Machine Translation/Chinese to English Translation/Chinese_to_English_Translation.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "d5pMr4QZuBnO"
      },
      "source": [
        "## Chinese to English: Machine Translation\n",
        "\n",
        "Dataset Source: https://huggingface.co/datasets/GEM/wiki_lingua"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "EzjhTmndtTZT"
      },
      "source": [
        "#### Install Necessary Libraries"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BOicHhN5tTPM",
        "outputId": "3e62c080-093a-4b79-ebe3-de3febda3266"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: torch in /usr/local/lib/python3.10/dist-packages (2.0.1+cu118)\n",
            "Collecting transformers\n",
            "  Downloading transformers-4.31.0-py3-none-any.whl (7.4 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7.4/7.4 MB\u001b[0m \u001b[31m26.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting datasets\n",
            "  Downloading datasets-2.14.4-py3-none-any.whl (519 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m519.3/519.3 kB\u001b[0m \u001b[31m50.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting evaluate\n",
            "  Downloading evaluate-0.4.0-py3-none-any.whl (81 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m81.4/81.4 kB\u001b[0m \u001b[31m11.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: tensorboard in /usr/local/lib/python3.10/dist-packages (2.12.3)\n",
            "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from torch) (3.12.2)\n",
            "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.10/dist-packages (from torch) (4.7.1)\n",
            "Requirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from torch) (1.12)\n",
            "Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch) (3.1)\n",
            "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch) (3.1.2)\n",
            "Requirement already satisfied: triton==2.0.0 in /usr/local/lib/python3.10/dist-packages (from torch) (2.0.0)\n",
            "Requirement already satisfied: cmake in /usr/local/lib/python3.10/dist-packages (from triton==2.0.0->torch) (3.27.2)\n",
            "Requirement already satisfied: lit in /usr/local/lib/python3.10/dist-packages (from triton==2.0.0->torch) (16.0.6)\n",
            "Collecting huggingface-hub<1.0,>=0.14.1 (from transformers)\n",
            "  Downloading huggingface_hub-0.16.4-py3-none-any.whl (268 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m268.8/268.8 kB\u001b[0m \u001b[31m34.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.10/dist-packages (from transformers) (1.23.5)\n",
            "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from transformers) (23.1)\n",
            "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.10/dist-packages (from transformers) (6.0.1)\n",
            "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.10/dist-packages (from transformers) (2023.6.3)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from transformers) (2.31.0)\n",
            "Collecting tokenizers!=0.11.3,<0.14,>=0.11.1 (from transformers)\n",
            "  Downloading tokenizers-0.13.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (7.8 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7.8/7.8 MB\u001b[0m \u001b[31m90.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting safetensors>=0.3.1 (from transformers)\n",
            "  Downloading safetensors-0.3.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.3 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.3/1.3 MB\u001b[0m \u001b[31m43.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: tqdm>=4.27 in /usr/local/lib/python3.10/dist-packages (from transformers) (4.66.1)\n",
            "Requirement already satisfied: pyarrow>=8.0.0 in /usr/local/lib/python3.10/dist-packages (from datasets) (9.0.0)\n",
            "Collecting dill<0.3.8,>=0.3.0 (from datasets)\n",
            "  Downloading dill-0.3.7-py3-none-any.whl (115 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m115.3/115.3 kB\u001b[0m \u001b[31m12.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: pandas in /usr/local/lib/python3.10/dist-packages (from datasets) (1.5.3)\n",
            "Collecting xxhash (from datasets)\n",
            "  Downloading xxhash-3.3.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (194 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m194.1/194.1 kB\u001b[0m \u001b[31m21.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting multiprocess (from datasets)\n",
            "  Downloading multiprocess-0.70.15-py310-none-any.whl (134 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m134.8/134.8 kB\u001b[0m \u001b[31m10.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: fsspec[http]>=2021.11.1 in /usr/local/lib/python3.10/dist-packages (from datasets) (2023.6.0)\n",
            "Requirement already satisfied: aiohttp in /usr/local/lib/python3.10/dist-packages (from datasets) (3.8.5)\n",
            "Collecting responses<0.19 (from evaluate)\n",
            "  Downloading responses-0.18.0-py3-none-any.whl (38 kB)\n",
            "Requirement already satisfied: absl-py>=0.4 in /usr/local/lib/python3.10/dist-packages (from tensorboard) (1.4.0)\n",
            "Requirement already satisfied: grpcio>=1.48.2 in /usr/local/lib/python3.10/dist-packages (from tensorboard) (1.57.0)\n",
            "Requirement already satisfied: google-auth<3,>=1.6.3 in /usr/local/lib/python3.10/dist-packages (from tensorboard) (2.17.3)\n",
            "Requirement already satisfied: google-auth-oauthlib<1.1,>=0.5 in /usr/local/lib/python3.10/dist-packages (from tensorboard) (1.0.0)\n",
            "Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.10/dist-packages (from tensorboard) (3.4.4)\n",
            "Requirement already satisfied: protobuf>=3.19.6 in /usr/local/lib/python3.10/dist-packages (from tensorboard) (3.20.3)\n",
            "Requirement already satisfied: setuptools>=41.0.0 in /usr/local/lib/python3.10/dist-packages (from tensorboard) (67.7.2)\n",
            "Requirement already satisfied: tensorboard-data-server<0.8.0,>=0.7.0 in /usr/local/lib/python3.10/dist-packages (from tensorboard) (0.7.1)\n",
            "Requirement already satisfied: werkzeug>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from tensorboard) (2.3.7)\n",
            "Requirement already satisfied: wheel>=0.26 in /usr/local/lib/python3.10/dist-packages (from tensorboard) (0.41.1)\n",
            "Requirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (23.1.0)\n",
            "Requirement already satisfied: charset-normalizer<4.0,>=2.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (3.2.0)\n",
            "Requirement already satisfied: multidict<7.0,>=4.5 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (6.0.4)\n",
            "Requirement already satisfied: async-timeout<5.0,>=4.0.0a3 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (4.0.3)\n",
            "Requirement already satisfied: yarl<2.0,>=1.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (1.9.2)\n",
            "Requirement already satisfied: frozenlist>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (1.4.0)\n",
            "Requirement already satisfied: aiosignal>=1.1.2 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (1.3.1)\n",
            "Requirement already satisfied: cachetools<6.0,>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from google-auth<3,>=1.6.3->tensorboard) (5.3.1)\n",
            "Requirement already satisfied: pyasn1-modules>=0.2.1 in /usr/local/lib/python3.10/dist-packages (from google-auth<3,>=1.6.3->tensorboard) (0.3.0)\n",
            "Requirement already satisfied: six>=1.9.0 in /usr/local/lib/python3.10/dist-packages (from google-auth<3,>=1.6.3->tensorboard) (1.16.0)\n",
            "Requirement already satisfied: rsa<5,>=3.1.4 in /usr/local/lib/python3.10/dist-packages (from google-auth<3,>=1.6.3->tensorboard) (4.9)\n",
            "Requirement already satisfied: requests-oauthlib>=0.7.0 in /usr/local/lib/python3.10/dist-packages (from google-auth-oauthlib<1.1,>=0.5->tensorboard) (1.3.1)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (3.4)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (2.0.4)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (2023.7.22)\n",
            "Requirement already satisfied: MarkupSafe>=2.1.1 in /usr/local/lib/python3.10/dist-packages (from werkzeug>=1.0.1->tensorboard) (2.1.3)\n",
            "Requirement already satisfied: python-dateutil>=2.8.1 in /usr/local/lib/python3.10/dist-packages (from pandas->datasets) (2.8.2)\n",
            "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas->datasets) (2023.3)\n",
            "Requirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.10/dist-packages (from sympy->torch) (1.3.0)\n",
            "Requirement already satisfied: pyasn1<0.6.0,>=0.4.6 in /usr/local/lib/python3.10/dist-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tensorboard) (0.5.0)\n",
            "Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.10/dist-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<1.1,>=0.5->tensorboard) (3.2.2)\n",
            "Installing collected packages: tokenizers, safetensors, xxhash, dill, responses, multiprocess, huggingface-hub, transformers, datasets, evaluate\n",
            "Successfully installed datasets-2.14.4 dill-0.3.7 evaluate-0.4.0 huggingface-hub-0.16.4 multiprocess-0.70.15 responses-0.18.0 safetensors-0.3.2 tokenizers-0.13.3 transformers-4.31.0 xxhash-3.3.0\n",
            "Collecting accelerate\n",
            "  Downloading accelerate-0.21.0-py3-none-any.whl (244 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m244.2/244.2 kB\u001b[0m \u001b[31m5.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.10/dist-packages (from accelerate) (1.23.5)\n",
            "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from accelerate) (23.1)\n",
            "Requirement already satisfied: psutil in /usr/local/lib/python3.10/dist-packages (from accelerate) (5.9.5)\n",
            "Requirement already satisfied: pyyaml in /usr/local/lib/python3.10/dist-packages (from accelerate) (6.0.1)\n",
            "Requirement already satisfied: torch>=1.10.0 in /usr/local/lib/python3.10/dist-packages (from accelerate) (2.0.1+cu118)\n",
            "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate) (3.12.2)\n",
            "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate) (4.7.1)\n",
            "Requirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate) (1.12)\n",
            "Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate) (3.1)\n",
            "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate) (3.1.2)\n",
            "Requirement already satisfied: triton==2.0.0 in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate) (2.0.0)\n",
            "Requirement already satisfied: cmake in /usr/local/lib/python3.10/dist-packages (from triton==2.0.0->torch>=1.10.0->accelerate) (3.27.2)\n",
            "Requirement already satisfied: lit in /usr/local/lib/python3.10/dist-packages (from triton==2.0.0->torch>=1.10.0->accelerate) (16.0.6)\n",
            "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch>=1.10.0->accelerate) (2.1.3)\n",
            "Requirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.10/dist-packages (from sympy->torch>=1.10.0->accelerate) (1.3.0)\n",
            "Installing collected packages: accelerate\n",
            "Successfully installed accelerate-0.21.0\n",
            "Collecting sentencepiece\n",
            "  Downloading sentencepiece-0.1.99-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.3 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.3/1.3 MB\u001b[0m \u001b[31m13.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting sacrebleu\n",
            "  Downloading sacrebleu-2.3.1-py3-none-any.whl (118 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m118.9/118.9 kB\u001b[0m \u001b[31m11.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting rouge\n",
            "  Downloading rouge-1.0.1-py3-none-any.whl (13 kB)\n",
            "Collecting rouge-score\n",
            "  Downloading rouge_score-0.1.2.tar.gz (17 kB)\n",
            "  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "Collecting portalocker (from sacrebleu)\n",
            "  Downloading portalocker-2.7.0-py2.py3-none-any.whl (15 kB)\n",
            "Requirement already satisfied: regex in /usr/local/lib/python3.10/dist-packages (from sacrebleu) (2023.6.3)\n",
            "Requirement already satisfied: tabulate>=0.8.9 in /usr/local/lib/python3.10/dist-packages (from sacrebleu) (0.9.0)\n",
            "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.10/dist-packages (from sacrebleu) (1.23.5)\n",
            "Collecting colorama (from sacrebleu)\n",
            "  Downloading colorama-0.4.6-py2.py3-none-any.whl (25 kB)\n",
            "Requirement already satisfied: lxml in /usr/local/lib/python3.10/dist-packages (from sacrebleu) (4.9.3)\n",
            "Requirement already satisfied: six in /usr/local/lib/python3.10/dist-packages (from rouge) (1.16.0)\n",
            "Requirement already satisfied: absl-py in /usr/local/lib/python3.10/dist-packages (from rouge-score) (1.4.0)\n",
            "Requirement already satisfied: nltk in /usr/local/lib/python3.10/dist-packages (from rouge-score) (3.8.1)\n",
            "Requirement already satisfied: click in /usr/local/lib/python3.10/dist-packages (from nltk->rouge-score) (8.1.7)\n",
            "Requirement already satisfied: joblib in /usr/local/lib/python3.10/dist-packages (from nltk->rouge-score) (1.3.2)\n",
            "Requirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (from nltk->rouge-score) (4.66.1)\n",
            "Building wheels for collected packages: rouge-score\n",
            "  Building wheel for rouge-score (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for rouge-score: filename=rouge_score-0.1.2-py3-none-any.whl size=24933 sha256=fcee79791bb673188ef67652cff5c12f77466b3ef1c7dd0ac09826f9d5904f57\n",
