist-packages (from flair) (0.3)\n",
      "Requirement already satisfied: bpemb>=0.3.2 in /usr/local/lib/python3.7/dist-packages (from flair) (0.3.4)\n",
      "Requirement already satisfied: konoha<5.0.0,>=4.0.0 in /usr/local/lib/python3.7/dist-packages (from flair) (4.6.5)\n",
      "Requirement already satisfied: conllu>=4.0 in /usr/local/lib/python3.7/dist-packages (from flair) (4.5.2)\n",
      "Requirement already satisfied: more-itertools in /usr/local/lib/python3.7/dist-packages (from flair) (8.14.0)\n",
      "Requirement already satisfied: hyperopt>=0.2.7 in /usr/local/lib/python3.7/dist-packages (from flair) (0.2.7)\n",
      "Requirement already satisfied: scikit-learn>=0.21.3 in /usr/local/lib/python3.7/dist-packages (from flair) (1.0.2)\n",
      "Requirement already satisfied: janome in /usr/local/lib/python3.7/dist-packages (from flair) (0.4.2)\n",
      "Requirement already satisfied: torch!=1.8,>=1.5.0 in /usr/local/lib/python3.7/dist-packages (from flair) (1.12.1+cu113)\n",
      "Requirement already satisfied: python-dateutil>=2.6.1 in /usr/local/lib/python3.7/dist-packages (from flair) (2.8.2)\n",
      "Requirement already satisfied: tqdm>=4.26.0 in /usr/local/lib/python3.7/dist-packages (from flair) (4.64.1)\n",
      "Requirement already satisfied: regex in /usr/local/lib/python3.7/dist-packages (from flair) (2022.6.2)\n",
      "Requirement already satisfied: tabulate in /usr/local/lib/python3.7/dist-packages (from flair) (0.8.10)\n",
      "Requirement already satisfied: gdown==4.4.0 in /usr/local/lib/python3.7/dist-packages (from flair) (4.4.0)\n",
      "Requirement already satisfied: wikipedia-api in /usr/local/lib/python3.7/dist-packages (from flair) (0.5.4)\n",
      "Requirement already satisfied: transformers>=4.0.0 in /usr/local/lib/python3.7/dist-packages (from flair) (4.22.1)\n",
      "Requirement already satisfied: langdetect in /usr/local/lib/python3.7/dist-packages (from flair) (1.0.9)\n",
      "Requirement already satisfied: pptree in /usr/local/lib/python3.7/dist-packages (from flair) (3.1)\n",
      "Requirement already satisfied: requests[socks] in /usr/local/lib/python3.7/dist-packages (from gdown==4.4.0->flair) (2.28.1)\n",
      "Requirement already satisfied: beautifulsoup4 in /usr/local/lib/python3.7/dist-packages (from gdown==4.4.0->flair) (4.6.3)\n",
      "Requirement already satisfied: filelock in /usr/local/lib/python3.7/dist-packages (from gdown==4.4.0->flair) (3.8.0)\n",
      "Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from gdown==4.4.0->flair) (1.15.0)\n",
      "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from bpemb>=0.3.2->flair) (1.21.6)\n",
      "Requirement already satisfied: wrapt<2,>=1.10 in /usr/local/lib/python3.7/dist-packages (from deprecated>=1.2.4->flair) (1.14.1)\n",
      "Requirement already satisfied: scipy>=0.18.1 in /usr/local/lib/python3.7/dist-packages (from gensim>=3.4.0->flair) (1.7.3)\n",
      "Requirement already satisfied: smart-open>=1.2.1 in /usr/local/lib/python3.7/dist-packages (from gensim>=3.4.0->flair) (5.2.1)\n",
      "Requirement already satisfied: future in /usr/local/lib/python3.7/dist-packages (from hyperopt>=0.2.7->flair) (0.16.0)\n",
      "Requirement already satisfied: cloudpickle in /usr/local/lib/python3.7/dist-packages (from hyperopt>=0.2.7->flair) (1.5.0)\n",
      "Requirement already satisfied: py4j in /usr/local/lib/python3.7/dist-packages (from hyperopt>=0.2.7->flair) (0.10.9.7)\n",
      "Requirement already satisfied: networkx>=2.2 in /usr/local/lib/python3.7/dist-packages (from hyperopt>=0.2.7->flair) (2.6.3)\n",
      "Requirement already satisfied: importlib-metadata<4.0.0,>=3.7.0 in /usr/local/lib/python3.7/dist-packages (from konoha<5.0.0,>=4.0.0->flair) (3.10.1)\n",
      "Requirement already satisfied: overrides<4.0.0,>=3.0.0 in /usr/local/lib/python3.7/dist-packages (from konoha<5.0.0,>=4.0.0->flair) (3.1.0)\n",
      "Requirement already satisfied: typing-extensions>=3.6.4 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata<4.0.0,>=3.7.0->konoha<5.0.0,>=4.0.0->flair) (4.1.1)\n",
      "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata<4.0.0,>=3.7.0->konoha<5.0.0,>=4.0.0->flair) (3.8.1)\n",
      "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib>=2.2.3->flair) (0.11.0)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib>=2.2.3->flair) (1.4.4)\n",
      "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib>=2.2.3->flair) (3.0.9)\n",
      "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests[socks]->gdown==4.4.0->flair) (2.10)\n",
      "Requirement already satisfied: charset-normalizer<3,>=2 in /usr/local/lib/python3.7/dist-packages (from requests[socks]->gdown==4.4.0->flair) (2.1.1)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests[socks]->gdown==4.4.0->flair) (2022.6.15)\n",
      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests[socks]->gdown==4.4.0->flair) (1.24.3)\n",
      "Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from scikit-learn>=0.21.3->flair) (3.1.0)\n",
      "Requirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.7/dist-packages (from scikit-learn>=0.21.3->flair) (1.1.0)\n",
      "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.7/dist-packages (from transformers>=4.0.0->flair) (6.0)\n",
      "Requirement already satisfied: tokenizers!=0.11.3,<0.13,>=0.11.1 in /usr/local/lib/python3.7/dist-packages (from transformers>=4.0.0->flair) (0.12.1)\n",
      "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.7/dist-packages (from transformers>=4.0.0->flair) (21.3)\n",
      "Requirement already satisfied: wcwidth>=0.2.5 in /usr/local/lib/python3.7/dist-packages (from ftfy->flair) (0.2.5)\n",
      "Requirement already satisfied: PySocks!=1.5.7,>=1.5.6 in /usr/local/lib/python3.7/dist-packages (from requests[socks]->gdown==4.4.0->flair) (1.7.1)\n",
      "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
      "Collecting git+https://github.com/pmbaumgartner/setfit\n",
      "  Cloning https://github.com/pmbaumgartner/setfit to /tmp/pip-req-build-z3n4iqio\n",
      "  Running command git clone -q https://github.com/pmbaumgartner/setfit /tmp/pip-req-build-z3n4iqio\n",
      "  Installing build dependencies ... \u001B[?25l\u001B[?25hdone\n",
      "  Getting requirements to build wheel ... \u001B[?25l\u001B[?25hdone\n",
      "    Preparing wheel metadata ... \u001B[?25l\u001B[?25hdone\n",
      "Requirement already satisfied: sentence-transformers<3.0.0,>=2.1.0 in /usr/local/lib/python3.7/dist-packages (from setfit==0.1.4) (2.2.2)\n",
      "Requirement already satisfied: torch<2.0.0,>=1.10.0 in /usr/local/lib/python3.7/dist-packages (from setfit==0.1.4) (1.12.1+cu113)\n",
      "Requirement already satisfied: scikit-learn<2.0.0,>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from setfit==0.1.4) (1.0.2)\n",
      "Requirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.7/dist-packages (from scikit-learn<2.0.0,>=1.0.1->setfit==0.1.4) (1.1.0)\n",
      "Requirement already satisfied: numpy>=1.14.6 in /usr/local/lib/python3.7/dist-packages (from scikit-learn<2.0.0,>=1.0.1->setfit==0.1.4) (1.21.6)\n",
      "Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from scikit-learn<2.0.0,>=1.0.1->setfit==0.1.4) (3.1.0)\n",
      "Requirement already satisfied: scipy>=1.1.0 in /usr/local/lib/python3.7/dist-packages (from scikit-learn<2.0.0,>=1.0.1->setfit==0.1.4) (1.7.3)\n",
      "Requirement already satisfied: nltk in /usr/local/lib/python3.7/dist-packages (from sentence-transformers<3.0.0,>=2.1.0->setfit==0.1.4) (3.7)\n",
      "Requirement already satisfied: huggingface-hub>=0.4.0 in /usr/local/lib/python3.7/dist-packages (from sentence-transformers<3.0.0,>=2.1.0->setfit==0.1.4) (0.9.1)\n",
      "Requirement already satisfied: transformers<5.0.0,>=4.6.0 in /usr/local/lib/python3.7/dist-packages (from sentence-transformers<3.0.0,>=2.1.0->setfit==0.1.4) (4.22.1)\n",
      "Requirement already satisfied: torchvision in /usr/local/lib/python3.7/dist-packages (from sentence-transformers<3.0.0,>=2.1.0->setfit==0.1.4) (0.13.1+cu113)\n",
      "Requirement already satisfied: tqdm in /usr/local/lib/python3.7/dist-packages (from sentence-transformers<3.0.0,>=2.1.0->setfit==0.1.4) (4.64.1)\n",
      "Requirement already satisfied: sentencepiece in /usr/local/lib/python3.7/dist-packages (from sentence-transformers<3.0.0,>=2.1.0->setfit==0.1.4) (0.1.95)\n",
      "Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from huggingface-hub>=0.4.0->sentence-transformers<3.0.0,>=2.1.0->setfit==0.1.4) (2.28.1)\n",
      "Requirement already satisfied: packaging>=20.9 in /usr/local/lib/python3.7/dist-packages (from huggingface-hub>=0.4.0->sentence-transformers<3.0.0,>=2.1.0->setfit==0.1.4) (21.3)\n",
      "Requirement already satisfied: filelock in /usr/local/lib/python3.7/dist-packages (from huggingface-hub>=0.4.0->sentence-transformers<3.0.0,>=2.1.0->setfit==0.1.4) (3.8.0)\n",
      "Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.7/dist-packages (from huggingface-hub>=0.4.0->sentence-transformers<3.0.0,>=2.1.0->setfit==0.1.4) (4.1.1)\n",
      "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.7/dist-packages (from huggingface-hub>=0.4.0->sentence-transformers<3.0.0,>=2.1.0->setfit==0.1.4) (6.0)\n",
      "Requirement already satisfied: importlib-metadata in /usr/local/lib/python3.7/dist-packages (from huggingface-hub>=0.4.0->sentence-transformers<3.0.0,>=2.1.0->setfit==0.1.4) (3.10.1)\n",
      "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /usr/local/lib/python3.7/dist-packages (from packaging>=20.9->huggingface-hub>=0.4.0->sentence-transformers<3.0.0,>=2.1.0->setfit==0.1.4) (3.0.9)\n",
      "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.7/dist-packages (from transformers<5.0.0,>=4.6.0->sentence-transformers<3.0.0,>=2.1.0->setfit==0.1.4) (2022.6.2)\n",