            "  Stored in directory: /root/.cache/pip/wheels/5f/dd/89/461065a73be61a532ff8599a28e9beef17985c9e9c31e541b4\n",
            "Successfully built rouge-score\n",
            "Installing collected packages: sentencepiece, rouge, portalocker, colorama, sacrebleu, rouge-score\n",
            "Successfully installed colorama-0.4.6 portalocker-2.7.0 rouge-1.0.1 rouge-score-0.1.2 sacrebleu-2.3.1 sentencepiece-0.1.99\n"
          ]
        }
      ],
      "source": [
        "%pip install torch transformers datasets evaluate tensorboard\n",
        "%pip install accelerate -U\n",
        "%pip install sentencepiece sacrebleu rouge rouge-score"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "X0fkKnCStTHp"
      },
      "source": [
        "#### Enter HuggingFace Access Token"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OXMzhoYVtS_g",
        "outputId": "cc9dd287-c274-4ed8-bd8b-609087e32673"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "    _|    _|  _|    _|    _|_|_|    _|_|_|  _|_|_|  _|      _|    _|_|_|      _|_|_|_|    _|_|      _|_|_|  _|_|_|_|\n",
            "    _|    _|  _|    _|  _|        _|          _|    _|_|    _|  _|            _|        _|    _|  _|        _|\n",
            "    _|_|_|_|  _|    _|  _|  _|_|  _|  _|_|    _|    _|  _|  _|  _|  _|_|      _|_|_|    _|_|_|_|  _|        _|_|_|\n",
            "    _|    _|  _|    _|  _|    _|  _|    _|    _|    _|    _|_|  _|    _|      _|        _|    _|  _|        _|\n",
            "    _|    _|    _|_|      _|_|_|    _|_|_|  _|_|_|  _|      _|    _|_|_|      _|        _|    _|    _|_|_|  _|_|_|_|\n",
            "    \n",
            "    To login, `huggingface_hub` requires a token generated from https://huggingface.co/settings/tokens .\n",
            "Token: \n",
            "Add token as git credential? (Y/n) n\n",
            "Token is valid (permission: write).\n",
            "Your token has been saved to /root/.cache/huggingface/token\n",
            "Login successful\n"
          ]
        }
      ],
      "source": [
        "!huggingface-cli login"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "NlMduyosuBnQ"
      },
      "source": [
        "#### Import Necessary Libraries"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qX697--EuBnQ",
        "outputId": "5764ae76-8c7d-4de2-dfde-94173ee10eb7"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Git LFS initialized.\n"
          ]
        }
      ],
      "source": [
        "import os, sys\n",
        "os.environ['TOKENIZERS_PARALLELISM']='false'\n",
        "\n",
        "from tqdm import tqdm\n",
        "\n",
        "import torch\n",
        "\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "import transformers\n",
        "from transformers import DataCollatorForSeq2Seq, AutoModelForSeq2SeqLM, set_seed\n",
        "from transformers import AutoTokenizer, Seq2SeqTrainingArguments, Seq2SeqTrainer\n",
        "\n",
        "import datasets\n",
        "from datasets import Dataset, DatasetDict, load_dataset\n",
        "\n",
        "import evaluate\n",
        "\n",
        "!git lfs install"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "gvjo50A8uBnR"
      },
      "source": [
        "#### Versions of Software & Libraries Used"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Duo5DU7yuBnS",
        "outputId": "4bf5e7db-d614-40ed-b4a3-7882e462f4b0"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "+-------------------------------+\n",
            "|        Library | Version      |\n",
            "|*******************************|\n",
            "|         Python | 3.10.1       |\n",
            "|          NumPy | 1.23.5       |\n",
            "|         Pandas | 1.5.3        |\n",
            "|          Torch | 2.0.1+cu118  |\n",
            "|       Datasets | 2.14.4       |\n",
            "|    Transformer | 4.31.0       |\n",
            "+-------------------------------+\n"
          ]
        }
      ],
      "source": [
        "library_len = 14\n",
        "version_len = 12\n",
        "\n",
        "print(f\"+{'-' * (library_len + version_len + 5)}+\")\n",
        "print(\"|\",\n",
        "      \"Library\".rjust(library_len),\n",
        "      \"|\",\n",
        "      \"Version\".ljust(version_len),\n",
        "      \"|\")\n",
        "\n",
        "print(f\"|{'*' * (library_len + version_len + 5)}|\")\n",
        "\n",
        "print(\"|\",\n",
        "      \"Python\".rjust(library_len),\n",
        "      \"|\",\n",
        "      sys.version[0:6].ljust(version_len),\n",
        "      \"|\")\n",
        "\n",
        "print(\"|\",\n",
        "      \"NumPy\".rjust(library_len),\n",
        "      \"|\",\n",
        "      np.__version__.ljust(version_len),\n",
        "      \"|\")\n",
        "\n",
        "print(\"|\",\n",
        "      \"Pandas\".rjust(library_len),\n",
        "      \"|\",\n",
        "      pd.__version__.ljust(version_len),\n",
        "      \"|\")\n",
        "\n",
        "print(\"|\",\n",
        "      \"Torch\".rjust(library_len),\n",
        "      \"|\",\n",
        "      torch.__version__.ljust(version_len),\n",
        "      \"|\")\n",
        "\n",
        "print(\"|\",\n",
        "      \"Datasets\".rjust(library_len),\n",
        "      \"|\",\n",
        "      datasets.__version__.ljust(version_len),\n",
        "      \"|\")\n",
        "\n",
        "print(\"|\",\n",
        "      \"Transformer\".rjust(library_len),\n",
        "      \"|\",\n",
        "      transformers.__version__.ljust(version_len),\n",
        "      \"|\")\n",
        "\n",
        "print(f\"+{'-' * (library_len + version_len + 5)}+\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Xk5OUlpZuBnS"
      },
      "source": [
        "#### Ingest & Start Preprocessing Data"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 652,
          "referenced_widgets": [
            "6e12e60b0449469ea89ed0bc5dcf42c6",
            "fdad1403e8394bb28cc6fc5f169f775c",
            "fc95f024d91e4d41961ec2ac5fdbfc3a",
            "9bb058b97edb4a38a129439b4601e7d5",
            "d8f3955c4ff443439b489b853ae61433",
            "9937542befeb434c9309a26194bd51de",
            "783d32560c9a46d79cc398b10c5fe126",
            "146d664e66fe4cd384f30e98465e993f",
            "ba851b6564104ef8ba89c4f21c4ede52",
            "1605e7b3cd374c2794cccca961c05eec",
            "7d63cb6ff54c49ca90f5e61ccf3afccf",
            "18cf4d206c91499c82c12e249059d6dc",
            "fc462cb7b68c490595cf35aa00470fe7",
            "030a2a7720c64e29b4da9621008908e1",
            "90e150e7c9e64e1dba2ed44dd76243a3",
            "505ebb110ad44c79a2c13198ac6ccbbf",
            "35ddc1c8ded5439982f5e7b7717bdb0f",
            "01b4f52984674e4eb3ebc61d6fd1e876",
            "209a9cf6ab29421ba7587d07b575619e",
            "6e1b1b9f885e4aa18a9b60ded14ff1f8",
            "0d61acc88b0646d480f6c6c8a5fd25cb",
            "b2065e21e0294f5cb42784523eb1f47d",
            "ffe531c5afba4465b9fa8561dcc85f26",
            "16f3d9380dd942f9a2ac70d3066f40c9",
            "27446e0dda544adb904d5607c83c6ad9",
            "c8d9eb46b31940c38a5a884f7eb5063c",
            "1f99740af5934afc81f51316b252f2f5",
            "19908434a4e0456aae054b31dde92aa0",
            "32b5ac4dc52c401d8e96c4c37edf8f39",
            "b2513f76b59f4214b0d0726b4ed05411",
            "19ad061694fb413299bff9e8ebffb04d",
            "24c92ad968754676a4df9c33f4868baa",
            "14896b78917b4ab4b21497912a53b460",
            "28539717cfde44c99c4cd8ad185b209c",
            "4e83e22422c7464483e4777db6e337d2",
            "1e64bf55d71b426eb88f22def9076925",
            "2d7ffba73263415abe8785a59300ed50",
            "9871c05548094ab0a89afdb3a3f96920",
            "b20364408ae14568849578c823e5f9b7",
            "2b5f472a4e4c4f49a09d4754ab6a0c27",
            "d3ea945de6c04934b5543265b14013a4",
            "83be872e093247459682e76c1609537a",
            "87ec217d51ce4fc5b4f4311a7f0c0980",
            "1c09159f2a0b42afaa8bac46fc12f6ca",
            "83cab33b2c314a25946d9be7aa66f1fb",
            "471385b4ec7c49bc94bdb7eca55dcbf6",
            "d4b0a669dece4b3796ae7e6e3aa52385",
            "8da875a8c2d7492fb0056678d2ec5e2d",
            "8378e3063d4d4f1f9ee09ababfb937fd",
            "f2683f44204d4f008e8d954bc3845d39",
            "8968f2c088974840990f197abc650063",
            "e0e4896beb324a16ba2c8e634b81ddc6",
            "2bdf42e973194403846e514c04258469",
            "e420ef26a6324db795ad7ac3c257e27e",
            "3aec128b5b7d4614bdf9e49f499aba43",
            "a213b9eb216241ddbc5bc30e7fbca40d",
            "f941d7004d0a4c0ba0a055f573864127",
            "2046c9fae4294b39a6c10f2dd4b9cef2",
            "7af8ee4906f54c6695aed2ff4d3406ed",
            "d87899b70c704fb5b57add444091f1a5",
            "eece9a9e349a488db02a243accbbba8a",
            "2fc3b06ea6064525a4ce3de6ce17da8e",
            "53c244edd0c04fde823a3478084f23c0",
            "ed33ca8b391744fdb244f15892084fb0",
            "b6a124d29347444e88608414eda586d8",
            "7c579ef39d874a82b7e8aae42183734f",
            "b1cba0fa561947b78e16d83d48753352",
            "b620c8ed320440f197b4fb8346243ad0",
            "6df3404bcf49462abef031c9599cff06",
            "2ca5c1b0edd74818bee4b51ccc82e127",
            "92234ee9b8be4b70831b272d3bb4b460",
            "82d78d4904b143a4a81d4e749835d90f",
            "023a19ea668d4415abbaa372f4810439",
            "6974a1b1b4c544dba59f2703193daf5a",
            "43060e01e80e4f47bea65c691cac0b6f",
            "1009b33773014e81ab87470968ab03bd",
            "0499bcd16f654a2682b8e0e19980a288"
          ]
        },
        "id": "yYglFxa8uBnS",
        "outputId": "665d3e60-ab5e-4651-8adc-2de478f9df9a"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading builder script:   0%|          | 0.00/7.25k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "6e12e60b0449469ea89ed0bc5dcf42c6"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading metadata:   0%|          | 0.00/192k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "18cf4d206c91499c82c12e249059d6dc"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading readme:   0%|          | 0.00/46.7k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "ffe531c5afba4465b9fa8561dcc85f26"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading data:   0%|          | 0.00/83.3M [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "28539717cfde44c99c4cd8ad185b209c"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Generating test split:   0%|          | 0/2000 [00:00<?, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "83cab33b2c314a25946d9be7aa66f1fb"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Generating train split:   0%|          | 0/1000000 [00:00<?, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "a213b9eb216241ddbc5bc30e7fbca40d"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Generating validation split:   0%|          | 0/2000 [00:00<?, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "b1cba0fa561947b78e16d83d48753352"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "DatasetDict({\n",
              "    test: Dataset({\n",
              "        features: ['translation'],\n",
              "        num_rows: 2000\n",
              "    })\n",
              "    train: Dataset({\n",
              "        features: ['translation'],\n",
              "        num_rows: 1000000\n",
              "    })\n",
              "    validation: Dataset({\n",
              "        features: ['translation'],\n",
              "        num_rows: 2000\n",
              "    })\n",
              "})"
            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ],
      "source": [
        "data = load_dataset(\"opus100\", \"en-zh\")\n",
        "\n",
        "data"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "OQK3uo3-uBnS"
      },
      "source": [
        "#### Convert Dataset to Pandas DataFrame"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "n5pK2jX1uBnS",
        "outputId": "a39c127a-ae22-4eec-8f9b-1eca6da98e73"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                                               translation\n",
              "0           {'en': 'Sixty-first session', 'zh': '第六十一届会议'}\n",
              "1        {'en': 'I took some medicine for my mu for my ...\n",
              "2        {'en': 'It's a challenge. God is challenging y...\n",
              "3                       {'en': 'Oh, baby.', 'zh': '.. 寶貝'}\n",
              "4                     {'en': '- Lucinda?', 'zh': '- 盧辛達？'}\n",
              "...                                                    ...\n",
              "1003995         {'en': 'Research associate', 'zh': '研究专员'}\n",
              "1003996  {'en': 'The LDCs must break out of the vicious...\n",
              "1003997  {'en': 'a Information based on the statement o...\n",
              "1003998  {'en': 'It will need to invest a lot more if t...\n",
              "1003999  {'en': 'You look like a dog in heat?', 'zh': '...\n",
              "\n",
              "[1004000 rows x 1 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-a2fd0ed1-8570-4f9b-95b7-d2a910e0c9c8\" 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>translation</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>{'en': 'Sixty-first session', 'zh': '第六十一届会议'}</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>{'en': 'I took some medicine for my mu for my ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>{'en': 'It's a challenge. God is challenging y...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>{'en': 'Oh, baby.', 'zh': '.. 寶貝'}</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>{'en': '- Lucinda?', 'zh': '- 盧辛達？'}</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1003995</th>\n",
              "      <td>{'en': 'Research associate', 'zh': '研究专员'}</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1003996</th>\n",
              "      <td>{'en': 'The LDCs must break out of the vicious...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1003997</th>\n",