      "Requirement already satisfied: tokenizers!=0.11.3,<0.13,>=0.11.1 in /usr/local/lib/python3.7/dist-packages (from transformers<5.0.0,>=4.6.0->sentence-transformers<3.0.0,>=2.1.0->setfit==0.1.4) (0.12.1)\n",
      "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata->huggingface-hub>=0.4.0->sentence-transformers<3.0.0,>=2.1.0->setfit==0.1.4) (3.8.1)\n",
      "Requirement already satisfied: click in /usr/local/lib/python3.7/dist-packages (from nltk->sentence-transformers<3.0.0,>=2.1.0->setfit==0.1.4) (7.1.2)\n",
      "Requirement already satisfied: charset-normalizer<3,>=2 in /usr/local/lib/python3.7/dist-packages (from requests->huggingface-hub>=0.4.0->sentence-transformers<3.0.0,>=2.1.0->setfit==0.1.4) (2.1.1)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests->huggingface-hub>=0.4.0->sentence-transformers<3.0.0,>=2.1.0->setfit==0.1.4) (2022.6.15)\n",
      "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->huggingface-hub>=0.4.0->sentence-transformers<3.0.0,>=2.1.0->setfit==0.1.4) (2.10)\n",
      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests->huggingface-hub>=0.4.0->sentence-transformers<3.0.0,>=2.1.0->setfit==0.1.4) (1.24.3)\n",
      "Requirement already satisfied: pillow!=8.3.*,>=5.3.0 in /usr/local/lib/python3.7/dist-packages (from torchvision->sentence-transformers<3.0.0,>=2.1.0->setfit==0.1.4) (7.1.2)\n",
      "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
      "Collecting git+https://github.com/LIAAD/yake\n",
      "  Cloning https://github.com/LIAAD/yake to /tmp/pip-req-build-qrwyfyi6\n",
      "  Running command git clone -q https://github.com/LIAAD/yake /tmp/pip-req-build-qrwyfyi6\n",
      "Requirement already satisfied: tabulate in /usr/local/lib/python3.7/dist-packages (from yake==0.4.8) (0.8.10)\n",
      "Requirement already satisfied: click>=6.0 in /usr/local/lib/python3.7/dist-packages (from yake==0.4.8) (7.1.2)\n",
      "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from yake==0.4.8) (1.21.6)\n",
      "Requirement already satisfied: segtok in /usr/local/lib/python3.7/dist-packages (from yake==0.4.8) (1.5.11)\n",
      "Requirement already satisfied: networkx in /usr/local/lib/python3.7/dist-packages (from yake==0.4.8) (2.6.3)\n",
      "Requirement already satisfied: jellyfish in /usr/local/lib/python3.7/dist-packages (from yake==0.4.8) (0.9.0)\n",
      "Requirement already satisfied: regex in /usr/local/lib/python3.7/dist-packages (from segtok->yake==0.4.8) (2022.6.2)\n",
      "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
      "Requirement already satisfied: keybert in /usr/local/lib/python3.7/dist-packages (0.6.0)\n",
      "Requirement already satisfied: sentence-transformers>=0.3.8 in /usr/local/lib/python3.7/dist-packages (from keybert) (2.2.2)\n",
      "Requirement already satisfied: rich>=10.4.0 in /usr/local/lib/python3.7/dist-packages (from keybert) (12.5.1)\n",
      "Requirement already satisfied: numpy>=1.18.5 in /usr/local/lib/python3.7/dist-packages (from keybert) (1.21.6)\n",
      "Requirement already satisfied: scikit-learn>=0.22.2 in /usr/local/lib/python3.7/dist-packages (from keybert) (1.0.2)\n",
      "Requirement already satisfied: commonmark<0.10.0,>=0.9.0 in /usr/local/lib/python3.7/dist-packages (from rich>=10.4.0->keybert) (0.9.1)\n",
      "Requirement already satisfied: pygments<3.0.0,>=2.6.0 in /usr/local/lib/python3.7/dist-packages (from rich>=10.4.0->keybert) (2.6.1)\n",
      "Requirement already satisfied: typing-extensions<5.0,>=4.0.0 in /usr/local/lib/python3.7/dist-packages (from rich>=10.4.0->keybert) (4.1.1)\n",
      "Requirement already satisfied: scipy>=1.1.0 in /usr/local/lib/python3.7/dist-packages (from scikit-learn>=0.22.2->keybert) (1.7.3)\n",
      "Requirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.7/dist-packages (from scikit-learn>=0.22.2->keybert) (1.1.0)\n",
      "Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from scikit-learn>=0.22.2->keybert) (3.1.0)\n",
      "Requirement already satisfied: torch>=1.6.0 in /usr/local/lib/python3.7/dist-packages (from sentence-transformers>=0.3.8->keybert) (1.12.1+cu113)\n",
      "Requirement already satisfied: nltk in /usr/local/lib/python3.7/dist-packages (from sentence-transformers>=0.3.8->keybert) (3.7)\n",
      "Requirement already satisfied: tqdm in /usr/local/lib/python3.7/dist-packages (from sentence-transformers>=0.3.8->keybert) (4.64.1)\n",
      "Requirement already satisfied: torchvision in /usr/local/lib/python3.7/dist-packages (from sentence-transformers>=0.3.8->keybert) (0.13.1+cu113)\n",
      "Requirement already satisfied: transformers<5.0.0,>=4.6.0 in /usr/local/lib/python3.7/dist-packages (from sentence-transformers>=0.3.8->keybert) (4.22.1)\n",
      "Requirement already satisfied: huggingface-hub>=0.4.0 in /usr/local/lib/python3.7/dist-packages (from sentence-transformers>=0.3.8->keybert) (0.9.1)\n",
      "Requirement already satisfied: sentencepiece in /usr/local/lib/python3.7/dist-packages (from sentence-transformers>=0.3.8->keybert) (0.1.95)\n",
      "Requirement already satisfied: packaging>=20.9 in /usr/local/lib/python3.7/dist-packages (from huggingface-hub>=0.4.0->sentence-transformers>=0.3.8->keybert) (21.3)\n",
      "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.7/dist-packages (from huggingface-hub>=0.4.0->sentence-transformers>=0.3.8->keybert) (6.0)\n",
      "Requirement already satisfied: importlib-metadata in /usr/local/lib/python3.7/dist-packages (from huggingface-hub>=0.4.0->sentence-transformers>=0.3.8->keybert) (3.10.1)\n",
      "Requirement already satisfied: filelock in /usr/local/lib/python3.7/dist-packages (from huggingface-hub>=0.4.0->sentence-transformers>=0.3.8->keybert) (3.8.0)\n",
      "Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from huggingface-hub>=0.4.0->sentence-transformers>=0.3.8->keybert) (2.28.1)\n",
      "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /usr/local/lib/python3.7/dist-packages (from packaging>=20.9->huggingface-hub>=0.4.0->sentence-transformers>=0.3.8->keybert) (3.0.9)\n",
      "Requirement already satisfied: tokenizers!=0.11.3,<0.13,>=0.11.1 in /usr/local/lib/python3.7/dist-packages (from transformers<5.0.0,>=4.6.0->sentence-transformers>=0.3.8->keybert) (0.12.1)\n",
      "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.7/dist-packages (from transformers<5.0.0,>=4.6.0->sentence-transformers>=0.3.8->keybert) (2022.6.2)\n",
      "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata->huggingface-hub>=0.4.0->sentence-transformers>=0.3.8->keybert) (3.8.1)\n",
      "Requirement already satisfied: click in /usr/local/lib/python3.7/dist-packages (from nltk->sentence-transformers>=0.3.8->keybert) (7.1.2)\n",
      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests->huggingface-hub>=0.4.0->sentence-transformers>=0.3.8->keybert) (1.24.3)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests->huggingface-hub>=0.4.0->sentence-transformers>=0.3.8->keybert) (2022.6.15)\n",
      "Requirement already satisfied: charset-normalizer<3,>=2 in /usr/local/lib/python3.7/dist-packages (from requests->huggingface-hub>=0.4.0->sentence-transformers>=0.3.8->keybert) (2.1.1)\n",
      "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->huggingface-hub>=0.4.0->sentence-transformers>=0.3.8->keybert) (2.10)\n",
      "Requirement already satisfied: pillow!=8.3.*,>=5.3.0 in /usr/local/lib/python3.7/dist-packages (from torchvision->sentence-transformers>=0.3.8->keybert) (7.1.2)\n",
      "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
      "Requirement already satisfied: gensim in /usr/local/lib/python3.7/dist-packages (3.6.0)\n",
      "Requirement already satisfied: six>=1.5.0 in /usr/local/lib/python3.7/dist-packages (from gensim) (1.15.0)\n",
      "Requirement already satisfied: scipy>=0.18.1 in /usr/local/lib/python3.7/dist-packages (from gensim) (1.7.3)\n",
      "Requirement already satisfied: smart-open>=1.2.1 in /usr/local/lib/python3.7/dist-packages (from gensim) (5.2.1)\n",
      "Requirement already satisfied: numpy>=1.11.3 in /usr/local/lib/python3.7/dist-packages (from gensim) (1.21.6)\n"
     ]
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "import torch\n",
    "import random\n",
    "import json\n",
    "from pandas import Series, DataFrame\n",
    "import pandas as pd\n",
    "from tqdm.notebook import tqdm\n",
    "import numpy as np\n",
    "import gzip\n",
    "from transformers import pipeline\n",
    "from random import choice, randint, shuffle\n",
    "from pathlib import Path\n",
    "\n",
    "pref = Path('/content/drive/MyDrive/WORK/data') \n",
    "\n",
    "\n",
    "tqdm.pandas()\n",
    "\n",
    "list_words = ['project', 'proposal', 'job', 'solution', 'research',  'idea', 'algorithm', 'plan', 'initiative', 'announcement']"
   ],
   "metadata": {
    "id": "iXDpMwBjVkRG",
    "executionInfo": {
     "status": "ok",
     "timestamp": 1664124260320,
     "user_tz": -180,
     "elapsed": 278,
     "user": {
      "displayName": "Viktor Petukhov",
      "userId": "15611477980477129608"
     }
    }
   },
   "id": "iXDpMwBjVkRG",
   "execution_count": 12,
   "outputs": []
  },
  {
   "cell_type": "code",
   "source": [
    "import sqlite3 as db\n",
    "conn = db.connect('/content/drive/MyDrive/WORK/data/labels.db')\n",
    "train_df = pd.read_sql_query(\"SELECT text,label FROM labels\", conn)\n",
    "train_df.sort_values(\"label\", ascending=False).head()"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 225
    },
    "id": "U_WQJ-HbD11w",
    "executionInfo": {
     "status": "ok",
     "timestamp": 1664124189215,
     "user_tz": -180,
     "elapsed": 1047,
     "user": {
      "displayName": "Viktor Petukhov",
      "userId": "15611477980477129608"
     }
    },
    "outputId": "951976cb-c6eb-4016-8f45-63c9ba317209"
   },
   "id": "U_WQJ-HbD11w",
   "execution_count": 6,
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "                                                 text  label\n",
       "0   The suggested EA project / org: work to identi...      1\n",
       "18  As a concrete program related to the safety of...      1\n",
       "43  One possible area for exploration is around Sc...      1\n",
       "40  I propose an infrastructure to generate more a...      1\n",
       "58  Hi Vaidehi,What kind of research do you plan o...      1"
      ],
      "text/html": [
       "\n",
       "  <div id=\"df-a1a18a76-658d-4ee8-97e5-84fae98b6963\">\n",
       "    <div class=\"colab-df-container\">\n",
       "      <div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>text</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>The suggested EA project / org: work to identi...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>As a concrete program related to the safety of...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>One possible area for exploration is around Sc...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>I propose an infrastructure to generate more a...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Hi Vaidehi,What kind of research do you plan o...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>\n",
       "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-a1a18a76-658d-4ee8-97e5-84fae98b6963')\"\n",
       "              title=\"Convert this dataframe to an interactive table.\"\n",
       "              style=\"display:none;\">\n",
       "        \n",
       "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
       "       width=\"24px\">\n",
       "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
       "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
       "  </svg>\n",
       "      </button>\n",
       "      \n",
       "  <style>\n",
       "    .colab-df-container {\n",
       "      display:flex;\n",
       "      flex-wrap:wrap;\n",
       "      gap: 12px;\n",
       "    }\n",
       "\n",
       "    .colab-df-convert {\n",
       "      background-color: #E8F0FE;\n",
       "      border: none;\n",
       "      border-radius: 50%;\n",
       "      cursor: pointer;\n",
       "      display: none;\n",
       "      fill: #1967D2;\n",
       "      height: 32px;\n",
       "      padding: 0 0 0 0;\n",
       "      width: 32px;\n",
       "    }\n",
       "\n",
       "    .colab-df-convert:hover {\n",
       "      background-color: #E2EBFA;\n",
       "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
       "      fill: #174EA6;\n",
       "    }\n",
       "\n",
       "    [theme=dark] .colab-df-convert {\n",
       "      background-color: #3B4455;\n",
       "      fill: #D2E3FC;\n",
       "    }\n",
       "\n",
       "    [theme=dark] .colab-df-convert:hover {\n",
       "      background-color: #434B5C;\n",
       "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
       "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
       "      fill: #FFFFFF;\n",
       "    }\n",
       "  </style>\n",
       "\n",
       "      <script>\n",
       "        const buttonEl =\n",
       "          document.querySelector('#df-a1a18a76-658d-4ee8-97e5-84fae98b6963 button.colab-df-convert');\n",
       "        buttonEl.style.display =\n",
       "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
       "\n",
       "        async function convertToInteractive(key) {\n",
       "          const element = document.querySelector('#df-a1a18a76-658d-4ee8-97e5-84fae98b6963');\n",
       "          const dataTable =\n",
       "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
       "                                                     [key], {});\n",
       "          if (!dataTable) return;\n",
       "\n",
       "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
       "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
       "            + ' to learn more about interactive tables.';\n",
       "          element.innerHTML = '';\n",
       "          dataTable['output_type'] = 'display_data';\n",
       "          await google.colab.output.renderOutput(dataTable, element);\n",
       "          const docLink = document.createElement('div');\n",
       "          docLink.innerHTML = docLinkHtml;\n",
       "          element.appendChild(docLink);\n",
       "        }\n",
       "      </script>\n",
       "    </div>\n",
       "  </div>\n",
       "  "
      ]
     },
     "metadata": {},
     "execution_count": 6
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "index = train_df.sort_values(\"label\", ascending=False).index.to_list()"
   ],
   "metadata": {
    "id": "CVB-tbKVklvZ",
    "executionInfo": {
     "status": "ok",
     "timestamp": 1664124199856,
     "user_tz": -180,
     "elapsed": 329,
     "user": {
      "displayName": "Viktor Petukhov",
      "userId": "15611477980477129608"
     }
    }
   },
   "id": "CVB-tbKVklvZ",
   "execution_count": 7,
   "outputs": []
  },
  {
   "cell_type": "code",
   "source": [
    "dataset = list(zip(train_df.text[index].to_list()[:20], train_df.label[index].to_list()))\n",
    "shuffle(dataset)\n",
    "docs = [i[0] for i in dataset] \n",
    "labels = [i[1] for i in dataset]"
   ],
   "metadata": {
    "id": "Rczk5PH2d_Uc",
    "executionInfo": {
     "status": "ok",
     "timestamp": 1664124206168,
     "user_tz": -180,
     "elapsed": 285,
     "user": {
      "displayName": "Viktor Petukhov",
      "userId": "15611477980477129608"
     }
    }
   },
   "id": "Rczk5PH2d_Uc",
   "execution_count": 8,
   "outputs": []
  },
  {
   "cell_type": "code",
   "source": [
    "classifier = pipeline(\"zero-shot-classification\", model=\"facebook/xglm-564M\")\n"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 210,
     "referenced_widgets": [
      "f61bbaf6a8bc4ca5a4e7bb13717dfe28",
      "a72702b5c0754fd0a8951630d88e479d",
      "be548b9ce5da4acbb9311e36ad29528e",
      "159f1a64eb6b4975852e86250f481ef1",
      "af0729ee4e024d74a03212a0c14904a1",
      "8235c2bf78d545a884375f8bebd67d48",
      "8ef4f5bd7e274bc3b2c2032c7faca238",
      "06a2d471273141978ed986be309d14ea",
      "e7b68f4de521413da8220f86b9befd15",
      "77db12bb07044b04ac09d2d93cd00f9b",
      "c38d9b5bae8d4e91acefa7fa0f45e81e",
      "8ba3f7a6bfe145c98e56c111f4965216",
      "34a9a196cad34a80bb09756a6d2e22a4",
      "f65620e4d7974a12a3ff431123e37951",
      "e207068622b244b49e637b044c6ef2cd",
      "6b82ca60a0744c3580b7ad6e23d7c5d9",
      "6f80b1aa38f445c6baaaff1d5bc85c90",
      "59b6ffca27544e299e5c2581c32c7ee6",
      "2a16cca6884c4393b6de39048d416396",
      "09f289f9feea4076ace8e5d660cd0bfb",
      "62370ccb715c43119f312c9689f94914",
      "7f54a3ff5b7f4763a9cab2a09c626671",
      "ccb5720ac0dc43deb6e49c27c1ca9cf3",
      "5c431f3829244d35b9e2f9f10a1cbca1",
      "839aacfa17d14246ae1f949539a3124a",
      "fb67b9906fe1468f8e779de53fcd6886",
      "784ea08a194943cf8d143391eb498685",
      "f3fe784c597e4f318579b4dea73c4435",
      "a6a7152691af4a9aaafa8eaff0f13f9f",
      "2828445409834a51890ad95cb3d15cb2",
      "3f0541f5841f4e88abcda07a10670afc",
      "0d1c58635b084e00ba16117b0eb2874e",
      "cf50e383bf8e47a093524480c7e9f818",
      "f176a1bf3ac44c0a9359ab8d5b02f5f2",
      "b4ab229ee4634e70af5e09c526891cae",
      "29197b10e5834abf9e804737c9cf269e",
      "ddfdb8b6ec6843fba91477332af1b114",
      "053cc9e565ca41efac8b815b66fed124",
      "8def922787fa4e3ba0c0b7893d8be342",
      "71d7f6c55447418f9a90533682f7422f",
      "6457d27dcc9f48bbb257cd6ceb4ba3ad",
      "17314d3dea7f4cd091dd52c8980b3a69",
      "bf3cedf6a7bf41aa96392c0f2f3dabef",
      "df620217f34a4eeb950442d68c1f3a7b",
      "a0b80360650c4b5b9e9d61310d6e3434",
      "a6300d723d4c45c79d8e01b6508cc21c",
      "07589ad66dff4738b8ce8ddd48c224d0",
      "6a6ed29d242d41d39cf732f307e225d4",
      "31c2ec59c13944b598f58596d408688d",
      "e89354b9507c4ae2a858cd0d28947554",
      "876b0150f7b24d05a85b9ca8fb032c9f",
      "ac26a0cdaa8e41cb901699d5b804a648",
      "b760882796de41c39f5afa3ff6124cd7",
      "b1dc7d0f476d4d25a8e70e25748a1e51",
      "8c88e9662cd1421db16c9140b4e5fb67"
     ]
    },
    "id": "DKwRCvJNZKM-",
    "executionInfo": {
     "status": "ok",
     "timestamp": 1664124320436,
     "user_tz": -180,
     "elapsed": 46323,
     "user": {
      "displayName": "Viktor Petukhov",
      "userId": "15611477980477129608"
     }
    },
    "outputId": "df407a20-8f39-4771-9d66-270a76c0f81b"
   },
   "id": "DKwRCvJNZKM-",
   "execution_count": 13,
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "Downloading:   0%|          | 0.00/1.13G [00:00<?, ?B/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "f61bbaf6a8bc4ca5a4e7bb13717dfe28"
      }
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "Downloading:   0%|          | 0.00/433 [00:00<?, ?B/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "8ba3f7a6bfe145c98e56c111f4965216"
      }
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "Downloading:   0%|          | 0.00/4.92M [00:00<?, ?B/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "ccb5720ac0dc43deb6e49c27c1ca9cf3"
      }
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "Downloading:   0%|          | 0.00/9.03M [00:00<?, ?B/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "f176a1bf3ac44c0a9359ab8d5b02f5f2"
      }
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "Downloading:   0%|          | 0.00/276 [00:00<?, ?B/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "a0b80360650c4b5b9e9d61310d6e3434"
      }
     },
     "metadata": {}
    },
    {
     "output_type": "stream",
     "name": "stderr",
     "text": [
      "Failed to determine 'entailment' label id from the label2id mapping in the model config. Setting to -1. Define a descriptive label2id mapping in the model config to ensure correct outputs.\n"
     ]
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "classifier_1 = pipeline(\"zero-shot-classification\", model=\"facebook/bart-large-mnli\")"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 226,