              "      <td>{'en': 'a Information based on the statement o...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1003998</th>\n",
              "      <td>{'en': 'It will need to invest a lot more if t...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1003999</th>\n",
              "      <td>{'en': 'You look like a dog in heat?', 'zh': '...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>1004000 rows × 1 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-a2fd0ed1-8570-4f9b-95b7-d2a910e0c9c8')\"\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 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\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",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\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-a2fd0ed1-8570-4f9b-95b7-d2a910e0c9c8 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-a2fd0ed1-8570-4f9b-95b7-d2a910e0c9c8');\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",
              "\n",
              "\n",
              "<div id=\"df-8f8a8378-e052-4f2f-a162-0d2e529f5252\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-8f8a8378-e052-4f2f-a162-0d2e529f5252')\"\n",
              "            title=\"Suggest charts.\"\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",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\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-quickchart: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-quickchart {\n",
              "    background-color: #3B4455;\n",
              "    fill: #D2E3FC;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart: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",
              "    async function quickchart(key) {\n",
              "      const charts = await google.colab.kernel.invokeFunction(\n",
              "          'suggestCharts', [key], {});\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-8f8a8378-e052-4f2f-a162-0d2e529f5252 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ],
      "source": [
        "data.set_format(type=\"pandas\")\n",
        "\n",
        "df = pd.concat(\n",
        "    [\n",
        "        data['train'][:],\n",
        "        data['validation'][:],\n",
        "        data['test'][:]\n",
        "    ]\n",
        ")\n",
        "\n",
        "df = df.dropna()\n",
        "df = df.reset_index(drop=True)\n",
        "\n",
        "df"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "gqZTwYAxwtve"
      },
      "source": [
        "#### Split Translation Feature into Two Features (One For Each Language)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 510
        },
        "id": "yBYRagYpwtve",
        "outputId": "c7441d53-0377-4807-fad6-bf88c6e85b72"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                                                        en  \\\n",
              "0                                     'Sixty-first session   \n",
              "1        'I took some medicine for my mu for my mu my m...   \n",
              "2        \"It's a challenge. God is challenging you. He'...   \n",
              "3                                               'Oh, baby.   \n",
              "4                                              '- Lucinda?   \n",
              "...                                                    ...   \n",
              "1003995                                'Research associate   \n",
              "1003996  'The LDCs must break out of the vicious circle...   \n",
              "1003997  'a Information based on the statement of incom...   \n",
              "1003998  'It will need to invest a lot more if the Suda...   \n",
              "1003999                      'You look like a dog in heat?   \n",
              "\n",
              "                                                       zh  \n",
              "0                                                 第六十一届会议  \n",
              "1                                      减轻酸... 酸痛的药 减轻酸痛的药  \n",
              "2                                           上帝在挑战你，他说你是笨蛋  \n",
              "3                                                   .. 寶貝  \n",
              "4                                                  - 盧辛達？  \n",
              "...                                                   ...  \n",
              "1003995                                              研究专员  \n",
              "1003996  最不发达国家必须脱离内战、不发达状态和边缘化三者组成的恶性循环，因此，官方发展援助是不可或缺的。  \n",
              "1003997            a 资料来源是2007年12月31日终了的2006-2007两年期收支报表。  \n",
              "1003998           但是，若要苏丹摆脱战争遗害，实现全面和平与发展，国际社会就需要大幅度增加投入。  \n",
              "1003999                                       你看起来就像条燥热的狗  \n",
              "\n",
              "[1004000 rows x 2 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-b03d1513-fb88-4daa-ab87-96d5eb682261\" 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>en</th>\n",
              "      <th>zh</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>'Sixty-first session</td>\n",
              "      <td>第六十一届会议</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>'I took some medicine for my mu for my mu my m...</td>\n",
              "      <td>减轻酸... 酸痛的药 减轻酸痛的药</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>\"It's a challenge. God is challenging you. He'...</td>\n",
              "      <td>上帝在挑战你，他说你是笨蛋</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>'Oh, baby.</td>\n",
              "      <td>.. 寶貝</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>'- Lucinda?</td>\n",
              "      <td>- 盧辛達？</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1003995</th>\n",
              "      <td>'Research associate</td>\n",
              "      <td>研究专员</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1003996</th>\n",
              "      <td>'The LDCs must break out of the vicious circle...</td>\n",
              "      <td>最不发达国家必须脱离内战、不发达状态和边缘化三者组成的恶性循环，因此，官方发展援助是不可或缺的。</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1003997</th>\n",
              "      <td>'a Information based on the statement of incom...</td>\n",
              "      <td>a 资料来源是2007年12月31日终了的2006-2007两年期收支报表。</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1003998</th>\n",
              "      <td>'It will need to invest a lot more if the Suda...</td>\n",
              "      <td>但是，若要苏丹摆脱战争遗害，实现全面和平与发展，国际社会就需要大幅度增加投入。</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1003999</th>\n",
              "      <td>'You look like a dog in heat?</td>\n",
              "      <td>你看起来就像条燥热的狗</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>1004000 rows × 2 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-b03d1513-fb88-4daa-ab87-96d5eb682261')\"\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 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\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",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\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-b03d1513-fb88-4daa-ab87-96d5eb682261 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-b03d1513-fb88-4daa-ab87-96d5eb682261');\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",
              "\n",
              "\n",
              "<div id=\"df-52fdc091-2263-431a-9b0e-10ca47f2c21b\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-52fdc091-2263-431a-9b0e-10ca47f2c21b')\"\n",
              "            title=\"Suggest charts.\"\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",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\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-quickchart: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-quickchart {\n",
              "    background-color: #3B4455;\n",
              "    fill: #D2E3FC;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart: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",
              "    async function quickchart(key) {\n",
              "      const charts = await google.colab.kernel.invokeFunction(\n",
              "          'suggestCharts', [key], {});\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-52fdc091-2263-431a-9b0e-10ca47f2c21b button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ],
      "source": [
        "df['translation'] = df['translation'].astype(str)\n",
        "\n",
        "# For English text\n",
        "df['en'] = (df['translation']\n",
        "            .apply(lambda x: x.split(\"',\")[0])\n",
        "            .apply(lambda x: x.split(\"'en':\")[-1]))\n",
        "df['en'] = (df['en']\n",
        "            .replace(r'^[\"]', \"\", regex=True)\n",
        "            .replace(r'^[\\']', \"\", regex=True))\n",
        "df['en'] = (df['en']\n",
        "            .replace(r'[\"]$', \"\", regex=True)\n",
        "            .replace(r'[\\']$', \"\", regex=True))\n",
        "df['en'] = df['en'].apply(lambda x: x.strip())\n",
        "\n",
        "# For Chinese Text\n",
        "df['zh'] = (df['translation']\n",
        "            .apply(lambda x: x.split(\"'zh': \")[-1])\n",
        "            .apply(lambda x: x.split(\"'}\")[0]))\n",
        "df['zh'] = (df['zh']\n",
        "            .replace(r'^[\"]', \"\", regex=True)\n",
        "            .replace(r'^[\\']', \"\", regex=True))\n",
        "df['zh'] = (df['zh']\n",
        "            .replace(r'[\"]$', \"\", regex=True)\n",
        "            .replace(r'[\\']$', \"\", regex=True))\n",
        "df['zh'] = df['zh'].apply(lambda x: x.strip())\n",
        "\n",
        "df = df.drop(columns=['translation'])\n",
        "\n",
        "df"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "13175Z3DuBnT"
      },
      "source": [
        "#### Visual: Length of English Entries"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 510
        },
        "id": "o94TwkWiuBnT",
        "outputId": "254577f5-1ac7-44b4-fe84-8c82c62f27b3"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x800 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "The Maximum length of English text is 70 words.\n"
          ]
        }
      ],
      "source": [
        "df['english_length'] = df['en'].str.split().str.len()\n",
        "\n",
        "max_english_count = max(df['english_length'])\n",
        "\n",
        "n_bin = max_english_count + 1\n",
        "\n",
        "df.hist('english_length',\n",
        "        grid=False,\n",
        "        figsize=(12,8),\n",
        "        range=(0,n_bin),\n",
        "        bins=n_bin)\n",
        "plt.title('Histogram: Length of English Statements')\n",
        "plt.xlabel('# of Words in English Statements')\n",
        "plt.show()\n",
        "\n",
        "print(f\"The Maximum length of English text is {max_english_count} words.\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jj043P8MuBnT"
      },
      "source": [
        "#### Visual: Length of Chinese Entries"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 468
        },
        "id": "ilVNJyKguBnT",
        "outputId": "0806b20a-1c67-4207-b715-19dcfcca4f23"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "The Maximum length of Chinese text is 8 words.\n"
          ]
        }
      ],
      "source": [
        "df['chinese_length'] = df['zh'].str.split().str.len()\n",
        "\n",
        "max_chinese_count = max(df['chinese_length'])\n",
        "\n",
        "n_bin = max_chinese_count + 1\n",
        "\n",
        "df.hist('chinese_length',\n",
        "        grid=False,\n",
        "        range=(0,n_bin),\n",
        "        figsize=(10, 6),\n",
        "        bins=n_bin)\n",
        "plt.title('Histogram: Length of Chinese Statements')\n",
        "plt.xlabel('# of Words in Chinese Statements')\n",
        "plt.show()\n",
        "\n",
        "print(f\"The Maximum length of Chinese text is {max_chinese_count} words.\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2HEN9cNKuBnT"
      },
      "source": [
        "#### Trim Dataset Size & Drop Unnecessary Features"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "9ShRDvGUuBnU",
        "outputId": "3bc7305c-bd83-433c-901d-133d546c0446"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 980583 entries, 0 to 980582\n",
            "Data columns (total 2 columns):\n",
            " #   Column  Non-Null Count   Dtype \n",
            "---  ------  --------------   ----- \n",
            " 0   en      980583 non-null  object\n",
            " 1   zh      980583 non-null  object\n",
            "dtypes: object(2)\n",
            "memory usage: 15.0+ MB\n"
          ]
        }
      ],
      "source": [
        "most_input_words_en = 71\n",
        "most_input_words_zh = 9\n",
        "\n",
        "# Trim Chinese text\n",
        "df = df[df['chinese_length'] < most_input_words_zh]\n",
        "\n",
        "# Trim English text\n",
        "df = df[df['english_length'] < most_input_words_en]\n",
        "\n",
        "# reset the index\n",
        "df = df.reset_index(drop=True)\n",
        "\n",
        "# Remove columns that are no longer necessary\n",
        "df = df.drop(columns=\n",
        "  [\n",
        "      'chinese_length',\n",
        "      'english_length'\n",
        "  ]\n",
        ")\n",
        "\n",
        "df.info()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "VnaWIDnAuBnU"
      },
      "source": [
        "#### Final Preprocessing"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "ibizKcp8uBnU",
        "outputId": "6a8844f5-823f-4f47-a2f8-f096b716db72"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                                         translation\n",
              "0    {'zh': '第六十一届会议', 'en': ''Sixty-first session'}\n",
              "1  {'zh': '减轻酸... 酸痛的药 减轻酸痛的药', 'en': ''I took so...\n",
              "2  {'zh': '上帝在挑战你，他说你是笨蛋', 'en': '\"It's a challen...\n",
              "3                {'zh': '.. 寶貝', 'en': ''Oh, baby.'}\n",
              "4              {'zh': '- 盧辛達？', 'en': ''- Lucinda?'}"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-d7971161-8080-4314-b457-555586f38c54\" 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>translation</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>{'zh': '第六十一届会议', 'en': ''Sixty-first session'}</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>{'zh': '减轻酸... 酸痛的药 减轻酸痛的药', 'en': ''I took so...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>{'zh': '上帝在挑战你，他说你是笨蛋', 'en': '\"It's a challen...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>{'zh': '.. 寶貝', 'en': ''Oh, baby.'}</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>{'zh': '- 盧辛達？', 'en': ''- Lucinda?'}</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-d7971161-8080-4314-b457-555586f38c54')\"\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 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\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",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\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-d7971161-8080-4314-b457-555586f38c54 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-d7971161-8080-4314-b457-555586f38c54');\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",
              "\n",
              "\n",
              "<div id=\"df-1ce9d2d8-9339-41ef-8331-59a3de39ecfc\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-1ce9d2d8-9339-41ef-8331-59a3de39ecfc')\"\n",
              "            title=\"Suggest charts.\"\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",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\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-quickchart: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-quickchart {\n",
              "    background-color: #3B4455;\n",
              "    fill: #D2E3FC;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart: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",
              "    async function quickchart(key) {\n",
              "      const charts = await google.colab.kernel.invokeFunction(\n",
              "          'suggestCharts', [key], {});\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-1ce9d2d8-9339-41ef-8331-59a3de39ecfc button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 18
        }
      ],
      "source": [
        "dataframe = df.iloc[:, [1, 0]]\n",
        "all_data = dataframe.to_dict(orient='records')\n",
        "\n",
        "dataframe = pd.Series(all_data)\n",
        "dataframe = pd.DataFrame(dataframe)\n",
        "\n",
        "dataframe = dataframe.rename(columns={ 0 : 'translation'})\n",
        "dataframe.head()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jvPTVUEsuBnU"
      },
      "source": [
        "#### Convert to Dataset Format & Split into Train/Test/Eval Datasets"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_91B7LDquBnU",
        "outputId": "34778088-3025-4d43-e353-021323306ec3"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Training Dataset Shape: (833495, 1)\n",
            "Testing Dataset Shape: (117670, 1)\n",
            "Evaluation Dataset Shape: (29418, 1)\n",
            "\n",
            "Training Dataset Example:\n",
            "{'translation': {'en': \"'Six people get on. - Really?\", 'zh': 'Think you got to, Johnny.'}}\n"
          ]
        }
      ],
      "source": [
        "dataset = Dataset.from_pandas(dataframe)\n",
        "\n",
        "train_testEval = dataset.train_test_split(train_size=0.85)\n",
        "test_eval = train_testEval['test'].train_test_split(train_size=0.80)\n",
        "\n",
        "ds = DatasetDict({\n",
        "    'train' : train_testEval['train'],\n",
        "    'test' : test_eval['train'],\n",
        "    'eval' : test_eval['test'],\n",
        "})\n",
        "\n",
        "print(\"Training Dataset Shape:\", ds['train'].shape)\n",
        "print(\"Testing Dataset Shape:\", ds['test'].shape)\n",
        "print(\"Evaluation Dataset Shape:\", ds['eval'].shape)\n",
        "\n",
        "print(f\"\\nTraining Dataset Example:\\n{ds['train'][25]}\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "YhMFVT18uBnU"
      },
      "source": [
        "#### Basic Values/Constants"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {
        "id": "SydVZ7A-uBnV"
      },
      "outputs": [],
      "source": [
        "set_seed = 42\n",
        "NUM_OF_EPOCHS = 1\n",
        "\n",
        "ACC_STEPS = 4\n",
        "LEARNING_RATE = 2e-5\n",
        "\n",
        "SOURCE_LANGUAGE = \"zh\"\n",
        "TARGET_LANGUAGE = \"en\"\n",
        "\n",
        "MODEL_CKPT = \"Helsinki-NLP/opus-mt-zh-en\"\n",
        "MODEL_NAME = f\"{MODEL_CKPT.split(f'/')[-1]}-Chinese_to_English\"\n",
        "\n",
        "REPORTS_TO = \"tensorboard\"\n",
        "STRATEGY = \"epoch\""
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "InWrQTePuBnV"
      },
      "source": [
        "#### Create Tokenizer"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 372,
          "referenced_widgets": [
            "93cd173a466a406bb59c2c9a7e711e4d",
            "c4b540c426884099a0a721c8bcf30c79",
            "26fed54afcb549deb7098a629060feec",
            "0acb141583224af5918896d46e6d5c54",
            "3ea8bc5895f845bca24aff4310f29b87",
            "da72e935a91f45ed97399ebdc947a070",
            "a0762147cbe748a885236ad3807cb29d",
            "0932bde61bf24613aa83db8090f1b2d0",
            "5df2dda7299742228137bace77119ae5",
            "4ec816ca566e4643ad7aabec5a668a4b",
            "c03fc4b65fb04f4ca449f6fcc81d6418",
            "24e8d68e2aac4e91af7b3998474c0425",
            "d20c829616ee42b4bdb8ec38c5de89ad",
            "4668e08b3259432a9c37569c42cad7d2",
            "39c802f7c9184e48b12c8ee5362ec52c",
            "5443b9eb24614c2882593da37b19e2a2",
            "9c7f1ebdcfd74a98b0739e388995e356",
            "5e38d7a969f2458e994773f1da65439a",
            "eb932c4607a14940a6b075980f6bba9c",
            "ce87e162e961420492111644cbeb599b",
            "37747ef283ec48399a91e5e3b68407b6",
            "13f5bbc65bd7449dbb0b27620fcd6e1b",
            "f7c5ddc2f8bb4871b57f7f7312b0d90b",
            "388b29e58e9a46dab5edd3fb8b2e8076",
            "e9378c7a1703445db54dcd5b38d3786d",
            "6fc00f931f1e42db839655faf21eddea",
            "f3c55fcc557a49658cfcf9c7280f0785",
            "9704b0c361b84b3fbda9403139e8edc3",
            "836476b0df894b53bd617d316f45c0f3",
            "5f0df46d59ad46eea1d66f6866581d19",
            "3db40261c1174580ad9b4fe869f71ac9",
            "e062ec43fb1d4e7484073ba571756689",
            "4d5057f9d58947bdaa3a49daa6c83f0a",
            "d23b9548529d4ece89dddea172e9f0fc",
            "a19bea2a3b7642068eb73fc08b85132b",
            "1203977692644304b617d728a390ad84",
            "7dfb6990deb441d8af76207f24c197c6",
            "4605f5f3d6d84bfaa8389e8c7933e413",
            "1c9facfacccc4b97b57d82cfa0fd7092",
            "61d086fc6318495ba9b1edc2ab362acf",
            "35064f19ff514564a53fa1c2248b8160",
            "3e9805a6eafd407c8ff2e038fa60e0f3",
            "b36554cbe33947ecbbe9bc625c9c8a10",
            "9dd4fe11eb9441a8ac7e46387698c353",
            "1db43f63eec1454dbe05581855d2c662",
            "81c8cb5b6892449cb9500a21b54b1133",
            "15114758e8774c57a710be62a9c92d19",
            "0f65a7b2eab741a7a0204239e5c41742",
            "4b520c0d8a45400bb82f1ebeb7c0803e",
            "dae4df89abe84d45b47fae350721baae",
            "0a07b633f91c407eafe5e89592e2a0d6",
            "d1e13120132f4c349961d90fbbb1c7da",
            "26541d494e544573bd621f726909d136",
            "31465a21ea454ad48a499457ee224009",
            "57fc62bccfdf4fe5ac876a2bd106f097"
          ]
        },
        "id": "NfLLW06yuBnV",
        "outputId": "6149cec8-2227-4dad-b0c7-1fd0098f7538"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading (…)okenizer_config.json:   0%|          | 0.00/44.0 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "93cd173a466a406bb59c2c9a7e711e4d"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading (…)lve/main/config.json:   0%|          | 0.00/1.39k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "24e8d68e2aac4e91af7b3998474c0425"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading (…)olve/main/source.spm:   0%|          | 0.00/805k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "f7c5ddc2f8bb4871b57f7f7312b0d90b"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading (…)olve/main/target.spm:   0%|          | 0.00/807k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "d23b9548529d4ece89dddea172e9f0fc"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading (…)olve/main/vocab.json:   0%|          | 0.00/1.62M [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "1db43f63eec1454dbe05581855d2c662"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/transformers/models/marian/tokenization_marian.py:194: UserWarning: Recommended: pip install sacremoses.\n",
            "  warnings.warn(\"Recommended: pip install sacremoses.\")\n"
          ]
        }
      ],
      "source": [
        "tokenizer = AutoTokenizer.from_pretrained(MODEL_CKPT)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TtIcC4C8uBnV"
      },
      "source": [
        "#### Create Preprocessing Function"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {
        "id": "Pv_h-A_uuBnV"
      },
      "outputs": [],
      "source": [
        "def tokenizing_function(examples):\n",
        "    inputs = [ex[SOURCE_LANGUAGE] for ex in examples['translation']]\n",
        "    targets = [ex[TARGET_LANGUAGE] for ex in examples['translation']]\n",
        "    model_inputs = tokenizer(inputs,\n",
        "                             text_target=targets,\n",
        "                             truncation=True)\n",
        "    return model_inputs"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mCzrfk_ruBnV"
      },
      "source": [
        "#### Apply Preprocessing Function to Dataset"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 165,
          "referenced_widgets": [
            "04af9c121be1405e999cb894b63384ea",
            "a2362b605b6b4e6589e10734c3272781",
            "660e9881908443799abbb936c7423337",
            "5eb82b45b9be415f93498075a8df5e71",
            "2feeac37086646c39fc9ee94fc76d7c8",
            "b7b88eb7ba5144eca6f69a10c80d2d24",
            "923e4c7d939441619ec2887d9305ecd8",
            "5ada6b6d7eae456199f194e06de76fe9",
            "669c38df68484ec88f66224112c8425f",
            "0535a093062848a0b35e6b61712003a6",
            "8fcc85e431464f9ab5b9753a50a17b6c",
            "aa3a7b544bd74da396f971fa13f5b537",
            "52818c686bcd46a2b37b5cf665c695fe",
            "da07c09744aa4822a39c5106f996f5be",
            "2fe14aabbfb94b18b0224d7d943fd38f",
            "0c4befb12bfa4bfba1f966dbda5fbbc7",
            "b9fc8b0ca9bf45bfb54cdcbad3b39ef0",
            "da46839e14c040c58b5234250a726105",
            "c842d43e83c3458abef23a8b8975eb81",
            "adfb81a976224ac38f8a8786311609aa",
            "cfe4450dc1a94aafb48bdad27599f11e",
            "97cda8f861b445d28a20eb4636997889",
            "ca5fd06ba9904f5ab8c0e4e90fd8ec91",
            "bf07ad33866c4d25883834706a4fd02a",
            "54a085669c294661b3ca60a1c89ffc38",
            "c573be66407446859f38ff74128c3df1",
            "bccce3b3184141cdb3d3a18482976752",
            "fb00eec14a284f83aabe71bd3facd5d2",
            "1db40f2d41504941a8ebd363183b6fc4",
            "074fcf71d5524ac09df1c3d7d4263673",
            "df13a8d5ce7a415b828378636248b848",
            "129b172a71d942d2bc8db57d7100c72c",
            "a73e772953694b228ee76447a7ac5d95"
          ]
        },
        "id": "1KiOkUdRuBnV",
        "outputId": "b734954e-0b0b-48c0-db2a-e0093a6a2023"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Map:   0%|          | 0/833495 [00:00<?, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "04af9c121be1405e999cb894b63384ea"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Map:   0%|          | 0/117670 [00:00<?, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "aa3a7b544bd74da396f971fa13f5b537"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Map:   0%|          | 0/29418 [00:00<?, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "ca5fd06ba9904f5ab8c0e4e90fd8ec91"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(833495, 4)\n",
            "(117670, 4)\n",
            "(29418, 4)\n"
          ]
        }
      ],
      "source": [
        "encoded_ds = ds.map(tokenizing_function,\n",
        "                    batched=True)\n",
        "\n",
        "print(encoded_ds['train'].shape)\n",
        "print(encoded_ds['test'].shape)\n",
        "print(encoded_ds['eval'].shape)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5dXPvuDTuBnV"
      },
      "source": [
        "#### Instantiate Model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 137,
          "referenced_widgets": [
            "f73de187bc45444bba8f2e9783f794a2",
            "7949b29ea3534c63820edfcf44f54b9d",
            "a79436c0b7f14df7b14d70be2e278df3",
            "c53b9cf34a9548fcb13dc6f1937cd6cf",
            "879d1c2bd9ed4807ac9f66afe51cb9bb",
            "dddc1c621741499ab7cfbae292b3a631",
            "d2c097fc18294d9b9ec88764225602d2",
            "ef30bbedca8043fbadead00f310bb0dc",
            "866b2401963c47bab1fd1ff92742fa3c",
            "0f9138686e7a452c84cd805fe411625e",
            "bc7b43c06c2d46abb8a6d7789802e8fd",
            "85574a0caa5e4129a9975d1393094b3e",
            "864a448eeff14f41aa9c99d8d839d68a",
            "e4f3272b56f1473d83ef471c336f0b4a",
            "fe7c650d503b42c090e6932eb2ab794a",
            "a1e0a23302504844b3eea51748514f15",
            "bb53382fa3f048d9aaed59e9072bf035",
            "76eea8acfa6a45b999a4c3b95e1de566",
            "024cfe2b146b4d569375e06f9d5baedc",
            "d23da4390a87444190229660e7629eef",
            "b7c8f3d76c5b4a01b167de25d60e63f6",
            "067a47e6cef246fc8badd03086486e34"
          ]
        },
        "id": "2u32y2CcuBnV",
        "outputId": "2f3539bd-f205-43a4-d559-b87e03075c8e"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading pytorch_model.bin:   0%|          | 0.00/312M [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "f73de187bc45444bba8f2e9783f794a2"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading (…)neration_config.json:   0%|          | 0.00/293 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "85574a0caa5e4129a9975d1393094b3e"