     "referenced_widgets": [
      "377e4f8ed723439889bbc4c9c9ce4cd5",
      "cbb03ba92c4046cfb9a9781e1420c628",
      "dedc2f7f14b445f497bd1a4f4ebd9012",
      "ec4bbcda26aa40eca0b8c9a9cdfb2385",
      "61ec76ada424403c9ead2194dec5904e",
      "08cefd5cefa84f73899d4d2183849cbb",
      "6842171213c44583b5aca71cd4cdb047",
      "0b608d0fafde49fca3d4f78da41e6a7f",
      "37eeb1de7fe846a683f58ed7514f5b30",
      "b905b001f5a145f88ec1ede5247d29ac",
      "1029f3e2f062490087dc16bf74f34d5f",
      "9bfe40fd2d2c4ae9986bdef0bfc2ee31",
      "cdcc64b5bd33448f9399f67802ba0f9a",
      "b8468d4218a1449d8928347c9ace6d24",
      "b4d949ea964345a1b0205aae325b91bf",
      "4ca69fd94b3b4444b484f8a5225b864c",
      "8c0e65a1c27d44dcaf043046fd086230",
      "5bb230a92be1441e81cb5574fd4229d5",
      "7793ed1a98314eeab0d7591caa303449",
      "395f7ae3c4094287acb2205e48681810",
      "ad9edac962c44cc2b04e80fbe92b0c38",
      "88fbd2ad7e384c0eba687a1d8d8e43ed",
      "58cc66235a22417aaf9f5ed32e5bb0c3",
      "c483c245fb884ce18ddc02294ed375ff",
      "8b78e50c2c8d4ad1a1cc3151cbe0dfee",
      "3bcb3fa568924d5b906906e285b35f29",
      "ecada0092f564a1e97a45f6f6f716790",
      "1d4dff170a804ad999d5fbc7c3bcf654",
      "efc71e720a084d18ac7917887fc3500c",
      "dc9fda9af53a4f18b4194ce1eb885338",
      "fe8c4afaf7fc4a059ca40fb997572789",
      "ac98b6c6e7bf442d845c4280b701b78a",
      "10ad1eb95e774647bfecec24c64d3272",
      "83037c6162b8457dba879a8427cc81de",
      "99a79e575e76461da703b1ad00bc479b",
      "e8e629914d254962bbd58b0fbd2c79d4",
      "43240f52313f432aba9ad965abc95814",
      "4231aac5223d472da73e6aa21ffb27a2",
      "c2dd250b76034d70b13459fe612bf816",
      "03831cf770eb4413902377b0591eea24",
      "11e050d1e208445b99a416cae5383a0a",
      "441b9bfd3574492cb42f9a7a0649cf91",
      "dfd2c50088614a26adb9529afbf50bc8",
      "1de7c02baeec4aa78bd9f508b438bbf5",
      "0dddbdac659b4824bd93355e9b8c4eff",
      "52d0bdb0f088498b8fde7f4981a6f660",
      "ed1756919f6d43f9a34d428cf6f8cfc0",
      "6f72368524854848a28a02cbdace5388",
      "c50f59bd9d31494cb4930124b9eb3479",
      "43bffb4d68ec4fdd9b7aa4fc6bd7ec7f",
      "b5b420b4d20242f8a01a5365bdc33fb7",
      "a65978517b974dde808ad092de0097d7",
      "b33f354968444e35b354cfe4feb1f175",
      "e2c8e548aa4b480aa7e9e40348bc8861",
      "5babf2428ff4420ebeb7ae7a3d5cfe95",
      "9bcb8a51448c4e1d90bbd64c70f8b7f1",
      "f1c0fd2214324957bbc9bf67a39ec632",
      "6d006896ff5f4c58b29f3618d89e4971",
      "d8e3a6c7aa494af88799e4bf1a383b9d",
      "3e36fa2195454b349c4e1fa8b6e96d3f",
      "7ecf2121b51e4f15874b7b40c11ba8de",
      "03e2e54c5c974d8fb765b04606aceeb8",
      "726deb04a290444797c7c8291cb29c38",
      "060a9abc485942888484f58649a0e20f",
      "a92fde44242845b88401e296e86efb7f",
      "982c3f03614441a792815f3322b0cf33"
     ]
    },
    "id": "_dnNF6GkE4WM",
    "executionInfo": {
     "status": "ok",
     "timestamp": 1664127603559,
     "user_tz": -180,
     "elapsed": 68181,
     "user": {
      "displayName": "Viktor Petukhov",
      "userId": "15611477980477129608"
     }
    },
    "outputId": "0999e7ff-1a76-4597-b812-a1e1680a9edf"
   },
   "id": "_dnNF6GkE4WM",
   "execution_count": 19,
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "Downloading:   0%|          | 0.00/1.15k [00:00<?, ?B/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "377e4f8ed723439889bbc4c9c9ce4cd5"
      }
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "Downloading:   0%|          | 0.00/1.63G [00:00<?, ?B/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "9bfe40fd2d2c4ae9986bdef0bfc2ee31"
      }
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "Downloading:   0%|          | 0.00/26.0 [00:00<?, ?B/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "58cc66235a22417aaf9f5ed32e5bb0c3"
      }
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "Downloading:   0%|          | 0.00/899k [00:00<?, ?B/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "83037c6162b8457dba879a8427cc81de"
      }
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "Downloading:   0%|          | 0.00/456k [00:00<?, ?B/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "0dddbdac659b4824bd93355e9b8c4eff"
      }
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "Downloading:   0%|          | 0.00/1.36M [00:00<?, ?B/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "9bcb8a51448c4e1d90bbd64c70f8b7f1"
      }
     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "val_com = classifier('The suggested EA project / org: work to identify important, simple, and uncontroversial ideas as they arise and use social media to get people to pay attention to them.', list_words)\n",
    "val_sep = classifier('The suggested EA project / org: work to identify important, simple, and uncontroversial ideas as they arise and use social media to get people to pay attention to them.', list_words, multi_label=True)\n",
    "print(val_com)\n",
    "print(val_sep)\n"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "9Ennp82csch6",
    "executionInfo": {
     "status": "ok",
     "timestamp": 1664127081333,
     "user_tz": -180,
     "elapsed": 25737,
     "user": {
      "displayName": "Viktor Petukhov",
      "userId": "15611477980477129608"
     }
    },
    "outputId": "5ec5712f-d6c9-43c5-d578-2de12551fd9a"
   },
   "id": "9Ennp82csch6",
   "execution_count": 17,
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "{'sequence': 'The suggested EA project / org: work to identify important, simple, and uncontroversial ideas as they arise and use social media to get people to pay attention to them.', 'labels': ['algorithm', 'job', 'initiative', 'announcement', 'proposal', 'research', 'idea', 'plan', 'solution', 'project'], 'scores': [0.1151251271367073, 0.11135178804397583, 0.10781940817832947, 0.10668908804655075, 0.10451661795377731, 0.10134973376989365, 0.10125191509723663, 0.09190346300601959, 0.0835309699177742, 0.07646188884973526]}\n",
      "{'sequence': 'The suggested EA project / org: work to identify important, simple, and uncontroversial ideas as they arise and use social media to get people to pay attention to them.', 'labels': ['algorithm', 'job', 'initiative', 'announcement', 'proposal', 'research', 'idea', 'plan', 'solution', 'project'], 'scores': [0.8512539267539978, 0.8469846844673157, 0.842759907245636, 0.8413583040237427, 0.8385930061340332, 0.8343847990036011, 0.834251344203949, 0.8204190731048584, 0.8059127926826477, 0.7917065024375916]}\n"
     ]
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "val_com_1 = classifier_1('The suggested EA project / org: work to identify important, simple, and uncontroversial ideas as they arise and use social media to get people to pay attention to them.', list_words)\n",
    "val_sep_1 = classifier_1('The suggested EA project / org: work to identify important, simple, and uncontroversial ideas as they arise and use social media to get people to pay attention to them.', list_words, multi_label=True)\n",
    "print(val_com_1)\n",
    "print(val_sep_1)\n"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "KGTxgFdhu2fc",
    "executionInfo": {
     "status": "ok",
     "timestamp": 1664127619141,
     "user_tz": -180,
     "elapsed": 14723,
     "user": {
      "displayName": "Viktor Petukhov",
      "userId": "15611477980477129608"
     }
    },
    "outputId": "c8760195-4722-450d-b045-895949b558db"
   },
   "id": "KGTxgFdhu2fc",
   "execution_count": 20,
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "{'sequence': 'The suggested EA project / org: work to identify important, simple, and uncontroversial ideas as they arise and use social media to get people to pay attention to them.', 'labels': ['project', 'proposal', 'plan', 'idea', 'job', 'initiative', 'research', 'solution', 'announcement', 'algorithm'], 'scores': [0.2457607388496399, 0.1895020455121994, 0.16583526134490967, 0.12890934944152832, 0.08682485669851303, 0.06656523793935776, 0.04413896054029465, 0.033563096076250076, 0.026474149897694588, 0.012426274828612804]}\n",
      "{'sequence': 'The suggested EA project / org: work to identify important, simple, and uncontroversial ideas as they arise and use social media to get people to pay attention to them.', 'labels': ['proposal', 'project', 'plan', 'idea', 'research', 'initiative', 'announcement', 'job', 'solution', 'algorithm'], 'scores': [0.83073490858078, 0.8001330494880676, 0.7185404896736145, 0.7105913758277893, 0.49306896328926086, 0.47426173090934753, 0.4472229480743408, 0.43199262022972107, 0.33086496591567993, 0.07689516991376877]}\n"
     ]
    }
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "**Посмотрим на результаты применения этих классификаторов к размеченному набору из 20 текстов (8 поз и 12 нег)**"
   ],
   "metadata": {
    "id": "NvBLsASaxVva"
   },
   "id": "NvBLsASaxVva"
  },
  {
   "cell_type": "code",
   "source": [
    "results = []\n",
    "for items in dataset:\n",
    "  res = classifier(items[0], list_words)\n",
    "  res_ = classifier(items[0], list_words, multi_label=True)\n",
    "  res_1 = classifier_1(items[0], list_words)\n",
    "  res_1_ = classifier_1(items[0], list_words, multi_label=True)\n",
    "  print(items[0])\n",
    "  results.append((res['labels'][0], res['scores'][0],  res_['labels'][0], res_['scores'][0], res_1['labels'][0], res_1['scores'][0], res_1_['labels'][0], res_1_['scores'][0], 'label=', items[1]))\n",
    "  print(results[-1])\n"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "q5qRalVZEMhG",
    "executionInfo": {
     "status": "ok",
     "timestamp": 1664131639000,
     "user_tz": -180,
     "elapsed": 1875065,
     "user": {
      "displayName": "Viktor Petukhov",
      "userId": "15611477980477129608"
     }
    },
    "outputId": "8673c4ee-0c13-4e69-eea4-0d91964476c6"
   },
   "id": "q5qRalVZEMhG",
   "execution_count": 26,