            }
          },
          "metadata": {}
        }
      ],
      "source": [
        "model = AutoModelForSeq2SeqLM.from_pretrained(MODEL_CKPT)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "MaSPUokcuBnW"
      },
      "source": [
        "#### Instantiate Data Collator"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "metadata": {
        "id": "b5BXi0pauBnW"
      },
      "outputs": [],
      "source": [
        "data_collator = DataCollatorForSeq2Seq(tokenizer=tokenizer,\n",
        "                                       model=MODEL_CKPT)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "LHhMQdhquBnW"
      },
      "source": [
        "#### Create Function to Compute Metrics"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 137,
          "referenced_widgets": [
            "2412f40db61b4c8ca959c5794d49c205",
            "b44945c3ef964d7ebc98d50d7390bebf",
            "0378182cd0ff4020a1d4e45bd8c26d27",
            "09af5af4958c46d1a84ab818d1edcf62",
            "ce55a69c93b441ce96e4805bd1e54758",
            "c9be01ed617742fd9c4606e459f1fedf",
            "be4e85ab6f0542ba83fd09b552dc3b94",
            "82c63063b80243fca94030f520820ac8",
            "9c646bb1a3834be98f055aa68aecf56d",
            "704293dfd28d47429f59ec6bf14fc987",
            "a7287b7a1e5a4ff9a5468d8629743e16",
            "4a2f224ba2274cae8fea72fa13579c8f",
            "6dc58ff9646747f5acfeb13ae9d3e3d1",
            "ee986e1cc031404cbe51907084e937c6",
            "c29ba4acabe348568a635181ec026cfd",
            "e023f3db29e44d5a80d8c4350079ed77",
            "98559aa49fef48db81be58cfe25cf0c7",
            "99708e7cd55b4fea87c9a91d76b43def",
            "2b4021cfccdf4c0a97809416e3c34d81",
            "bfc12096c3884d02ab38d84ca77148eb",
            "85ee225c6d82457d842f14d38060329f",
            "bf2af45d4ed04daeb8bd735c92c6d0b9"
          ]
        },
        "id": "zw0DTLQuuBnW",
        "outputId": "d28920b5-156b-4da8-af30-70ee6f9fcf1d"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading builder script:   0%|          | 0.00/8.15k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "2412f40db61b4c8ca959c5794d49c205"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading builder script:   0%|          | 0.00/6.27k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "4a2f224ba2274cae8fea72fa13579c8f"
            }
          },
          "metadata": {}
        }
      ],
      "source": [
        "bleu_metric = evaluate.load(\"sacrebleu\")\n",
        "rouge_metric = evaluate.load(\"rouge\")\n",
        "\n",
        "def postprocess_text(preds, labels):\n",
        "    preds = [pred.strip() for pred in preds]\n",
        "    labels = [[label.strip()] for label in labels]\n",
        "\n",
        "    return preds, labels\n",
        "\n",
        "def compute_metrics(eval_preds):\n",
        "    preds, labels = eval_preds\n",
        "\n",
        "    if isinstance(preds, tuple):\n",
        "        preds = preds[0]\n",
        "\n",
        "    decoded_preds = tokenizer.batch_decode(preds,\n",
        "                                           skip_special_tokens=True)\n",
        "\n",
        "    labels = np.where(labels != -100,\n",
        "                      labels,\n",
        "                      tokenizer.pad_token_id)\n",
        "    decoded_labels = tokenizer.batch_decode(labels,\n",
        "                                            skip_special_tokens=True)\n",
        "\n",
        "    decoded_preds, decoded_labels = postprocess_text(decoded_preds,\n",
        "                                                     decoded_labels)\n",
        "\n",
        "    bleu_results = bleu_metric.compute(predictions=decoded_preds,\n",
        "                                       references=decoded_labels)\n",
        "    rouge_results = rouge_metric.compute(predictions=decoded_preds,\n",
        "                                         references=decoded_labels)\n",
        "\n",
        "    prediction_lens = [np.count_nonzero(pred != tokenizer.pad_token_id)\n",
        "                       for pred in preds]\n",
        "\n",
        "    return {\"bleu\" : bleu_results[\"score\"],\n",
        "            \"rouge\" : rouge_results,\n",
        "            \"Prediction Lengths\": prediction_lens}"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HP-SuB1wuBnW"
      },
      "source": [
        "#### Instantiate Training Arguments"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "metadata": {
        "id": "51B4J9PouBnW"
      },
      "outputs": [],
      "source": [
        "args = Seq2SeqTrainingArguments(output_dir=MODEL_NAME,\n",
        "                                auto_find_batch_size=True,\n",
        "                                gradient_accumulation_steps=ACC_STEPS,\n",
        "                                eval_accumulation_steps=ACC_STEPS,\n",
        "                                evaluation_strategy=\"no\",\n",
        "                                save_strategy=STRATEGY,\n",
        "                                logging_strategy=\"steps\",\n",
        "                                logging_steps=250,\n",
        "                                logging_first_step=True,\n",
        "                                learning_rate=LEARNING_RATE,\n",
        "                                report_to=REPORTS_TO,\n",
        "                                weight_decay=0.01,\n",
        "                                disable_tqdm=False,\n",
        "                                num_train_epochs=NUM_OF_EPOCHS,\n",
        "                                predict_with_generate=True,\n",
        "                                fp16=True,\n",
        "                                group_by_length=True,\n",
        "                                hub_private_repo=True,\n",
        "                                push_to_hub=True\n",
        "                                )"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "S33CVS_fuBnW"
      },
      "source": [
        "#### Instantiate Trainer"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 28,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "086zT4pVuBnW",
        "outputId": "210ea0b2-b1ac-4e2b-8c10-a1b2b2422cba"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Cloning https://huggingface.co/DunnBC22/opus-mt-zh-en-Chinese_to_English into local empty directory.\n",
            "WARNING:huggingface_hub.repository:Cloning https://huggingface.co/DunnBC22/opus-mt-zh-en-Chinese_to_English into local empty directory.\n"
          ]
        }
      ],
      "source": [
        "trainer = Seq2SeqTrainer(model=model,\n",
        "                         args=args,\n",
        "                         train_dataset=encoded_ds['train'],\n",
        "                         eval_dataset=encoded_ds['eval'],\n",
        "                         tokenizer=tokenizer,\n",
        "                         data_collator=data_collator,\n",
        "                         compute_metrics=compute_metrics)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WxDeRJfeuBnW"
      },
      "source": [
        "#### Train Model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 29,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "5LXdILJPuBnX",
        "outputId": "9af260c9-ae80-418a-d7e6-ebdd925ea7bd"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/transformers/optimization.py:411: FutureWarning: This implementation of AdamW is deprecated and will be removed in a future version. Use the PyTorch implementation torch.optim.AdamW instead, or set `no_deprecation_warning=True` to disable this warning\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "    <div>\n",
              "      \n",
              "      <progress value='26046' max='26046' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
              "      [26046/26046 2:06:06, Epoch 0/1]\n",
              "    </div>\n",
              "    <table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              " <tr style=\"text-align: left;\">\n",
              "      <th>Step</th>\n",
              "      <th>Training Loss</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <td>1</td>\n",
              "      <td>1.890300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>250</td>\n",
              "      <td>1.370200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>500</td>\n",
              "      <td>1.262400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>750</td>\n",
              "      <td>1.248500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1000</td>\n",
              "      <td>1.225600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1250</td>\n",
              "      <td>1.204900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1500</td>\n",
              "      <td>1.206400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1750</td>\n",
              "      <td>1.216700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2000</td>\n",
              "      <td>1.214900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2250</td>\n",
              "      <td>1.198800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2500</td>\n",
              "      <td>1.183800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2750</td>\n",
              "      <td>1.195700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3000</td>\n",
              "      <td>1.188600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3250</td>\n",
              "      <td>1.186700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3500</td>\n",
              "      <td>1.189000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3750</td>\n",
              "      <td>1.180700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4000</td>\n",
              "      <td>1.184000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4250</td>\n",
              "      <td>1.172600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4500</td>\n",
              "      <td>1.160200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4750</td>\n",
              "      <td>1.163900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5000</td>\n",
              "      <td>1.173900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5250</td>\n",
              "      <td>1.177900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5500</td>\n",
              "      <td>1.155500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5750</td>\n",
              "      <td>1.159100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6000</td>\n",
              "      <td>1.137500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6250</td>\n",
              "      <td>1.134700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6500</td>\n",
              "      <td>1.186900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6750</td>\n",
              "      <td>1.144900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7000</td>\n",
              "      <td>1.152200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7250</td>\n",
              "      <td>1.153300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7500</td>\n",
              "      <td>1.166100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7750</td>\n",
              "      <td>1.145100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8000</td>\n",
              "      <td>1.137800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8250</td>\n",
              "      <td>1.170900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8500</td>\n",
              "      <td>1.155100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8750</td>\n",
              "      <td>1.134500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9000</td>\n",
              "      <td>1.168200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9250</td>\n",
              "      <td>1.127400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9500</td>\n",
              "      <td>1.156800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9750</td>\n",
              "      <td>1.175300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10000</td>\n",
              "      <td>1.159000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10250</td>\n",
              "      <td>1.145600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10500</td>\n",
              "      <td>1.168500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10750</td>\n",
              "      <td>1.148800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11000</td>\n",
              "      <td>1.139100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11250</td>\n",
              "      <td>1.130800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11500</td>\n",
              "      <td>1.147300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11750</td>\n",
              "      <td>1.151800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12000</td>\n",
              "      <td>1.155800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12250</td>\n",
              "      <td>1.160100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12500</td>\n",
              "      <td>1.133000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12750</td>\n",
              "      <td>1.147200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13000</td>\n",
              "      <td>1.146200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13250</td>\n",
              "      <td>1.129900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13500</td>\n",
              "      <td>1.151800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13750</td>\n",
              "      <td>1.137000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14000</td>\n",
              "      <td>1.123800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14250</td>\n",
              "      <td>1.132400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14500</td>\n",
              "      <td>1.145500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14750</td>\n",
              "      <td>1.118200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15000</td>\n",
              "      <td>1.123600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15250</td>\n",
              "      <td>1.145500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15500</td>\n",
              "      <td>1.162100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15750</td>\n",
              "      <td>1.134500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>16000</td>\n",
              "      <td>1.127200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>16250</td>\n",
              "      <td>1.137500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>16500</td>\n",
              "      <td>1.122300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>16750</td>\n",
              "      <td>1.135800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>17000</td>\n",
              "      <td>1.144400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>17250</td>\n",
              "      <td>1.136200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>17500</td>\n",
              "      <td>1.112100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>17750</td>\n",
              "      <td>1.131900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>18000</td>\n",
              "      <td>1.156100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>18250</td>\n",
              "      <td>1.137400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>18500</td>\n",
              "      <td>1.119600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>18750</td>\n",
              "      <td>1.120300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>19000</td>\n",
              "      <td>1.124200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>19250</td>\n",
              "      <td>1.140200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>19500</td>\n",
              "      <td>1.135600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>19750</td>\n",
              "      <td>1.153300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>20000</td>\n",
              "      <td>1.142100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>20250</td>\n",
              "      <td>1.143400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>20500</td>\n",
              "      <td>1.140200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>20750</td>\n",
              "      <td>1.121200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>21000</td>\n",
              "      <td>1.122000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>21250</td>\n",
              "      <td>1.129900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>21500</td>\n",
              "      <td>1.132500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>21750</td>\n",
              "      <td>1.135000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>22000</td>\n",
              "      <td>1.119400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>22250</td>\n",
              "      <td>1.099700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>22500</td>\n",
              "      <td>1.120900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>22750</td>\n",
              "      <td>1.121600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>23000</td>\n",
              "      <td>1.120000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>23250</td>\n",
              "      <td>1.128700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>23500</td>\n",
              "      <td>1.119600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>23750</td>\n",
              "      <td>1.153200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>24000</td>\n",
              "      <td>1.136600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>24250</td>\n",
              "      <td>1.123100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>24500</td>\n",
              "      <td>1.114500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>24750</td>\n",
              "      <td>1.117900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>25000</td>\n",
              "      <td>1.113400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>25250</td>\n",
              "      <td>1.115900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>25500</td>\n",
              "      <td>1.137600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>25750</td>\n",
              "      <td>1.107000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>26000</td>\n",
              "      <td>1.092400</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table><p>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Adding files tracked by Git LFS: ['source.spm', 'target.spm']. This may take a bit of time if the files are large.\n",
            "WARNING:huggingface_hub.repository:Adding files tracked by Git LFS: ['source.spm', 'target.spm']. This may take a bit of time if the files are large.\n"
          ]
        }
      ],
      "source": [
        "train_results = trainer.train()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6vDnEZ1puBnX"
      },
      "source": [
        "#### Push Model to HuggingFace Hub (My Profile!)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 30,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 498,
          "referenced_widgets": [
            "e0bfe982f3fb4ce3b559b3711cde2ad8",
            "f37e19a85917449a9bc85645712f881f",
            "1cd87c45123f429fa89b0d746a3e9821",
            "e9d357b45cd14453ac9a313e4e96aa9e",
            "1cdda6478aac498bb6dd78e13166bf53",
            "c97ffe674e384916a67f41a45033a31a",
            "4696e88e00bc4451ac323a5f167a1681",
            "3d3c6abe560442e8b0352588e078a9b2",
            "bc832b40bb17457997a2479120f8e1d9",
            "5326dda57c7f45a8a858db75189a500a",
            "eab3f01c8d244d3a992d23a105109eaa",
            "5f982ee9f60e41cea15dce86c4e66913",
            "e87f8c56b3f5453ab55f7d05e2cf6c7f",
            "62500299825545369301ed1d2559d278",
            "72beb70abf7945bc978890b145e92e18",
            "bd7b2fa89c2440beb48a64228ee51515",
            "685985b8126a47c8a14feffe16a201e0",
            "9ccc77f6ee0847e79b716b05b5c46db6",
            "88b7894b871e4880ab648aec69780028",
            "9e9d84d1078048afa0082615ea271f21",
            "6bf76223f2ce41a3b8c5cefd889e0cec",
            "a0a08b9d55924889b7a7366f50736779"
          ]
        },
        "id": "4I0PV7H9uBnX",
        "outputId": "706fbae9-ad6c-4b2f-9043-7e62f5b297d1"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Several commits (2) will be pushed upstream.\n",
            "WARNING:huggingface_hub.repository:Several commits (2) will be pushed upstream.\n",
            "The progress bars may be unreliable.\n",
            "WARNING:huggingface_hub.repository:The progress bars may be unreliable.\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Upload file pytorch_model.bin:   0%|          | 1.00/296M [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "e0bfe982f3fb4ce3b559b3711cde2ad8"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Upload file runs/Aug21_21-35-44_5da225ddecbc/events.out.tfevents.1692653833.5da225ddecbc.1178.0:   0%|        …"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "5f982ee9f60e41cea15dce86c4e66913"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "To https://huggingface.co/DunnBC22/opus-mt-zh-en-Chinese_to_English\n",
            "   977af1c..3d7ed53  main -> main\n",
            "\n",
            "WARNING:huggingface_hub.repository:To https://huggingface.co/DunnBC22/opus-mt-zh-en-Chinese_to_English\n",
            "   977af1c..3d7ed53  main -> main\n",
            "\n",
            "To https://huggingface.co/DunnBC22/opus-mt-zh-en-Chinese_to_English\n",
            "   3d7ed53..c89af91  main -> main\n",
            "\n",
            "WARNING:huggingface_hub.repository:To https://huggingface.co/DunnBC22/opus-mt-zh-en-Chinese_to_English\n",
            "   3d7ed53..c89af91  main -> main\n",
            "\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'https://huggingface.co/DunnBC22/opus-mt-zh-en-Chinese_to_English/commit/3d7ed53d57c9eecd722e2bb87eb4e829f039b08e'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 30
        }
      ],
      "source": [
        "trainer.push_to_hub()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "rxOfEaVhuBnX"
      },
      "source": [
        "#### Save & Log Model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 31,
      "metadata": {
        "id": "Iwah7sMruBnX"
      },
      "outputs": [],
      "source": [
        "trainer.save_model()\n",
        "trainer.save_state()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "m_M0sjogIqOL"
      },
      "source": [
        "#### Evaluate Model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 32,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 92
        },
        "id": "Z4Bz0FqoIqGF",
        "outputId": "78f49c67-091c-4de6-d346-d0f4e002674a"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "    <div>\n",
              "      \n",
              "      <progress value='3678' max='3678' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
              "      [3678/3678 1:06:15]\n",
              "    </div>\n",
              "    "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Trainer is attempting to log a value of \"{'rouge1': 0.6201063905016944, 'rouge2': 0.41983725092331425, 'rougeL': 0.5926860755041149, 'rougeLsum': 0.592735648754739}\" of type <class 'dict'> for key \"eval/rouge\" as a scalar. This invocation of Tensorboard's writer.add_scalar() is incorrect so we dropped this attribute.\n",
            "Trainer is attempting to log a value of \"[14, 31, 22, 12, 31, 11, 39, 48, 6, 19, 16, 36, 35, 6, 23, 20, 21, 24, 20, 88, 23, 19, 21, 20, 13, 15, 17, 5, 19, 33, 4, 15, 16, 9, 46, 25, 30, 54, 17, 7, 20, 14, 34, 5, 28, 4, 18, 28, 24, 15, 19, 4, 18, 7, 18, 9, 8, 35, 6, 23, 4, 24, 21, 20, 72, 3, 13, 19, 6, 47, 9, 31, 36, 9, 31, 5, 38, 21, 56, 10, 17, 59, 21, 5, 13, 46, 5, 55, 19, 43, 7, 8, 22, 26, 25, 50, 26, 47, 52, 65, 22, 21, 20, 21, 22, 29, 35, 7, 21, 13, 36, 38, 45, 32, 10, 16, 20, 23, 10, 18, 51, 27, 6, 21, 10, 54, 14, 37, 53, 18, 3, 19, 48, 29, 49, 19, 32, 13, 53, 18, 38, 46, 44, 32, 12, 6, 39, 11, 52, 28, 24, 7, 9, 38, 32, 29, 5, 17, 35, 29, 21, 25, 17, 78, 50, 49, 70, 28, 38, 45, 47, 32, 6, 10, 6, 27, 62, 79, 30, 65, 35, 20, 44, 35, 10, 67, 8, 9, 8, 9, 18, 15, 22, 17, 36, 6, 18, 10, 22, 8, 79, 57, 68, 32, 16, 17, 14, 5, 18, 43, 26, 27, 9, 23, 5, 8, 17, 13, 8, 27, 32, 48, 22, 38, 25, 27, 6, 24, 18, 22, 22, 29, 37, 30, 9, 69, 14, 29, 44, 19, 33, 61, 20, 24, 50, 13, 23, 8, 3, 20, 17, 15, 7, 43, 9, 14, 7, 25, 6, 18, 30, 12, 34, 37, 20, 40, 34, 32, 19, 30, 29, 10, 17, 74, 24, 4, 20, 5, 27, 17, 5, 25, 10, 10, 7, 27, 24, 26, 12, 21, 54, 9, 11, 22, 18, 20, 34, 8, 8, 15, 6, 18, 31, 9, 23, 38, 64, 17, 12, 27, 4, 22, 18, 23, 22, 15, 41, 26, 10, 14, 21, 20, 24, 57, 19, 23, 19, 56, 51, 66, 27, 5, 32, 20, 5, 5, 32, 8, 33, 24, 27, 27, 19, 7, 16, 22, 36, 62, 23, 6, 23, 58, 61, 67, 37, 23, 32, 25, 28, 15, 9, 22, 6, 16, 66, 35, 7, 31, 12, 16, 14, 30, 27, 27, 11, 14, 25, 43, 7, 30, 31, 29, 20, 24, 28, 29, 23, 17, 9, 22, 8, 15, 31, 13, 30, 20, 68, 17, 29, 63, 25, 9, 25, 26, 20, 4, 22, 39, 28, 29, 55, 35, 21, 25, 10, 16, 22, 32, 52, 21, 60, 10, 21, 4, 5, 76, 62, 25, 8, 7, 28, 17, 31, 18, 5, 35, 4, 23, 19, 20, 29, 45, 6, 10, 22, 35, 23, 60, 4, 23, 25, 31, 11, 18, 7, 23, 19, 24, 32, 30, 27, 33, 26, 31, 22, 6, 15, 16, 57, 15, 16, 47, 24, 35, 33, 21, 18, 19, 5, 136, 26, 11, 35, 38, 36, 7, 7, 46, 34, 41, 5, 18, 9, 30, 12, 48, 14, 24, 29, 30, 16, 51, 28, 24, 20, 12, 8, 33, 29, 7, 15, 30, 23, 10, 13, 8, 19, 47, 24, 8, 8, 22, 15, 32, 23, 35, 77, 26, 43, 18, 19, 73, 31, 5, 8, 5, 47, 37, 19, 21, 28, 27, 85, 26, 16, 11, 20, 47, 31, 51, 6, 4, 32, 31, 81, 28, 9, 51, 16, 5, 24, 31, 22, 24, 23, 27, 8, 22, 15, 61, 26, 4, 7, 60, 5, 40, 83, 42, 18, 26, 41, 24, 56, 4, 38, 10, 15, 4, 11, 5, 57, 24, 25, 23, 32, 17, 42, 29, 23, 53, 19, 24, 3, 32, 18, 18, 14, 20, 19, 9, 34, 38, 16, 9, 10, 17, 18, 23, 6, 51, 26, 19, 46, 17, 5, 35, 55, 18, 12, 7, 8, 15, 19, 43, 5, 48, 5, 35, 21, 65, 16, 24, 43, 4, 59, 20, 4, 7, 4, 38, 34, 14, 5, 23, 9, 6, 98, 20, 30, 24, 7, 16, 6, 19, 17, 9, 24, 13, 18, 29, 34, 20, 19, 14, 25, 24, 20, 54, 7, 19, 27, 25, 24, 10, 6, 30, 35, 22, 12, 37, 27, 16, 49, 19, 4, 11, 56, 28, 21, 38, 16, 33, 9, 88, 24, 8, 20, 31, 12, 17, 14, 9, 11, 22, 9, 43, 26, 76, 12, 4, 52, 24, 18, 27, 23, 21, 23, 49, 43, 9, 25, 50, 5, 12, 8, 28, 7, 20, 31, 20, 29, 21, 21, 10, 25, 26, 55, 22, 5, 5, 41, 39, 46, 48, 33, 32, 56, 34, 30, 24, 8, 21, 32, 14, 60, 25, 23, 9, 54, 24, 4, 7, 23, 21, 5, 13, 9, 21, 26, 26, 34, 17, 21, 19, 51, 23, 8, 18, 29, 14, 10, 5, 11, 28, 27, 28, 36, 11, 26, 28, 28, 61, 19, 30, 32, 46, 13, 35, 35, 21, 34, 20, 40, 48, 19, 46, 32, 5, 48, 33, 33, 38, 13, 9, 45, 53, 27, 8, 26, 17, 28, 11, 5, 23, 17, 24, 5, 18, 33, 32, 27, 14, 6, 6, 17, 8, 6, 17, 61, 22, 14, 43, 64, 10, 9, 62, 12, 17, 24, 28, 45, 17, 57, 21, 37, 5, 18, 23, 8, 17, 11, 59, 4, 22, 10, 9, 4, 21, 41, 15, 26, 11, 7, 53, 16, 39, 35, 44, 43, 36, 22, 45, 8, 19, 29, 12, 11, 20, 18, 21, 78, 26, 11, 13, 21, 18, 24, 72, 13, 6, 17, 6, 44, 38, 17, 12, 12, 16, 72, 26, 13, 34, 22, 23, 8, 42, 21, 18, 20, 36, 33, 28, 19, 18, 27, 44, 14, 34, 20, 11, 25, 18, 18, 8, 27, 34, 43, 221, 5, 20, 7, 24, 29, 23, 29, 13, 13, 6, 16, 20, 8, 17, 16, 93, 14, 9, 57, 9, 30, 27, 17, 62, 22, 29, 35, 27, 27, 16, 5, 4, 4, 11, 22, 29, 48, 10, 18, 9, 29, 11, 32, 14, 26, 18, 5, 70, 27, 45, 10, 21, 16, 7, 78, 16, 7, 29, 40, 24, 27, 150, 17, 48, 20, 6, 54, 7, 31, 34, 24, 24, 19, 18, 51, 11, 6, 15, 52, 12, 7, 8, 24, 12, 21, 16, 17, 24, 45, 25, 6, 24, 20, 20, 22, 43, 34, 6, 39, 33, 6, 20, 47, 5, 18, 36, 46, 9, 30, 18, 29, 12, 48, 8, 21, 15, 45, 26, 11, 28, 9, 9, 4, 26, 9, 