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "2) What role do you see entrepreneurs (vs. established organizations) play in this field, including incubation programs like CharityEntrepreneurship.com that has incubated mental health charities before?3) How do you assess the potential of new mental health treatments for the Global South? Is this sufficiently prioritized and do you see particular roadblocks to rapid adoption?\n",
      "('job', 0.12226090580224991, 'job', 0.8760474324226379, 'initiative', 0.3546917736530304, 'initiative', 0.7312790751457214, 'label=', 0)\n",
      "Personally I believe that we should go even further, and look into using assurance contracts to help create \"affinity cities\" and zoom-towns based on common interests -- we should create new EA hubs in well-chosen parts of the USA, then when people move there we can experiment with various kinds of community support (childcare, etc) and exciting new forms of community governance/decisionmaking (maybe all the EAs who use a coworking space pay a fee that gets spent on community-improvement projects as decided by a quadratic-funding process).\n",
      "('job', 0.11192154139280319, 'job', 0.8495714664459229, 'idea', 0.339546263217926, 'idea', 0.9449281692504883, 'label=', 1)\n",
      "There is the Earth Species project, an \"open-source collaborative and non-profit dedicated to decoding non-human language\" co-founded by Aza Raskin and based in Berkeley. Seems like Project Ceti but for all other-than-humans. They're just getting started but truly excited by such projects and the use of AI to bridge Umwelts. Thanks for the post.\n",
      "('initiative', 0.10951297730207443, 'initiative', 0.8488911986351013, 'initiative', 0.35728031396865845, 'initiative', 0.9795303344726562, 'label=', 1)\n",
      "As someone who runs an EA chapter if I get messages from people reasonably often. In the past I have offered to meet people to talk about EA stuff one-on-one and have had this offer taken up. I no longer make this offer due to lack of time. But having someone (ideally someone local) who could meet people could help outreach in London. This is what I've been setting up for the new local presences I've been creating, and for existing EA groups. I'll put contact details for these local people up on the list and map of EA groups soon.\n",
      "('job', 0.11533281207084656, 'job', 0.8487756252288818, 'idea', 0.2819756269454956, 'idea', 0.9154371023178101, 'label=', 0)\n",
      "The suggested EA project / org: work to identify important, simple, and uncontroversial ideas as they arise and use social media to get people to pay attention to them.\n",
      "('algorithm', 0.1151251271367073, 'algorithm', 0.8512539267539978, 'project', 0.2457607388496399, 'proposal', 0.83073490858078, 'label=', 1)\n",
      "Thoughts on how favorably or unfavorably pursuing movement-building compares to other EA career paths?\n",
      "('algorithm', 0.12093086540699005, 'algorithm', 0.8666238188743591, 'idea', 0.26524433493614197, 'idea', 0.6682791113853455, 'label=', 0)\n",
      "I propose an infrastructure to generate more active qualified grant makers by making people who are close to qualified/good grantmakers (as Gregory says, good judgement, domain knowledge, relevant network, etc) into grantmakers by giving them the ability to recommend grants from a centralized fund that donors can contribute to in order to fund small projects without the hassle of evaluating dozens of projects themselves, and with the possibility of earmarking funds for specific grantmakers. I also aim to solve the awareness problem of EA projects that are requesting funding, since EA Grants does not at present have a way for non-CEA staff to learn about possible grants, so only a handful of people can actually assess grants and people that might be great grantmakers are left out. This also requires infrastructure.\n",
      "('job', 0.11214067786931992, 'job', 0.8520863056182861, 'proposal', 0.3613837957382202, 'proposal', 0.9780853390693665, 'label=', 1)\n",
      "In the original EA Forum Prize, the ex-post EV at the time of evaluation is usually similar to the ex-ante EV assuming that the evaluation happens closely after the post was written. (In a naive impact market, the price of a certificate can be high due to the chance that 3 years from now its ex-post EV will be extremely high.)\n",
      "('proposal', 0.11212707310914993, 'proposal', 0.8611749410629272, 'plan', 0.2080216407775879, 'project', 0.37195885181427, 'label=', 0)\n",
      "Hi Uri, I guess there is no modern (21st century) data yet on potential return of localized outreach because the Oxford-style EA mentality is very young, though the great minds thousand years ago have found the best answers to the challenge of best purpose/meaning of human life. My intuition tells me that the most effective way to actualize EA causes would be through creation of small teams/groups/collectives able of sustainable economical and ideological exchange with the environment. My assumption is that members of such a group recognize their need for harmonious interconnection. Think of a living organism in which all organs work in unity and harmony. A more or less normal organism does not have what you call “management overhead”. Complexity of physical human body, with all its “major and minor” organs, comprised of hundreds of millions of cells, is much greater than complexity of a small (3 to10 person) team. If you are interested and free in principle of forming a small project team for sustainable propagation, I’d like to chat with you in skype.\n",
      "('job', 0.11105109006166458, 'job', 0.8623114824295044, 'idea', 0.3480149805545807, 'idea', 0.8970187306404114, 'label=', 0)\n",
      "As a concrete program related to the safety of altruists, I just stumbled over the German Elisabeth-Selbert-Initiative (they got a shoutout from the new German government). It is intended to support, protect and offer relocations to Germany to threatened human rights activists. (link)\n",
      "('job', 0.11445952206850052, 'job', 0.8649199604988098, 'initiative', 0.21273303031921387, 'project', 0.9838528633117676, 'label=', 1)\n",
      "Replicate the Project Ideas Competition for other types of communities than EAsResearch That Can Help Us ImprovePeople have contributed a lot of really insightful and promising ideas here. Given that \"there are no wrong ideas in brainstorming\" and that there may be systematic blind spots for effective altruists/longtermists' paradigm, perhaps doing this broad-idea-crowdsourcing exercise in other types of communities could get us new, potentially promising ideas.\n",
      "('job', 0.11367484927177429, 'job', 0.8540855050086975, 'research', 0.3133975565433502, 'research', 0.9934354424476624, 'label=', 0)\n",
      "The (late) Global Priorities Project produced a long list of policy interventions and found that none of them were feasible at that time and place (UK in 2015), but maybe some of them can be adapted to other times or places where they are feasible. Niel Bowerman’s article “Research note: Good policy ideas that won’t happen (yet)” from 2015 gives an overview.\n",
      "('job', 0.11655139178037643, 'job', 0.8527473211288452, 'research', 0.4293730854988098, 'research', 0.9813868999481201, 'label=', 1)\n",
      "Thanks for the post! I think more people should address this democratic recession with case studies (about Turkey, Hong Kong, Thailand... and maybe democratic regimes which are becoming increasingly mor eunstable, such as Brazil and Philippines), focusing on the peculiarites of each country and on international relations. That's something I often miss when reading more \"high-level\" material - such as Acemoglu's models about institutions. I wonder if there are effective interventions here.\n",
      "('job', 0.11320457607507706, 'job', 0.8559214472770691, 'proposal', 0.3791455924510956, 'idea', 0.9710800051689148, 'label=', 0)\n",
      "[I am a fund manager at the EAIF.] From memory, this is simply because we received no or almost no application from such groups in the relevant period, i.e. May to August. Since September, I believe we made:One small grant to a rationality group,One small grant to an animal-focused group, andReferred a medium grant for organizing ACX groups to a private funder.Again, this is from memory, so I might have forgotten about a few cases. Qualitatively, it definitely is still the case that we're getting almost no applications from non-EA-branded groups; like I'm very confident we got &gt;25 grant applications from EA groups since September, but less than three applications each for animal, rationality, ACX, etc. groups.\n",
      "('job', 0.10717877000570297, 'job', 0.8375663757324219, 'job', 0.5110660791397095, 'job', 0.947810709476471, 'label=', 0)\n",
      "Hi Vaidehi,What kind of research do you plan on doing to answer these questions?I will be working on both of these projects with David Moss. Our plan is to run surveys of the general public that describe EA (or longtermism) and ask questions to gauge how people view the message. We'd then experimentally change the message to explore how different framings change support, with the idea that messages that engender more support on the survey are likely to be more successful overall. For EA messaging, we'd furthermore look at support broken down by different demographics to see if there are more inclusive messages out there. We did a similar project we did for animal welfare messaging on live shackle slaughter, which you can look at to get a sense of what we do. We also have a lot of unpublished animal welfare messaging work we're eager to get out there as soon as we can.\n",
      "('job', 0.11330214142799377, 'job', 0.8556865453720093, 'research', 0.5340362787246704, 'research', 0.9893378019332886, 'label=', 1)\n",