25, 27, 17, 9, 9, 7, 7, 5, 14, 18, 5, 28, 5, 35, 22, 14, 7, 68, 6, 20, 10, 28, 6, 22, 26, 31, 60, 17, 9, 18, 21, 16, 57, 26, 7, 12, 10, 7, 9, 9, 17, 17, 14, 24, 44, 64, 25, 18, 24, 28, 4, 17, 5, 25, 20, 36, 57, 25, 108, 21, 19, 11, 21, 17, 48, 18, 32, 62, 25, 16, 69, 55, 22, 21, 8, 39, 32, 34, 19, 44, 50, 11, 41, 17, 11, 20, 26, 61, 16, 13, 7, 64, 7, 21, 27, 9, 37, 6, 7, 28, 38, 16, 31, 11, 20, 9, 19, 8, 28, 63, 4, 14, 16, 32, 6, 28, 37, 4, 49, 23, 7, 60, 19, 8, 4, 59, 29, 56, 10, 21, 27, 21, 23, 6, 5, 13, 18, 7, 14, 13, 25, 10, 46, 33, 18, 49, 19, 77, 27, 5, 32, 18, 28, 21, 4, 21, 9, 13, 36, 14, 28, 21, 28, 17, 34, 6, 17, 35, 19, 35, 12, 25, 19, 21, 4, 11, 11, 4, 34, 20, 16, 31, 23, 23, 62, 34, 22, 24, 19, 35, 71, 17, 24, 5, 31, 17, 27, 38, 57, 33, 18, 5, 17, 11, 36, 23, 8, 18, 20, 38, 17, 13, 17, 74, 65, 17, 15, 37, 45, 26, 15, 29, 6, 12, 65, 19, 8, 9, 44, 44, 25, 6, 9, 15, 12, 9, 27, 33, 19, 16, 14, 22, 21, 19, 19, 18, 35, 17, 19, 28, 12, 20, 13, 4, 5, 24, 11, 5, 22, 18, 47, 24, 32, 8, 24, 9, 29, 19, 20, 6, 22, 39, 30, 16, 46, 18, 23, 5, 7, 9, 27, 48, 5, 25, 44, 24, 4, 72, 34, 24, 5, 4, 9, 7, 15, 22, 4, 55, 51, 31, 29, 4, 15, 12, 18, 39, 33, 51, 24, 36, 12, 16, 17, 53, 51, 40, 27, 27, 9, 33, 17, 23, 21, 64, 37, 18, 14, 40, 38, 43, 18, 32, 23, 45, 16, 23, 28, 16, 20, 28, 35, 33, 46, 27, 34, 17, 13, 54, 7, 6, 10, 4, 17, 22, 26, 17, 8, 25, 17, 9, 31, 24, 19, 9, 7, 34, 21, 5, 16, 8, 7, 19, 20, 16, 22, 15, 62, 21, 4, 57, 21, 14, 27, 23, 35, 6, 14, 52, 30, 14, 42, 19, 40, 30, 18, 9, 10, 34, 8, 33, 16, 38, 18, 33, 24, 18, 20, 15, 25, 76, 15, 20, 32, 34, 19, 19, 4, 8, 28, 56, 5, 17, 19, 18, 10, 27, 6, 19, 30, 17, 23, 5, 4, 7, 21, 21, 13, 28, 39, 45, 12, 8, 7, 5, 11, 7, 8, 9, 34, 33, 47, 21, 11, 26, 9, 22, 53, 9, 33, 19, 18, 30, 6, 21, 29, 60, 46, 45, 25, 42, 17, 20, 47, 8, 21, 23, 24, 26, 10, 20, 18, 13, 6, 9, 21, 8, 19, 25, 30, 26, 8, 20, 36, 26, 9, 7, 21, 25, 15, 16, 19, 18, 56, 21, 20, 19, 45, 11, 24, 27, 22, 62, 29, 33, 5, 38, 26, 25, 18, 21, 16, 20, 18, 19, 6, 25, 5, 9, 14, 25, 26, 45, 12, 34, 22, 13, 21, 20, 26, 7, 5, 24, 36, 19, 28, 20, 21, 19, 21, 33, 35, 28, 15, 18, 55, 18, 6, 27, 23, 20, 21, 9, 38, 11, 18, 31, 24, 21, 11, 6, 9, 19, 9, 22, 24, 20, 16, 13, 14, 24, 37, 22, 46, 27, 19, 19, 14, 40, 58, 21, 41, 30, 26, 28, 38, 25, 28, 31, 7, 25, 10, 21, 18, 18, 36, 43, 18, 16, 21, 16, 39, 47, 42, 16, 23, 23, 18, 30, 92, 18, 19, 30, 32, 14, 18, 15, 25, 26, 44, 35, 32, 38, 19, 15, 21, 13, 33, 41, 65, 61, 9, 64, 19, 10, 16, 12, 26, 33, 7, 17, 26, 27, 12, 24, 9, 30, 26, 30, 13, 23, 37, 45, 24, 29, 52, 28, 21, 21, 56, 17, 20, 43, 18, 64, 6, 18, 14, 17, 6, 47, 9, 30, 80, 7, 31, 28, 6, 5, 30, 4, 28, 17, 7, 64, 26, 9, 50, 54, 37, 38, 6, 23, 34, 36, 22, 24, 25, 14, 11, 22, 27, 24, 33, 33, 34, 24, 45, 34, 17, 24, 8, 21, 34, 10, 17, 39, 17, 33, 23, 24, 6, 71, 10, 6, 17, 18, 33, 13, 20, 3, 25, 41, 16, 18, 13, 27, 28, 19, 30, 87, 25, 24, 5, 57, 14, 37, 18, 36, 8, 28, 26, 16, 21, 6, 12, 6, 22, 20, 18, 13, 24, 30, 23, 21, 52, 5, 20, 30, 36, 29, 29, 43, 58, 42, 21, 20, 22, 32, 19, 17, 19, 28, 9, 18, 21, 4, 27, 78, 93, 43, 14, 32, 23, 66, 56, 4, 30, 34, 53, 8, 20, 7, 11, 5, 35, 61, 38, 79, 19, 5, 17, 24, 10, 30, 19, 21, 11, 26, 62, 65, 14, 17, 7, 64, 28, 43, 58, 18, 23, 21, 75, 21, 18, 12, 20, 32, 13, 7, 24, 27, 53, 21, 34, 35, 27, 29, 5, 5, 18, 9, 10, 6, 83, 36, 12, 7, 16, 6, 6, 14, 44, 7, 21, 26, 49, 63, 73, 11, 38, 7, 22, 5, 35, 4, 17, 5, 24, 24, 27, 5, 60, 11, 12, 25, 19, 30, 25, 20, 20, 14, 67, 11, 17, 38, 9, 4, 10, 46, 79, 42, 18, 6, 19, 24, 41, 47, 16, 28, 7, 50, 35, 11, 7, 14, 4, 12, 32, 34, 21, 14, 18, 17, 27, 17, 14, 33, 14, 43, 32, 28, 21, 18, 48, 19, 16, 42, 24, 25, 29, 24, 22, 18, 18, 19, 19, 17, 25, 55, 37, 6, 35, 36, 19, 5, 22, 28, 20, 17, 36, 29, 7, 7, 52, 18, 37, 25, 32, 60, 16, 26, 12, 20, 19, 25, 22, 23, 15, 12, 16, 7, 43, 30, 47, 24, 31, 22, 44, 67, 38, 20, 26, 10, 13, 7, 26, 24, 7, 24, 63, 21, 9, 21, 57, 26, 22, 33, 39, 15, 36, 7, 58, 67, 53, 35, 9, 14, 5, 23, 31, 28, 7, 23, 19, 39, 32, 25, 23, 19, 26, 33, 11, 4, 23, 20, 7, 23, 18, 15, 23, 7, 6, 8, 7, 18, 5, 7, 3, 32, 47, 44, 17, 28, 19, 46, 20, 37, 20, 29, 28, 16, 18, 23, 32, 12, 10, 17, 10, 36, 10, 45, 32, 4, 87, 28, 26, 9, 22, 9, 32, 25, 7, 39, 6, 19, 27, 24, 39, 33, 8, 28, 43, 26, 9, 42, 35, 48, 5, 50, 22, 32, 6, 11, 24, 42, 48, 12, 25, 21, 19, 12, 7, 20, 47, 34, 18, 5, 19, 4, 13, 18, 45, 5, 26, 22, 40, 7, 13, 17, 7, 46, 11, 19, 22, 41, 7, 6, 5, 25, 76, 13, 22, 25, 10, 5, 8, 4, 6, 31, 65, 24, 41, 44, 29, 41, 16, 28, 44, 28, 29, 5, 20, 23, 7, 19, 29, 21, 9, 7, 58, 6, 58, 61, 28, 16, 4, 22, 16, 38, 7, 8, 8, 18, 19, 19, 27, 19, 18, 27, 20, 7, 29, 10, 38, 15, 32, 8, 9, 4, 10, 17, 4, 8, 37, 26, 20, 14, 25, 5, 59, 9, 26, 33, 45, 71, 7, 21, 16, 35, 33, 13, 20, 14, 13, 33, 45, 18, 57, 19, 11, 17, 21, 25, 21, 19, 33, 26, 9, 29, 25, 22, 14, 6, 40, 30, 17, 45, 30, 57, 28, 41, 4, 62, 37, 44, 6, 26, 36, 30, 17, 40, 8, 14, 8, 21, 40, 6, 19, 13, 13, 65, 10, 54, 4, 24, 16, 14, 31, 16, 18, 15, 17, 19, 19, 20, 26, 8, 20, 37, 25, 12, 17, 22, 33, 23, 28, 17, 18, 7, 19, 16, 47, 21, 24, 28, 32, 19, 14, 24, 21, 9, 12, 21, 30, 30, 27, 22, 23, 16, 9, 26, 28, 26, 35, 33, 20, 32, 54, 48, 25, 24, 60, 28, 47, 32, 6, 9, 22, 27, 19, 9, 16, 11, 22, 18, 24, 19, 42, 11, 56, 48, 37, 7, 5, 17, 16, 17, 40, 18, 28, 8, 9, 12, 6, 25, 26, 26, 42, 53, 29, 24, 10, 34, 25, 6, 25, 26, 111, 32, 25, 50, 5, 47, 5, 21, 19, 29, 10, 18, 32, 20, 21, 19, 36, 38, 10, 11, 9, 44, 24, 25, 20, 37, 183, 46, 35, 39, 64, 20, 50, 7, 46, 62, 19, 43, 17, 8, 16, 29, 22, 15, 47, 23, 33, 19, 77, 22, 48, 11, 16, 29, 43, 5, 8, 18, 20, 49, 52, 9, 19, 9, 74, 6, 25, 16, 6, 54, 24, 16, 12, 43, 23, 13, 13, 32, 30, 8, 26, 7, 24, 22, 24, 44, 5, 6, 75, 28, 14, 7, 31, 13, 36, 11, 37, 34, 19, 8, 7, 21, 30, 17, 17, 91, 48, 7, 42, 24, 35, 14, 28, 7, 16, 19, 34, 41, 13, 12, 39, 18, 32, 78, 20, 22, 21, 25, 16, 18, 6, 25, 20, 8, 19, 11, 80, 49, 10, 14, 36, 21, 7, 25, 24, 27, 21, 22, 50, 26, 22, 18, 36, 69, 70, 35, 9, 18, 4, 16, 11, 35, 9, 17, 54, 27, 27, 18, 4, 28, 4, 6, 38, 5, 16, 46, 29, 6, 34, 36, 14, 21, 26, 18, 7, 109, 23, 6, 19, 69, 8, 19, 31, 58, 102, 40, 9, 4, 6, 21, 17, 18, 28, 21, 16, 19, 4, 7, 10, 21, 7, 38, 9, 14, 23, 36, 16, 18, 29, 29, 38, 17, 19, 15, 20, 42, 18, 6, 8, 27, 12, 4, 9, 20, 16, 6, 40, 71, 66, 26, 24, 26, 43, 78, 41, 9, 23, 42, 26, 6, 10, 17, 39, 26, 8, 20, 21, 46, 20, 18, 22, 24, 34, 20, 31, 8, 25, 40, 27, 17, 25, 16, 5, 34, 24, 25, 12, 38, 4, 18, 44, 13, 8, 21, 45, 25, 36, 7, 56, 41, 9, 70, 34, 35, 10, 39, 23, 22, 22, 19, 5, 11, 30, 29, 32, 6, 42, 33, 74, 24, 29, 29, 4, 50, 28, 5, 19, 34, 11, 12, 5, 35, 28, 31, 27, 24, 50, 85, 18, 32, 50, 9, 18, 14, 19, 28, 35, 26, 18, 21, 28, 25, 20, 8, 25, 25, 38, 53, 21, 17, 20, 24, 17, 37, 20, 38, 37, 38, 26, 18, 58, 16, 19, 17, 17, 43, 8, 66, 29, 50, 42, 48, 29, 28, 39, 20, 18, 17, 18, 20, 21, 108, 48, 21, 55, 20, 19, 49, 22, 19, 13, 17, 7, 5, 20, 17, 54, 18, 7, 17, 21, 5, 11, 10, 5, 42, 28, 7, 8, 11, 8, 4, 16, 28, 57, 23, 21, 5, 48, 10, 9, 82, 47, 19, 31, 7, 32, 21, 46, 18, 18, 28, 13, 7, 19, 13, 20, 19, 8, 58, 31, 26, 61, 7, 9, 5, 20, 20, 23, 61, 9, 36, 78, 19, 31, 6, 28, 24, 16, 30, 12, 26, 23, 17, 64, 12, 21, 5, 22, 28, 17, 23, 30, 38, 24, 21, 8, 41, 14, 34, 30, 17, 15, 39, 6, 16, 32, 28, 39, 20, 34, 8, 26, 19, 22, 38, 27, 43, 24, 19, 25, 17, 22, 50, 17, 25, 26, 6, 21, 20, 11, 41, 33, 5, 20, 41, 11, 58, 19, 28, 27, 5, 16, 48, 7, 45, 28, 30, 12, 21, 9, 38, 11, 27, 6, 4, 33, 33, 22, 34, 53, 28, 17, 35, 28, 12, 22, 32, 28, 16, 21, 24, 25, 25, 15, 34, 7, 10, 52, 30, 33, 22, 16, 47, 25, 11, 24, 61, 34, 26, 7, 13, 27, 37, 46, 10, 12, 19, 18, 33, 32, 8, 35, 36, 21, 25, 65, 34, 14, 80, 34, 49, 18, 16, 8, 19, 13, 49, 6, 6, 81, 16, 15, 34, 34, 21, 11, 72, 21, 31, 25, 38, 35, 20, 11, 20, 18, 27, 19, 9, 48, 7, 34, 4, 32, 7, 35, 6, 6, 41, 46, 8, 22, 24, 46, 7, 18, 34, 19, 18, 5, 27, 33, 22, 16, 15, 17, 54, 88, 6, 10, 11, 58, 21, 43, 73, 20, 37, 18, 98, 12, 26, 50, 6, 7, 17, 32, 5, 16, 4, 4, 12, 26, 17, 20, 4, 20, 7, 41, 26, 17, 38, 10, 16, 24, 17, 12, 3, 18, 7, 13, 21, 10, 7, 27, 28, 11, 54, 15, 23, 22, 28, 26, 51, 12, 16, 5, 25, 14, 40, 5, 14, 6, 9, 53, 8, 34, 27, 18, 35, 23, 16, 41, 42, 20, 14, 16, 56, 13, 64, 20, 17, 31, 25, 32, 11, 28, 31, 15, 14, 18, 35, 60, 40, 20, 4, 4, 6, 17, 27, 5, 10, 16, 7, 24, 23, 20, 4, 20, 12, 9, 18, 7, 20, 5, 6, 76, 22, 22, 45, 19, 17, 72, 4, 17, 32, 9, 17, 8, 20, 19, 10, 27, 50, 10, 26, 21, 8, 18, 45, 24, 51, 26, 15, 19, 6, 6, 100, 55, 35, 54, 35, 10, 15, 47, 18, 29, 5, 7, 4, 31, 32, 22, 40, 34, 38, 63, 36, 24, 27, 51, 42, 8, 22, 75, 22, 30, 5, 24, 27, 30, 32, 20, 15, 29, 68, 30, 7, 49, 21, 41, 72, 30, 24, 14, 7, 53, 18, 28, 19, 23, 44, 46, 8, 5, 26, 22, 27, 17, 21, 42, 21, 69, 24, 39, 48, 15, 28, 5, 45, 28, 13, 5, 9, 12, 18, 14, 27, 22, 8, 18, 10, 53, 28, 12, 19, 10, 18, 20, 11, 6, 31, 41, 18, 3, 23, 19, 19, 12, 18, 45, 37, 16, 70, 21, 25, 32, 25, 5, 26, 26, 19, 17, 9, 23, 16, 83, 7, 38, 25, 24, 23, 6, 22, 34, 20, 22, 4, 18, 28, 27, 17, 15, 9, 5, 16, 27, 31, 6, 14, 4, 30, 11, 48, 29, 30, 30, 23, 6, 25, 9, 13, 20, 4, 5, 24, 18, 31, 21, 35, 36, 28, 6, 34, 13, 31, 16, 24, 59, 14, 17, 23, 43, 23, 9, 7, 25, 37, 52, 27, 32, 17, 49, 22, 20, 36, 4, 20, 8, 37, 28, 35, 63, 23, 28, 45, 67, 24, 15, 61, 29, 47, 15, 32, 11, 22, 8, 18, 7, 44, 26, 25, 22, 16, 18, 19, 19, 5, 13, 33, 38, 5, 32, 37, 35, 71, 18, 24, 20, 32, 7, 72, 12, 29, 10, 6, 10, 18, 42, 7, 20, 67, 25, 63, 21, 27, 56, 7, 27, 21, 8, 11, 32, 31, 8, 18, 33, 19, 36, 12, 29, 42, 33, 5, 8, 9, 23, 23, 54, 7, 28, 28, 30, 4, 20, 23, 33, 33, 20, 88, 50, 8, 6, 15, 14, 47, 33, 11, 9, 21, 51, 18, 12, 40, 40, 18, 29, 26, 18, 22, 22, 27, 12, 18, 36, 24, 21, 49, 35, 6, 23, 12, 11, 12, 33, 28, 19, 34, 51, 67, 6, 26, 35, 21, 11, 5, 5, 27, 14, 13, 31, 43, 18, 26, 8, 25, 6, 38, 35, 8, 21, 7, 19, 9, 40, 41, 16, 20, 5, 26, 37, 14, 41, 10, 33, 43, 16, 53, 25, 40, 26, 24, 24, 11, 89, 9, 22, 11, 23, 38, 23, 26, 68, 9, 7, 27, 7, 6, 17, 39, 33, 47, 7, 23, 9, 36, 13, 22, 58, 8, 76, 7, 25, 19, 55, 12, 9, 26, 21, 5, 14, 42, 79, 28, 16, 5, 31, 57, 37, 15, 23, 15, 34, 37, 17, 25, 61, 16, 26, 59, 28, 21, 5, 18, 18, 16, 18, 19, 50, 21, 14, 8, 69, 8, 18, 31, 24, 45, 30, 4, 75, 22, 18, 17, 26, 18, 7, 21, 48, 13, 23, 50, 11, 25, 23, 17, 8, 35, 25, 13, 19, 26, 10, 30, 17, 18, 25, 26, 14, 38, 71, 10, 74, 65, 30, 35, 11, 73, 9, 37, 28, 25, 11, 19, 7, 18, 33, 40, 61, 17, 20, 29, 36, 23, 38, 16, 26, 25, 7, 29, 7, 16, 63, 41, 29, 17, 21, 18, 5, 42, 28, 25, 48, 6, 9, 22, 36, 10, 7, 22, 55, 14, 20, 20, 17, 41, 20, 19, 7, 19, 49, 38, 16, 6, 64, 68, 30, 50, 26, 20, 51, 23, 11, 26, 24, 24, 21, 19, 4, 39, 11, 25, 29, 20, 19, 16, 7, 11, 35, 3, 28, 18, 31, 27, 41, 26, 5, 32, 17, 4, 49, 20, 26, 49, 38, 5, 12, 6, 5, 26, 41, 29, 17, 6, 22, 28, 18, 14, 28, 19, 20, 17, 11, 10, 41, 16, 34, 55, 80, 25, 25, 53, 24, 3, 14, 16, 54, 7, 4, 9, 22, 4, 18, 31, 10, 20, 27, 9, 37, 9, 60, 23, 12, 20, 45, 16, 25, 17, 17, 6, 19, 7, 34, 34, 6, 10, 20, 34, 13, 16, 10, 42, 92, 14, 20, 19, 23, 9, 23, 38, 6, 17, 13, 39, 23, 37, 23, 21, 10, 34, 8, 23, 29, 39, 6, 10, 46, 23, 33, 5, 38, 4, 17, 28, 7, 8, 18, 57, 6, 5, 48, 17, 4, 6, 11, 39, 18, 20, 8, 17, 30, 14, 25, 30, 3, 24, 31, 21, 26, 19, 39, 24, 11, 73, 9, 33, 7, 20, 39, 20, 22, 38, 24, 38, 34, 19, 32, 25, 18, 18, 38, 23, 10, 6, 20, 7, 40, 64, 19, 42, 29, 29, 41, 11, 47, 96, 11, 9, 4, 5, 21, 57, 5, 27, 65, 30, 26, 55, 30, 26, 15, 52, 33, 20, 8, 5, 9, 48, 18, 19, 14, 28, 5, 19, 27, 61, 6, 16, 54, 24, 6, 6, 10, 6, 14, 69, 17, 24, 7, 30, 37, 49, 18, 22, 38, 24, 20, 36, 18, 10, 4, 19, 19, 28, 17, 21, 23, 20, 25, 5, 61, 62, 23, 6, 37, 19, 8, 65, 20, 30, 37, 20, 4, 13, 5, 18, 39, 5, 16, 21, 10, 9, 22, 15, 18, 24, 22, 29, 21, 6, 16, 22, 27, 16, 8, 59, 24, 27, 26, 51, 4, 16, 15, 5, 45, 8, 40, 28, 24, 37, 61, 3, 17, 4, 22, 60, 6, 7, 19, 3, 13, 12, 18, 53, 72, 43, 30, 3, 24, 35, 50, 7, 11, 39, 18, 4, 33, 35, 51, 27, 30, 18, 29, 6, 26, 16, 52, 47, 21, 31, 21, 6, 43, 10, 19, 31, 5, 24, 21, 31, 35, 9, 17, 30, 10, 25, 18, 16, 42, 47, 84, 40, 20, 7, 12, 90, 19, 27, 38, 32, 20, 7, 49, 19, 4, 18, 54, 19, 33, 18, 33, 17, 27, 63, 7, 4, 26, 50, 29, 6, 28, 7, 49, 43, 9, 37, 37, 9, 30, 16, 22, 88, 6, 9, 12, 20, 55, 76, 39, 39, 28, 32, 34, 11, 139, 26, 5, 6, 8, 22, 15, 32, 33, 9, 63, 9, 6, 45, 29, 14, 26, 19, 8, 20, 42, 18, 38, 30, 26, 7, 5, 24, 10, 5, 4, 37, 16, 35, 18, 41, 44, 7, 81, 15, 18, 7, 37, 14, 22, 22, 73, 19, 30, 22, 25, 16, 46, 41, 22, 6, 31, 28, 11, 22, 32, 23, 42, 7, 20, 4, 53, 21, 22, 48, 7, 20, 22, 12, 6, 10, 21, 24, 5, 91, 5, 19, 21, 17, 20, 7, 20, 29, 19, 75, 25, 29, 24, 14, 54, 18, 5, 33, 18, 18, 43, 16, 4, 20, 18, 28, 10, 60, 27, 41, 24, 36, 33, 21, 38, 16, 9, 65, 33, 17, 56, 37, 5, 28, 12, 5, 5, 75, 20, 27, 26, 65, 8, 20, 38, 35, 31, 38, 23, 35, 31, 4, 18, 35, 29, 24, 9, 18, 37, 29, 9, 30, 28, 27, 21, 11, 7, 86, 67, 11, 30, 32, 43, 21, 20, 37, 25, 55, 41, 23, 19, 30, 5, 26, 30, 21, 5, 13, 20, 23, 30, 5, 53, 18, 4, 41, 22, 48, 5, 23, 21, 29, 40, 12, 42, 21, 22, 28, 18, 24, 27, 27, 26, 57, 7, 78, 51, 42, 24, 20, 25, 8, 26, 23, 29, 19, 5, 36, 7, 27, 26, 7, 24, 11, 21, 7, 41, 33, 7, 24, 48, 7, 77, 20, 18, 24, 26, 26, 38, 11, 23, 51, 45, 7, 22, 8, 14, 15, 12, 19, 8, 23, 19, 60, 47, 6, 41, 8, 30, 15, 31, 19, 19, 6, 21, 17, 16, 21, 46, 18, 10, 18, 38, 6, 20, 39, 55, 13, 50, 35, 21, 20, 19, 26, 35, 28, 5, 34, 20, 19, 13, 26, 21, 20, 8, 29, 10, 38, 23, 19, 66, 25, 6, 23, 27, 14, 11, 32, 22, 24, 37, 9, 44, 25, 20, 19, 26, 8, 9, 20, 21, 53, 7, 17, 19, 55, 24, 13, 29, 36, 48, 12, 16, 49, 4, 15, 35, 26, 11, 12, 21, 39, 23, 20, 21, 9, 10, 43, 8, 18, 7, 37, 26, 12, 45, 54, 23, 6, 8, 20, 9, 23, 29, 18, 11, 6, 23, 24, 10, 31, 38, 18, 36, 29, 40, 20, 36, 12, 5, 26, 30, 17, 24, 20, 73, 15, 7, 16, 8, 39, 20, 25, 5, 23, 11, 21, 35, 9, 104, 8, 27, 34, 34, 8, 4, 36, 103, 39, 21, 65, 37, 21, 5, 11, 18, 12, 32, 5, 7, 23, 37, 16, 73, 43, 6, 11, 12, 33, 13, 18, 12, 18, 4, 15, 16, 40, 15, 18, 51, 37, 8, 24, 23, 27, 6, 7, 7, 25, 35, 5, 29, 12, 34, 40, 6, 35, 22, 61, 40, 32, 25, 8, 29, 13, 21, 33, 38, 5, 8, 17, 16, 42, 36, 44, 6, 47, 9, 14, 20, 32, 7, 9, 49, 7, 16, 6, 22, 92, 7, 6, 4, 8, 30, 24, 22, 17, 9, 48, 21, 23, 27, 21, 21, 32, 4, 62, 70, 17, 48, 7, 30, 9, 51, 17, 11, 26, 33, 9, 30, 26, 26, 29, 52, 9, 17, 39, 43, 28, 28, 25, 18, 18, 24, 44, 20, 22, 22, 37, 44, 64, 17, 52, 18, 18, 5, 16, 39, 