      "One possible area for exploration is around Schistosomiasis prevention, as reinfection rates appear to be high after deworming campaigns. PMA2020 has launched an annual survey to measure the impact of Schistosomiasis control programs in Uganda. Johns Hopkins University/Center for Communication Programs in Uganda will be conducting a mass media campaign to promote Schistosomiasis prevention in fall 2017 before deworming day. The 2017 PMA2020 survey should be able to measure changes in knowledge, attitudes and practices after the mass media campaign. If there is funding in place, the 2018 PMA2020 survey may be able to measure the impact of the mass media campaign on actual infection rates. Does anyone have ideas for exploration around Schistosomiasis prevention? With the PMA2020 survey, there is a unique opportunity for data collection to help evaluate potential Schistosomiasis prevention programs. Disclosure: I am helping fund both the data collection and mass media program in Uganda\n",
      "('job', 0.11604968458414078, 'job', 0.8558027744293213, 'idea', 0.3928149938583374, 'idea', 0.9918694496154785, 'label=', 1)\n",
      "What do you think of applying Open Phil's outlier opportunities principle to an individual EA? Do you think that, even in the absence of instrumental considerations, an early career EA who thinks longtermism is probably correct but possibly wrong should choose a substantial chance of making a major contribution to increasing access to pain relief in the developing world over a small chance of making a major contribution to reducing GCBRs?\n",
      "('job', 0.12171170115470886, 'job', 0.8633689284324646, 'idea', 0.5504111647605896, 'idea', 0.9857739806175232, 'label=', 0)\n",
      "This is very exciting, I think it's really important for community builders to think carefully about meta stuff. Is there a reason for the the deadline being March 31st? That's about 3 weeks from now, which feels fairly short to write a couple thousand word piece (especially if you have classes or full-time work)EAGxBoston is right after (April 1-3rd) and I would guess it would inspire a number of cool submissions.\n",
      "('algorithm', 0.11599496006965637, 'algorithm', 0.8496065139770508, 'idea', 0.42761921882629395, 'idea', 0.9240375757217407, 'label=', 0)\n",
      "Moving this from the main post to here: EAs support a wide range of causes and nonprofits. It'd be great if we could support each other's preferred nonprofits in addition to our own in order to direct as large a fraction of the available matching funds to highly effective nonprofits as we can. (Just keep in mind that nonprofits often vary in cost-effectiveness by more than a factor of 3, so you shouldn't keep donating to the next-most-effective nonprofit you can think of just to get the match if it will use marginal donations less than 3 times as cost-effectively as the most effective nonprofit you can identify.)\n",
      "('algorithm', 0.10772760212421417, 'algorithm', 0.8413967490196228, 'idea', 0.3500775396823883, 'idea', 0.94234699010849, 'label=', 0)\n",
      "Thanks for adding the rec! It looks like they are working together, actually. From Swasti's updates page: \"The campaign is in association with Swasti.org which in-turn is working with the Swasth Alliance &amp; ACT to procure oxygen concentrators for the most in-distress areas in the country.\" It sounds like you've been in touch with Swasti directly, have you heard differently?\n",
      "('algorithm', 0.1086559146642685, 'algorithm', 0.849281907081604, 'idea', 0.20010119676589966, 'idea', 0.9462528824806213, 'label=', 0)\n"
     ]
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [],
   "metadata": {
    "id": "VmR3DYBD8Iul"
   },
   "id": "VmR3DYBD8Iul",
   "execution_count": null,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "source": [
    "**Один из вариантов дальнейшего развитие этого подхода:**\n",
    "\n",
    "---\n",
    "\n",
    "\n",
    "Обучить классификатор на полученных результатах применения zero-shot к размеченному набору для одной из этих моделей, а затем применить его к исходному набору комментариев, с соотвествующей моделью\n",
    "\n",
    "Но с составом набора признаков, видимо, повозиться придется"
   ],
   "metadata": {
    "id": "tbKSiaO_3cxf"
   },
   "id": "tbKSiaO_3cxf"
  },
  {
   "cell_type": "code",
   "source": [],
   "metadata": {
    "id": "sdaBeMX-zvsg"
   },
   "id": "sdaBeMX-zvsg",
   "execution_count": null,
   "outputs": []
  },
  {
   "cell_type": "code",
   "source": [],
   "metadata": {
    "id": "g-vK01yYzvvW"
   },
   "id": "g-vK01yYzvvW",
   "execution_count": null,
   "outputs": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "name": "python3"
  },
  "language_info": {
   "name": "python"
  },
  "colab": {
   "provenance": [],
   "collapsed_sections": []
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "f61bbaf6a8bc4ca5a4e7bb13717dfe28": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HBoxModel",
     "model_module_version": "1.5.0",
     "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_a72702b5c0754fd0a8951630d88e479d",
       "IPY_MODEL_be548b9ce5da4acbb9311e36ad29528e",
       "IPY_MODEL_159f1a64eb6b4975852e86250f481ef1"
      ],
      "layout": "IPY_MODEL_af0729ee4e024d74a03212a0c14904a1"
     }
    },
    "a72702b5c0754fd0a8951630d88e479d": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HTMLModel",
     "model_module_version": "1.5.0",
     "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_8235c2bf78d545a884375f8bebd67d48",
      "placeholder": "​",
      "style": "IPY_MODEL_8ef4f5bd7e274bc3b2c2032c7faca238",
      "value": "Downloading: 100%"
     }
    },
    "be548b9ce5da4acbb9311e36ad29528e": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "FloatProgressModel",
     "model_module_version": "1.5.0",
     "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_06a2d471273141978ed986be309d14ea",
      "max": 1129059643,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_e7b68f4de521413da8220f86b9befd15",
      "value": 1129059643
     }
    },
    "159f1a64eb6b4975852e86250f481ef1": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HTMLModel",
     "model_module_version": "1.5.0",
     "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_77db12bb07044b04ac09d2d93cd00f9b",
      "placeholder": "​",
      "style": "IPY_MODEL_c38d9b5bae8d4e91acefa7fa0f45e81e",
      "value": " 1.13G/1.13G [00:30&lt;00:00, 27.7MB/s]"
     }
    },
    "af0729ee4e024d74a03212a0c14904a1": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "8235c2bf78d545a884375f8bebd67d48": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "8ef4f5bd7e274bc3b2c2032c7faca238": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "06a2d471273141978ed986be309d14ea": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "e7b68f4de521413da8220f86b9befd15": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "ProgressStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "77db12bb07044b04ac09d2d93cd00f9b": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "c38d9b5bae8d4e91acefa7fa0f45e81e": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "8ba3f7a6bfe145c98e56c111f4965216": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HBoxModel",
     "model_module_version": "1.5.0",
     "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_34a9a196cad34a80bb09756a6d2e22a4",
       "IPY_MODEL_f65620e4d7974a12a3ff431123e37951",
       "IPY_MODEL_e207068622b244b49e637b044c6ef2cd"
      ],
      "layout": "IPY_MODEL_6b82ca60a0744c3580b7ad6e23d7c5d9"
     }
    },
    "34a9a196cad34a80bb09756a6d2e22a4": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HTMLModel",
     "model_module_version": "1.5.0",
     "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_6f80b1aa38f445c6baaaff1d5bc85c90",
      "placeholder": "​",
      "style": "IPY_MODEL_59b6ffca27544e299e5c2581c32c7ee6",
      "value": "Downloading: 100%"
     }
    },
    "f65620e4d7974a12a3ff431123e37951": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "FloatProgressModel",
     "model_module_version": "1.5.0",
     "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_2a16cca6884c4393b6de39048d416396",
      "max": 433,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_09f289f9feea4076ace8e5d660cd0bfb",
      "value": 433
     }
    },
    "e207068622b244b49e637b044c6ef2cd": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HTMLModel",
     "model_module_version": "1.5.0",
     "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_62370ccb715c43119f312c9689f94914",
      "placeholder": "​",
      "style": "IPY_MODEL_7f54a3ff5b7f4763a9cab2a09c626671",
      "value": " 433/433 [00:00&lt;00:00, 10.3kB/s]"
     }
    },
    "6b82ca60a0744c3580b7ad6e23d7c5d9": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "6f80b1aa38f445c6baaaff1d5bc85c90": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "59b6ffca27544e299e5c2581c32c7ee6": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "2a16cca6884c4393b6de39048d416396": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "09f289f9feea4076ace8e5d660cd0bfb": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "ProgressStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "62370ccb715c43119f312c9689f94914": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "7f54a3ff5b7f4763a9cab2a09c626671": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "ccb5720ac0dc43deb6e49c27c1ca9cf3": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HBoxModel",
     "model_module_version": "1.5.0",
     "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_5c431f3829244d35b9e2f9f10a1cbca1",
       "IPY_MODEL_839aacfa17d14246ae1f949539a3124a",
       "IPY_MODEL_fb67b9906fe1468f8e779de53fcd6886"
      ],
      "layout": "IPY_MODEL_784ea08a194943cf8d143391eb498685"
     }
    },
    "5c431f3829244d35b9e2f9f10a1cbca1": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HTMLModel",
     "model_module_version": "1.5.0",
     "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_f3fe784c597e4f318579b4dea73c4435",
      "placeholder": "​",
      "style": "IPY_MODEL_a6a7152691af4a9aaafa8eaff0f13f9f",
      "value": "Downloading: 100%"
     }
    },
    "839aacfa17d14246ae1f949539a3124a": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "FloatProgressModel",
     "model_module_version": "1.5.0",
     "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_2828445409834a51890ad95cb3d15cb2",
      "max": 4920706,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_3f0541f5841f4e88abcda07a10670afc",
      "value": 4920706
     }
    },
    "fb67b9906fe1468f8e779de53fcd6886": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HTMLModel",
     "model_module_version": "1.5.0",
     "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_0d1c58635b084e00ba16117b0eb2874e",
      "placeholder": "​",
      "style": "IPY_MODEL_cf50e383bf8e47a093524480c7e9f818",
      "value": " 4.92M/4.92M [00:00&lt;00:00, 14.7MB/s]"
     }
    },
    "784ea08a194943cf8d143391eb498685": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "f3fe784c597e4f318579b4dea73c4435": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "a6a7152691af4a9aaafa8eaff0f13f9f": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "2828445409834a51890ad95cb3d15cb2": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "3f0541f5841f4e88abcda07a10670afc": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "ProgressStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "0d1c58635b084e00ba16117b0eb2874e": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "cf50e383bf8e47a093524480c7e9f818": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "f176a1bf3ac44c0a9359ab8d5b02f5f2": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HBoxModel",
     "model_module_version": "1.5.0",
     "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_b4ab229ee4634e70af5e09c526891cae",
       "IPY_MODEL_29197b10e5834abf9e804737c9cf269e",
       "IPY_MODEL_ddfdb8b6ec6843fba91477332af1b114"
      ],
      "layout": "IPY_MODEL_053cc9e565ca41efac8b815b66fed124"
     }
    },
    "b4ab229ee4634e70af5e09c526891cae": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HTMLModel",
     "model_module_version": "1.5.0",
     "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_8def922787fa4e3ba0c0b7893d8be342",
      "placeholder": "​",
      "style": "IPY_MODEL_71d7f6c55447418f9a90533682f7422f",
      "value": "Downloading: 100%"
     }
    },
    "29197b10e5834abf9e804737c9cf269e": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "FloatProgressModel",
     "model_module_version": "1.5.0",
     "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_6457d27dcc9f48bbb257cd6ceb4ba3ad",
      "max": 9032074,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_17314d3dea7f4cd091dd52c8980b3a69",
      "value": 9032074
     }
    },
    "ddfdb8b6ec6843fba91477332af1b114": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HTMLModel",
     "model_module_version": "1.5.0",
     "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_bf3cedf6a7bf41aa96392c0f2f3dabef",
      "placeholder": "​",
      "style": "IPY_MODEL_df620217f34a4eeb950442d68c1f3a7b",
      "value": " 9.03M/9.03M [00:00&lt;00:00, 21.6MB/s]"
     }
    },
    "053cc9e565ca41efac8b815b66fed124": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "8def922787fa4e3ba0c0b7893d8be342": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "71d7f6c55447418f9a90533682f7422f": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "6457d27dcc9f48bbb257cd6ceb4ba3ad": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "17314d3dea7f4cd091dd52c8980b3a69": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "ProgressStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "bf3cedf6a7bf41aa96392c0f2f3dabef": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "df620217f34a4eeb950442d68c1f3a7b": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "a0b80360650c4b5b9e9d61310d6e3434": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HBoxModel",
     "model_module_version": "1.5.0",
     "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_a6300d723d4c45c79d8e01b6508cc21c",
       "IPY_MODEL_07589ad66dff4738b8ce8ddd48c224d0",
       "IPY_MODEL_6a6ed29d242d41d39cf732f307e225d4"
      ],
      "layout": "IPY_MODEL_31c2ec59c13944b598f58596d408688d"
     }
    },
    "a6300d723d4c45c79d8e01b6508cc21c": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HTMLModel",
     "model_module_version": "1.5.0",
     "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_e89354b9507c4ae2a858cd0d28947554",
      "placeholder": "​",
      "style": "IPY_MODEL_876b0150f7b24d05a85b9ca8fb032c9f",
      "value": "Downloading: 100%"
     }
    },
    "07589ad66dff4738b8ce8ddd48c224d0": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "FloatProgressModel",
     "model_module_version": "1.5.0",
     "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_ac26a0cdaa8e41cb901699d5b804a648",
      "max": 276,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_b760882796de41c39f5afa3ff6124cd7",
      "value": 276
     }
    },
    "6a6ed29d242d41d39cf732f307e225d4": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HTMLModel",
     "model_module_version": "1.5.0",
     "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_b1dc7d0f476d4d25a8e70e25748a1e51",
      "placeholder": "​",
      "style": "IPY_MODEL_8c88e9662cd1421db16c9140b4e5fb67",
      "value": " 276/276 [00:00&lt;00:00, 3.63kB/s]"
     }
    },
    "31c2ec59c13944b598f58596d408688d": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "e89354b9507c4ae2a858cd0d28947554": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "876b0150f7b24d05a85b9ca8fb032c9f": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "ac26a0cdaa8e41cb901699d5b804a648": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "b760882796de41c39f5afa3ff6124cd7": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "ProgressStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "b1dc7d0f476d4d25a8e70e25748a1e51": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "8c88e9662cd1421db16c9140b4e5fb67": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "377e4f8ed723439889bbc4c9c9ce4cd5": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HBoxModel",
     "model_module_version": "1.5.0",
     "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_cbb03ba92c4046cfb9a9781e1420c628",
       "IPY_MODEL_dedc2f7f14b445f497bd1a4f4ebd9012",
       "IPY_MODEL_ec4bbcda26aa40eca0b8c9a9cdfb2385"
      ],
      "layout": "IPY_MODEL_61ec76ada424403c9ead2194dec5904e"
     }
    },
    "cbb03ba92c4046cfb9a9781e1420c628": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HTMLModel",
     "model_module_version": "1.5.0",
     "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_08cefd5cefa84f73899d4d2183849cbb",
      "placeholder": "​",
      "style": "IPY_MODEL_6842171213c44583b5aca71cd4cdb047",
      "value": "Downloading: 100%"
     }
    },
    "dedc2f7f14b445f497bd1a4f4ebd9012": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "FloatProgressModel",
     "model_module_version": "1.5.0",
     "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_0b608d0fafde49fca3d4f78da41e6a7f",
      "max": 1154,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_37eeb1de7fe846a683f58ed7514f5b30",
      "value": 1154
     }
    },
    "ec4bbcda26aa40eca0b8c9a9cdfb2385": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HTMLModel",
     "model_module_version": "1.5.0",
     "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_b905b001f5a145f88ec1ede5247d29ac",
      "placeholder": "​",
      "style": "IPY_MODEL_1029f3e2f062490087dc16bf74f34d5f",
      "value": " 1.15k/1.15k [00:00&lt;00:00, 26.5kB/s]"
     }
    },
    "61ec76ada424403c9ead2194dec5904e": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "08cefd5cefa84f73899d4d2183849cbb": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "6842171213c44583b5aca71cd4cdb047": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "0b608d0fafde49fca3d4f78da41e6a7f": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "37eeb1de7fe846a683f58ed7514f5b30": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "ProgressStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "b905b001f5a145f88ec1ede5247d29ac": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "1029f3e2f062490087dc16bf74f34d5f": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "9bfe40fd2d2c4ae9986bdef0bfc2ee31": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HBoxModel",
     "model_module_version": "1.5.0",
     "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_cdcc64b5bd33448f9399f67802ba0f9a",
       "IPY_MODEL_b8468d4218a1449d8928347c9ace6d24",
       "IPY_MODEL_b4d949ea964345a1b0205aae325b91bf"
      ],
      "layout": "IPY_MODEL_4ca69fd94b3b4444b484f8a5225b864c"
     }
    },
    "cdcc64b5bd33448f9399f67802ba0f9a": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HTMLModel",
     "model_module_version": "1.5.0",
     "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_8c0e65a1c27d44dcaf043046fd086230",
      "placeholder": "​",
      "style": "IPY_MODEL_5bb230a92be1441e81cb5574fd4229d5",
      "value": "Downloading: 100%"
     }
    },
    "b8468d4218a1449d8928347c9ace6d24": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "FloatProgressModel",
     "model_module_version": "1.5.0",
     "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_7793ed1a98314eeab0d7591caa303449",
      "max": 1629486723,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_395f7ae3c4094287acb2205e48681810",
      "value": 1629486723
     }
    },
    "b4d949ea964345a1b0205aae325b91bf": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HTMLModel",
     "model_module_version": "1.5.0",
     "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_ad9edac962c44cc2b04e80fbe92b0c38",
      "placeholder": "​",
      "style": "IPY_MODEL_88fbd2ad7e384c0eba687a1d8d8e43ed",
      "value": " 1.63G/1.63G [00:59&lt;00:00, 38.1MB/s]"
     }
    },
    "4ca69fd94b3b4444b484f8a5225b864c": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "8c0e65a1c27d44dcaf043046fd086230": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "5bb230a92be1441e81cb5574fd4229d5": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "7793ed1a98314eeab0d7591caa303449": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "395f7ae3c4094287acb2205e48681810": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "ProgressStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "ad9edac962c44cc2b04e80fbe92b0c38": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "88fbd2ad7e384c0eba687a1d8d8e43ed": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "58cc66235a22417aaf9f5ed32e5bb0c3": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HBoxModel",
     "model_module_version": "1.5.0",
     "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_c483c245fb884ce18ddc02294ed375ff",
       "IPY_MODEL_8b78e50c2c8d4ad1a1cc3151cbe0dfee",
       "IPY_MODEL_3bcb3fa568924d5b906906e285b35f29"
      ],
      "layout": "IPY_MODEL_ecada0092f564a1e97a45f6f6f716790"
     }
    },
    "c483c245fb884ce18ddc02294ed375ff": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HTMLModel",
     "model_module_version": "1.5.0",
     "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_1d4dff170a804ad999d5fbc7c3bcf654",
      "placeholder": "​",
      "style": "IPY_MODEL_efc71e720a084d18ac7917887fc3500c",
      "value": "Downloading: 100%"
     }
    },
    "8b78e50c2c8d4ad1a1cc3151cbe0dfee": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "FloatProgressModel",
     "model_module_version": "1.5.0",
     "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_dc9fda9af53a4f18b4194ce1eb885338",
      "max": 26,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_fe8c4afaf7fc4a059ca40fb997572789",
      "value": 26
     }
    },
    "3bcb3fa568924d5b906906e285b35f29": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HTMLModel",
     "model_module_version": "1.5.0",
     "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_ac98b6c6e7bf442d845c4280b701b78a",
      "placeholder": "​",
      "style": "IPY_MODEL_10ad1eb95e774647bfecec24c64d3272",
      "value": " 26.0/26.0 [00:00&lt;00:00, 678B/s]"
     }
    },
    "ecada0092f564a1e97a45f6f6f716790": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "1d4dff170a804ad999d5fbc7c3bcf654": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "efc71e720a084d18ac7917887fc3500c": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "dc9fda9af53a4f18b4194ce1eb885338": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "fe8c4afaf7fc4a059ca40fb997572789": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "ProgressStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "ac98b6c6e7bf442d845c4280b701b78a": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "10ad1eb95e774647bfecec24c64d3272": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "83037c6162b8457dba879a8427cc81de": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HBoxModel",
     "model_module_version": "1.5.0",
     "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_99a79e575e76461da703b1ad00bc479b",
       "IPY_MODEL_e8e629914d254962bbd58b0fbd2c79d4",
       "IPY_MODEL_43240f52313f432aba9ad965abc95814"
      ],
      "layout": "IPY_MODEL_4231aac5223d472da73e6aa21ffb27a2"
     }
    },
    "99a79e575e76461da703b1ad00bc479b": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HTMLModel",
     "model_module_version": "1.5.0",
     "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_c2dd250b76034d70b13459fe612bf816",
      "placeholder": "​",
      "style": "IPY_MODEL_03831cf770eb4413902377b0591eea24",
      "value": "Downloading: 100%"
     }
    },
    "e8e629914d254962bbd58b0fbd2c79d4": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "FloatProgressModel",
     "model_module_version": "1.5.0",
     "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_11e050d1e208445b99a416cae5383a0a",
      "max": 898822,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_441b9bfd3574492cb42f9a7a0649cf91",
      "value": 898822
     }
    },
    "43240f52313f432aba9ad965abc95814": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HTMLModel",
     "model_module_version": "1.5.0",
     "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_dfd2c50088614a26adb9529afbf50bc8",
      "placeholder": "​",
      "style": "IPY_MODEL_1de7c02baeec4aa78bd9f508b438bbf5",
      "value": " 899k/899k [00:00&lt;00:00, 11.3MB/s]"
     }
    },
    "4231aac5223d472da73e6aa21ffb27a2": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "c2dd250b76034d70b13459fe612bf816": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "03831cf770eb4413902377b0591eea24": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "11e050d1e208445b99a416cae5383a0a": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "441b9bfd3574492cb42f9a7a0649cf91": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "ProgressStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "dfd2c50088614a26adb9529afbf50bc8": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "1de7c02baeec4aa78bd9f508b438bbf5": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "0dddbdac659b4824bd93355e9b8c4eff": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HBoxModel",
     "model_module_version": "1.5.0",
     "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_52d0bdb0f088498b8fde7f4981a6f660",
       "IPY_MODEL_ed1756919f6d43f9a34d428cf6f8cfc0",
       "IPY_MODEL_6f72368524854848a28a02cbdace5388"
      ],
      "layout": "IPY_MODEL_c50f59bd9d31494cb4930124b9eb3479"
     }
    },
    "52d0bdb0f088498b8fde7f4981a6f660": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HTMLModel",
     "model_module_version": "1.5.0",
     "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_43bffb4d68ec4fdd9b7aa4fc6bd7ec7f",
      "placeholder": "​",
      "style": "IPY_MODEL_b5b420b4d20242f8a01a5365bdc33fb7",
      "value": "Downloading: 100%"
     }
    },
    "ed1756919f6d43f9a34d428cf6f8cfc0": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "FloatProgressModel",
     "model_module_version": "1.5.0",
     "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_a65978517b974dde808ad092de0097d7",
      "max": 456318,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_b33f354968444e35b354cfe4feb1f175",
      "value": 456318
     }
    },
    "6f72368524854848a28a02cbdace5388": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HTMLModel",
     "model_module_version": "1.5.0",
     "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_e2c8e548aa4b480aa7e9e40348bc8861",
      "placeholder": "​",
      "style": "IPY_MODEL_5babf2428ff4420ebeb7ae7a3d5cfe95",
      "value": " 456k/456k [00:00&lt;00:00, 7.32MB/s]"
     }
    },
    "c50f59bd9d31494cb4930124b9eb3479": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "43bffb4d68ec4fdd9b7aa4fc6bd7ec7f": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "b5b420b4d20242f8a01a5365bdc33fb7": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "a65978517b974dde808ad092de0097d7": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "b33f354968444e35b354cfe4feb1f175": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "ProgressStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "e2c8e548aa4b480aa7e9e40348bc8861": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "5babf2428ff4420ebeb7ae7a3d5cfe95": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "9bcb8a51448c4e1d90bbd64c70f8b7f1": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HBoxModel",
     "model_module_version": "1.5.0",
     "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_f1c0fd2214324957bbc9bf67a39ec632",
       "IPY_MODEL_6d006896ff5f4c58b29f3618d89e4971",
       "IPY_MODEL_d8e3a6c7aa494af88799e4bf1a383b9d"
      ],
      "layout": "IPY_MODEL_3e36fa2195454b349c4e1fa8b6e96d3f"
     }
    },
    "f1c0fd2214324957bbc9bf67a39ec632": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HTMLModel",
     "model_module_version": "1.5.0",
     "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_7ecf2121b51e4f15874b7b40c11ba8de",
      "placeholder": "​",
      "style": "IPY_MODEL_03e2e54c5c974d8fb765b04606aceeb8",
      "value": "Downloading: 100%"
     }
    },
    "6d006896ff5f4c58b29f3618d89e4971": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "FloatProgressModel",
     "model_module_version": "1.5.0",
     "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_726deb04a290444797c7c8291cb29c38",
      "max": 1355863,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_060a9abc485942888484f58649a0e20f",
      "value": 1355863
     }
    },
    "d8e3a6c7aa494af88799e4bf1a383b9d": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HTMLModel",
     "model_module_version": "1.5.0",
     "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_a92fde44242845b88401e296e86efb7f",
      "placeholder": "​",
      "style": "IPY_MODEL_982c3f03614441a792815f3322b0cf33",
      "value": " 1.36M/1.36M [00:00&lt;00:00, 14.2MB/s]"
     }
    },
    "3e36fa2195454b349c4e1fa8b6e96d3f": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "7ecf2121b51e4f15874b7b40c11ba8de": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "03e2e54c5c974d8fb765b04606aceeb8": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "726deb04a290444797c7c8291cb29c38": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "060a9abc485942888484f58649a0e20f": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "ProgressStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "a92fde44242845b88401e296e86efb7f": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "982c3f03614441a792815f3322b0cf33": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    }
   }
  },
  "gpuClass": "standard"
 },
 "nbformat": 4,
 "nbformat_minor": 5
}