34, 10, 9, 25, 7, 48, 18, 35, 10, 7, 38, 6, 30, 10, 8, 46, 57, 8, 14, 24, 11, 6, 19, 15, 5, 5, 16, 30, 26, 43, 11, 19, 6, 8, 28, 22, 8, 28, 40, 7, 40, 30, 5, 18, 32, 36, 69, 33, 45, 37, 30, 6, 26, 35, 60, 17, 14, 14, 18, 10, 5, 27, 22, 27, 35, 39, 26, 35, 16, 10, 7, 20, 20, 7, 20, 15, 33, 94, 40, 6, 16, 21, 17, 12, 7, 22, 31, 18, 18, 28, 63, 11, 11, 80, 18, 12, 30, 24, 21, 5, 18, 31, 57, 13, 31, 11, 4, 47, 9, 15, 31, 21, 27, 29, 34, 83, 20, 24, 20, 22, 44, 22, 35, 49, 11, 22, 19, 8, 17, 18, 21, 6, 29, 21, 10, 8, 32, 25, 36, 28, 60, 13, 23, 51, 31, 21, 32, 56, 34, 22, 10, 34, 32, 29, 23, 27, 36, 28, 17, 13, 8, 14, 18, 22, 17, 52, 44, 23, 40, 8, 44, 8, 33, 48, 42, 40, 40, 20, 6, 31, 21, 10, 41, 16, 4, 33, 33, 20, 24, 69, 9, 41, 22, 14, 21, 6, 7, 73, 18, 21, 10, 12, 39, 20, 27, 19, 8, 12, 8, 30, 29, 29, 23, 12, 31, 31, 17, 4, 5, 14, 19, 23, 21, 5, 17, 21, 23, 8, 22, 28, 5, 11, 41, 11, 24, 27, 30, 45, 5, 15, 31, 14, 23, 18, 24, 89, 22, 17, 51, 9, 6, 26, 47, 45, 28, 50, 6, 18, 14, 25, 29, 17, 16, 7, 11, 58, 12, 28, 39, 12, 9, 69, 27, 6, 12, 7, 10, 14, 20, 19, 30, 3, 19, 7, 29, 28, 45, 9, 30, 9, 21, 21, 5, 19, 20, 23, 21, 35, 17, 9, 27, 49, 16, 31, 45, 11, 48, 15, 10, 18, 24, 19, 46, 23, 24, 24, 27, 15, 7, 9, 6, 20, 17, 15, 20, 35, 31, 19, 22, 8, 17, 22, 5, 50, 29, 8, 5, 13, 28, 19, 6, 13, 17, 10, 25, 19, 22, 17, 19, 38, 24, 47, 24, 18, 7, 19, 22, 36, 37, 18, 46, 12, 11, 25, 47, 9, 14, 20, 4, 26, 34, 30, 20, 12, 10, 70, 31, 13, 19, 5, 19, 13, 9, 15, 20, 18, 24, 9, 20, 23, 42, 15, 41, 27, 74, 9, 8, 18, 6, 22, 16, 8, 32, 6, 8, 30, 45, 25, 21, 18, 23, 8, 56, 9, 33, 6, 19, 43, 9, 10, 30, 6, 60, 36, 17, 31, 5, 20, 30, 21, 13, 6, 44, 9, 13, 4, 20, 21, 4, 20, 6, 28, 7, 24, 10, 21, 28, 18, 5, 27, 20, 30, 7, 8, 10, 5, 18, 58, 11, 23, 24, 4, 20, 20, 56, 23, 56, 26, 40, 39, 22, 46, 18, 23, 46, 32, 47, 37, 4, 64, 8, 46, 17, 14, 10, 62, 8, 26, 30, 7, 7, 27, 43, 21, 48, 25, 40, 22, 41, 6, 21, 30, 10, 5, 35, 45, 17, 24, 22, 17, 10, 44, 44, 53, 11, 24, 16, 9, 7, 33, 7, 32, 22, 8, 33, 14, 44, 21, 6, 8, 6, 23, 33, 26, 8, 28, 48, 14, 78, 7, 5, 9, 96, 6, 18, 21, 6, 32, 43, 13, 29, 8, 24, 5, 16, 21, 17, 24, 84, 50, 6, 19, 13, 45, 62, 25, 21, 18, 8, 32, 17, 42, 7, 10, 35, 21, 9, 26, 25, 21, 8, 17, 37, 16, 38, 29, 25, 6, 69, 38, 41, 31, 4, 5, 19, 19, 30, 23, 16, 11, 8, 22, 19, 18, 15, 32, 4, 54, 41, 43, 50, 5, 26, 7, 11, 24, 23, 7, 26, 54, 59, 8, 4, 19, 16, 30, 5, 43, 19, 21, 45, 37, 6, 29, 21, 11, 25, 19, 27, 38, 49, 22, 34, 74, 19, 23, 16, 29, 4, 19, 34, 17, 23, 32, 38, 109, 5, 23, 38, 5, 39, 7, 5, 24, 5, 9, 19, 28, 37, 27, 26, 30, 5, 5, 49, 31, 49, 19, 36, 20, 7, 29, 59, 16, 33, 15, 6, 33, 37, 9, 7, 11, 36, 32, 21, 19, 20, 46, 39, 20, 23, 23, 33, 6, 42, 40, 28, 63, 19, 4, 19, 6, 43, 21, 20, 20, 20, 51, 30, 24, 7, 26, 11, 73, 26, 55, 23, 36, 45, 17, 25, 21, 25, 5, 35, 8, 16, 25, 30, 31, 47, 20, 7, 21, 4, 30, 12, 21, 23, 5, 5, 28, 30, 40, 43, 27, 45, 31, 22, 27, 11, 28, 10, 7, 10, 27, 72, 40, 18, 39, 4, 15, 28, 86, 9, 6, 12, 23, 11, 21, 41, 6, 6, 6, 23, 18, 72, 8, 40, 17, 23, 20, 25, 27, 21, 26, 7, 26, 6, 7, 7, 25, 29, 6, 4, 20, 22, 9, 44, 36, 49, 22, 7, 9, 6, 33, 69, 7, 4, 66, 26, 19, 65, 17, 21, 61, 19, 75, 32, 45, 37, 32, 27, 41, 22, 30, 8, 5, 8, 27, 12, 46, 19, 12, 45, 53, 19, 51, 35, 13, 10, 9, 56, 24, 7, 16, 21, 23, 19, 22, 22, 23, 29, 39, 19, 16, 72, 15, 20, 11, 16, 11, 17, 12, 17, 16, 23, 7, 36, 17, 5, 11, 41, 17, 29, 23, 31, 35, 63, 30, 58, 13, 8, 19, 28, 24, 24, 20, 19, 67, 4, 17, 28, 18, 7, 46, 13, 14, 31, 13, 27, 16, 17, 8, 6, 6, 17, 64, 26, 7, 14, 26, 13, 20, 31, 5, 13, 11, 28, 30, 36, 8, 42, 27, 77, 40, 6, 32, 63, 15, 28, 20, 5, 51, 18, 14, 21, 26, 22, 11, 16, 8, 10, 11, 22, 27, 20, 19, 13, 36, 23, 14, 54, 20, 16, 36, 23, 12, 25, 6, 12, 80, 23, 50, 17, 35, 17, 25, 26, 26, 22, 27, 59, 6, 15, 66, 30, 22, 38, 6, 58, 24, 37, 18, 7, 6, 11, 9, 13, 73, 23, 25, 11, 41, 23, 4, 19, 21, 6, 6, 26, 9, 15, 18, 31, 23, 10, 17, 50, 22, 4, 27, 75, 55, 25, 22, 32, 37, 42, 83, 6, 8, 23, 9, 10, 7, 10, 7, 26, 23, 4, 32, 13, 20, 17, 8, 32, 4, 22, 6, 7, 20, 11, 33, 6, 10, 14, 36, 62, 20, 19, 7, 14, 23, 25, 13, 7, 8, 8, 22, 14, 8, 23, 39, 44, 30, 19, 21, 28, 65, 23, 24, 4, 70, 26, 37, 30, 27, 17, 23, 41, 8, 8, 19, 18, 12, 16, 46, 18, 19, 39, 67, 52, 21, 24, 25, 28, 73, 40, 8, 56, 17, 31, 12, 19, 9, 36, 45, 24, 44, 19, 78, 25, 22, 5, 12, 38, 7, 45, 86, 6, 21, 29, 18, 21, 13, 31, 32, 18, 21, 46, 15, 20, 43, 24, 4, 24, 39, 18, 20, 47, 8, 27, 20, 4, 16, 14, 18, 21, 34, 9, 54, 21, 25, 34, 4, 36, 12, 28, 8, 30, 23, 48, 24, 7, 39, 20, 21, 11, 26, 29, 5, 33, 46, 19, 26, 49, 18, 17, 20, 21, 16, 27, 67, 11, 25, 51, 28, 22, 23, 20, 17, 24, 4, 8, 10, 8, 8, 10, 20, 14, 14, 9, 28, 9, 21, 40, 20, 12, 8, 30, 11, 23, 23, 38, 8, 43, 44, 19, 37, 6, 21, 28, 47, 8, 28, 23, 8, 48, 8, 23, 47, 8, 4, 10, 26, 43, 13, 8, 12, 35, 47, 24, 21, 13, 15, 43, 20, 31, 7, 46, 13, 7, 18, 74, 7, 22, 19, 4, 26, 73, 16, 24, 68, 19, 33, 24, 15, 20, 30, 5, 16, 30, 61, 72, 78, 15, 47, 8, 16, 32, 12, 35, 11, 24, 10, 33, 7, 24, 21, 22, 21, 4, 22, 39, 20, 50, 7, 27, 58, 11, 21, 18, 12, 30, 18, 22, 15, 7, 9, 7, 36, 25, 6, 26, 22, 16, 32, 29, 23, 16, 21, 10, 16, 11, 24, 19, 7, 30, 18, 38, 7, 26, 30, 10, 17, 18, 10, 22, 19, 10, 50, 21, 22, 9, 5, 34, 25, 60, 3, 8, 20, 6, 22, 35, 49, 18, 7, 20, 4, 20, 28, 8, 36, 29, 24, 49, 12, 17, 10, 22, 25, 19, 42, 20, 10, 36, 19, 8, 21, 45, 28, 7, 22, 24, 46, 8, 17, 16, 36, 19, 52, 29, 25, 54, 40, 57, 34, 26, 48, 6, 5, 42, 12, 7, 34, 5, 19, 12, 22, 38, 28, 11, 48, 18, 12, 16, 70, 24, 21, 19, 61, 6, 19, 22, 41, 16, 20, 29, 9, 22, 21, 5, 7, 4, 26, 10, 5, 69, 27, 18, 22, 20, 22, 8, 19, 6, 4, 8, 20, 30, 26, 40, 26, 21, 24, 7, 8, 45, 6, 8, 36, 8, 40, 10, 35, 45, 5, 28, 19, 35, 23, 23, 16, 8, 15, 20, 20, 26, 26, 7, 5, 9, 20, 43, 5, 31, 39, 24, 13, 27, 19, 8, 8, 79, 9, 20, 90, 14, 28, 13, 20, 17, 47, 25, 30, 30, 8, 16, 35, 11, 7, 36, 26, 22, 4, 47, 37, 16, 21, 7, 26, 7, 6, 26, 16, 26, 34, 9, 19, 7, 54, 5, 9, 77, 21, 10, 21, 19, 51, 16, 9, 35, 21, 12, 16, 20, 43, 25, 8, 17, 24, 19, 28, 5, 24, 16, 19, 21, 27, 54, 21, 26, 52, 16, 14, 52, 23, 6, 19, 24, 80, 16, 19, 45, 39, 36, 21, 28, 21, 21, 38, 55, 8, 34, 18, 19, 6, 48, 20, 6, 34, 17, 7, 27, 26, 45, 24, 18, 18, 20, 22, 58, 12, 56, 17, 16, 18, 39, 27, 3, 16, 7, 65, 58, 68, 28, 14, 28, 19, 4, 13, 18, 10, 31, 16, 18, 18, 18, 5, 23, 28, 31, 21, 35, 25, 19, 10, 51, 11, 30, 11, 28, 11, 6, 45, 29, 29, 16, 12, 62, 14, 24, 39, 42, 26, 28, 43, 68, 46, 18, 58, 4, 23, 5, 17, 19, 65, 30, 18, 38, 9, 29, 26, 29, 46, 68, 29, 41, 33, 6, 91, 39, 21, 17, 36, 52, 20, 82, 5, 20, 20, 29, 20, 5, 6, 24, 38, 4, 50, 15, 12, 21, 30, 38, 37, 23, 16, 29, 20, 47, 21, 5, 14, 73, 47, 53, 37, 4, 24, 27, 19, 44, 21, 19, 37, 11, 39, 23, 19, 6, 28, 9, 29, 63, 21, 10, 22, 24, 38, 21, 24, 17, 41, 87, 32, 29, 24, 17, 16, 15, 45, 8, 18, 19, 53, 64, 21, 10, 12, 9, 10, 44, 32, 21, 10, 5, 26, 18, 16, 9, 3, 31, 56, 19, 30, 11, 8, 50, 24, 48, 39, 25, 36, 37, 22, 36, 60, 21, 21, 42, 24, 29, 11, 30, 67, 24, 17, 28, 40, 10, 19, 32, 25, 58, 38, 18, 12, 58, 20, 22, 37, 10, 54, 6, 19, 4, 30, 8, 66, 31, 12, 21, 20, 22, 16, 19, 22, 24, 53, 32, 19, 17, 40, 18, 52, 16, 5, 50, 21, 26, 23, 4, 50, 17, 21, 20, 49, 24, 33, 53, 9, 55, 9, 18, 15, 6, 18, 65, 20, 10, 23, 19, 25, 12, 36, 16, 17, 21, 19, 7, 17, 42, 10, 39, 22, 59, 41, 25, 20, 73, 4, 10, 23, 19, 19, 22, 21, 5, 42, 10, 24, 57, 19, 21, 39, 17, 60, 20, 28, 23, 22, 16, 69, 20, 20, 21, 73, 44, 28, 7, 17, 17, 13, 28, 11, 5, 20, 33, 34, 39, 22, 18, 26, 27, 66, 19, 9, 12, 9, 23, 49, 57, 31, 23, 17, 29, 5, 6, 12, 36, 33, 6, 13, 35, 31, 21, 16, 20, 10, 40, 8, 20, 8, 25, 25, 35, 14, 22, 15, 4, 13, 22, 54, 22, 59, 30, 16, 38, 9, 7, 9, 7, 30, 33, 19, 6, 17, 12, 10, 4, 31, 17, 32, 21, 10, 22, 18, 4, 21, 71, 51, 25, 23, 47, 24, 6, 7, 5, 30, 28, 35, 38, 18, 8, 37, 38, 18, 32, 29, 14, 18, 7, 21, 21, 22, 20, 30, 60, 18, 15, 21, 11, 13, 5, 18, 30, 18, 8, 53, 10, 19, 32, 8, 9, 18, 65, 46, 8, 12, 21, 15, 29, 23, 10, 36, 33, 19, 44, 20, 17, 9, 7, 38, 43, 16, 19, 17, 15, 21, 7, 18, 59, 7, 12, 25, 25, 7, 16, 21, 19, 39, 40, 109, 20, 31, 31, 35, 29, 24, 21, 42, 19, 19, 8, 8, 27, 37, 23, 58, 25, 38, 52, 9, 24, 46, 9, 20, 31, 52, 35, 28, 7, 89, 28, 32, 25, 31, 34, 21, 5, 10, 15, 23, 35, 28, 46, 7, 31, 30, 8, 22, 16, 13, 12, 20, 5, 16, 9, 23, 42, 30, 31, 28, 36, 19, 16, 18, 13, 46, 26, 10, 8, 7, 19, 15, 4, 33, 23, 25, 5, 12, 6, 24, 10, 24, 50, 15, 49, 20, 21, 5, 4, 52, 17, 22, 12, 6, 30, 59, 27, 21, 7, 79, 12, 18, 17, 25, 7, 15, 28, 39, 23, 5, 27, 42, 26, 46, 21, 35, 21, 22, 10, 4, 12, 26, 25, 25, 4, 15, 25, 24, 47, 20, 36, 21, 4, 64, 13, 30, 21, 5, 17, 21, 16, 34, 51, 50, 54, 16, 27, 16, 5, 15, 6, 38, 18, 33, 22, 32, 23, 5, 31, 25, 47, 5, 7, 17, 9, 35, 21, 10, 12, 20, 28, 19, 11, 6, 16, 29, 28, 26, 19, 32, 30, 20, 41, 13, 11, 17, 51, 11, 21, 21, 30, 20, 22, 40, 23, 5, 19, 18, 55, 19, 5, 21, 28, 5, 25, 25, 7, 16, 20, 5, 17, 21, 12, 42, 23, 16, 32, 24, 21, 18, 25, 26, 4, 16, 19, 21, 8, 37, 11, 20, 10, 14, 14, 4, 36, 26, 37, 15, 5, 43, 37, 23, 28, 16, 45, 26, 5, 19, 22, 52, 18, 7, 9, 17, 37, 47, 11, 24, 25, 22, 17, 22, 36, 21, 28, 30, 41, 53, 57, 44, 28, 7, 22, 23, 16, 19, 48, 16, 38, 8, 18, 12, 26, 55, 15, 4, 25, 17, 29, 36, 26, 16, 5, 25, 16, 8, 13, 12, 4, 16, 32, 25, 16, 36, 16, 17, 10, 25, 8, 37, 8, 9, 6, 11, 60, 23, 18, 17, 24, 72, 9, 7, 27, 29, 12, 46, 40, 6, 6, 13, 9, 27, 40, 5, 10, 13, 38, 32, 16, 15, 7, 19, 26, 32, 8, 22, 17, 7, 5, 16, 16, 35, 25, 24, 7, 19, 36, 40, 24, 19, 15, 23, 34, 7, 22, 22, 14, 29, 7, 13, 31, 21, 32, 9, 43, 34, 43, 80, 10, 9, 57, 20, 7, 36, 20, 21, 25, 46, 23, 30, 17, 43, 17, 6, 23, 20, 21, 16, 17, 47, 43, 19, 27, 41, 43, 24, 38, 21, 23, 12, 29, 31, 45, 80, 26, 24, 21, 32, 62, 27, 27, 8, 29, 22, 21, 30, 32, 25, 75, 12, 7, 27, 18, 18, 23, 30, 24, 30, 9, 44, 28, 22, 23, 62, 43, 5, 39, 30, 8, 28, 8, 46, 4, 5, 6, 13, 6, 12, 6, 21, 24, 25, 17, 8, 101, 76, 22, 28, 17, 35, 28, 33, 23, 31, 26, 11, 32, 49, 42, 21, 64, 17, 22, 21, 21, 18, 30, 43, 21, 17, 19, 26, 54, 7, 16, 5, 26, 43, 39, 21, 13, 5, 20, 8, 31, 39, 19, 37, 22, 61, 26, 9, 12, 22, 20, 11, 7, 27, 25, 7, 10, 25, 8, 6, 27, 8, 72, 4, 26, 28, 22, 41, 5, 8, 17, 6, 5, 7, 32, 10, 70, 17, 31, 18, 56, 6, 15, 20, 15, 15, 82, 23, 23, 8, 41, 31, 14, 6, 29, 36, 27, 39, 18, 6, 8, 8, 13, 5, 19, 16, 26, 49, 17, 16, 11, 13, 65, 7, 18, 7, 49, 5, 20, 43, 24, 35, 56, 24, 6, 6, 14, 61, 30, 45, 24, 17, 47, 53, 19, 39, 16, 9, 6, 28, 32, 23, 53, 5, 53, 53, 5, 28, 7, 6, 19, 47, 10, 26, 64, 8, 60, 69, 9, 24, 29, 60, 24, 47, 24, 4, 6, 50, 38, 14, 34, 21, 4, 23, 19, 41, 6, 6, 29, 30, 7, 20, 31, 10, 11, 16, 37, 31, 5, 69, 35, 20, 9, 7, 27, 18, 22, 7, 22, 21, 23, 19, 29, 16, 29, 6, 10, 9, 4, 19, 5, 18, 32, 27, 18, 8, 14, 15, 21, 23, 21, 51, 18, 39, 14, 31, 23, 23, 13, 34, 51, 14, 32, 37, 84, 29, 7, 19, 22, 24, 14, 21, 26, 10, 41, 7, 22, 4, 29, 6, 20, 25, 20, 22, 4, 12, 26, 32, 22, 24, 16, 7, 18, 67, 65, 4, 40, 19, 56, 7, 6, 22, 32, 18, 8, 43, 18, 25, 17, 27, 34, 13, 21, 20, 22, 12, 10, 44, 17, 7, 24, 29, 21, 8, 10, 31, 17, 18, 70, 10, 26, 31, 23, 28, 24, 7, 36, 19, 7, 26, 57, 12, 9, 18, 36, 6, 22, 25, 31, 36, 45, 7, 4, 12, 16, 22, 21, 42, 6, 19, 53, 24, 29, 13, 29, 24, 10, 29, 27, 59, 16, 8, 21, 11, 35, 12, 16, 22, 7, 13, 37, 34, 23, 8, 18, 32, 18, 20, 22, 20, 17, 12, 21, 40, 38, 36, 73, 23, 13, 21, 18, 13, 31, 4, 22, 34, 8, 46, 29, 20, 20, 7, 13, 39, 16, 18, 31, 24, 19, 51, 18, 9, 16, 65, 15, 53, 34, 29, 32, 6, 6, 26, 30, 23, 39, 10, 12, 15, 6, 28, 33, 58, 90, 17, 32, 5, 21, 27, 11, 19, 38, 21, 18, 17, 18, 6, 19, 58, 15, 24, 14, 20, 6, 48, 23, 6, 11, 8, 18, 22, 18, 43, 29, 28, 43, 27, 54, 39, 5, 58, 16, 33, 22, 18, 33, 35, 48, 25, 25, 13, 45, 23, 24, 34, 7, 11, 24, 6, 21, 25, 24, 7, 17, 46, 19, 66, 14, 30, 33, 46, 54, 34, 11, 22, 26, 50, 8, 7, 7, 33, 32, 38, 28, 43, 25, 28, 24, 19, 17, 46, 15, 4, 58, 21, 38, 9, 47, 13, 21, 9, 39, 27, 18, 13, 16, 37, 22, 11, 26, 38, 12, 19, 44, 21, 17, 17, 18, 16, 47, 21, 7, 20, 21, 6, 18, 39, 17, 9, 20, 22, 17, 62, 12, 16, 17, 37, 54, 22, 21, 20, 25, 48, 17, 18, 51, 20, 12, 56, 23, 30, 11, 21, 13, 52, 36, 21, 7, 26, 14, 14, 34, 33, 27, 31, 36, 21, 42, 23, 8, 22, 25, 7, 29, 46, 31, 45, 49, 35, 4, 13, 7, 24, 21, 23, 7, 7, 47, 5, 35, 16, 26, 14, 27, 6, 75, 38, 18, 6, 11, 78, 6, 30, 21, 7, 23, 10, 11, 23, 15, 30, 22, 16, 23, 35, 28, 39, 39, 19, 41, 19, 22, 30, 17, 9, 31, 16, 16, 10, 57, 55, 5, 23, 18, 5, 5, 32, 27, 21, 30, 17, 45, 21, 4, 48, 63, 28, 10, 38, 6, 7, 16, 17, 5, 39, 21, 6, 31, 16, 4, 37, 52, 18, 24, 34, 43, 72, 20, 39, 33, 8, 19, 41, 16, 21, 19, 25, 32, 19, 9, 19, 6, 8, 24, 31, 30, 31, 14, 8, 4, 34, 14, 49, 32, 30, 20, 30, 24, 17, 16, 41, 26, 3, 32, 27, 4, 63, 38, 30, 18, 32, 18, 20, 46, 55, 18, 35, 32, 13, 27, 19, 25, 16, 34, 40, 17, 34, 28, 52, 33, 51, 18, 62, 43, 5, 54, 6, 39, 21, 34, 34, 19, 19, 29, 20, 23, 10, 28, 24, 20, 72, 18, 43, 23, 12, 16, 19, 36, 7, 27, 37, 24, 37, 54, 26, 78, 47, 38, 8, 20, 10, 20, 48, 7, 47, 12, 18, 14, 49, 24, 37, 47, 5, 55, 4, 22, 5, 61, 18, 9, 12, 39, 52, 64, 4, 12, 52, 45, 26, 9, 12, 14, 11, 13, 27, 18, 34, 59, 5, 17, 24, 9, 51, 24, 10, 40, 19, 28, 30, 17, 8, 10, 17, 44, 15, 17, 5, 48, 6, 62, 26, 17, 19, 24, 23, 6, 35, 15, 31, 47, 20, 23, 69, 6, 30, 73, 33, 17, 16, 5, 20, 20, 5, 9, 7, 19, 22, 43, 7, 7, 32, 8, 29, 25, 6, 92, 5, 29, 34, 68, 20, 7, 36, 61, 30, 32, 29, 21, 24, 25, 67, 21, 68, 29, 20, 17, 13, 20, 18, 51, 5, 47, 4, 17, 6, 6, 5, 23, 21, 21, 16, 17, 30, 31, 9, 7, 41, 7, 17, 19, 26, 21, 37, 59, 17, 17, 23, 18, 18, 7, 21, 78, 31, 21, 31, 9, 34, 25, 22, 5, 41, 24, 29, 8, 4, 15, 25, 17, 11, 8, 37, 77, 5, 28, 42, 26, 17, 48, 8, 88, 30, 5, 72, 19, 14, 29, 50, 22, 18, 16, 36, 25, 60, 22, 22, 43, 64, 6, 28, 18, 5, 8, 22, 27, 25, 16, 42, 5, 20, 29, 23, 21, 32, 23, 15, 50, 24, 43, 4, 54, 36, 20, 39, 22, 39, 22, 20, 7, 4, 9, 19, 20, 20, 28, 19, 7, 38, 13, 10, 9, 38, 27, 14, 24, 22, 29, 6, 27, 21, 21, 25, 7, 30, 4, 20, 40, 29, 6, 31, 23, 17, 52, 78, 13, 42, 13, 30, 6, 27, 23, 16, 19, 21, 31, 24, 7, 6, 7, 4, 24, 37, 12, 29, 7, 23, 27, 22, 36, 51, 20, 75, 10, 23, 32, 33, 28, 72, 41, 25, 17, 6, 15, 28, 25, 37, 6, 105, 31, 20, 18, 16, 47, 18, 15, 21, 34, 28, 33, 23, 7, 46, 5, 8, 73, 12, 23, 14, 69, 5, 19, 30, 18, 27, 45, 30, 25, 18, 5, 17, 32, 11, 8, 19, 35, 33, 24, 42, 6, 30, 46, 6, 8, 5, 17, 11, 5, 14, 9, 12, 17, 66, 11, 20, 4, 30, 24, 27, 11, 72, 7, 51, 23, 17, 68, 17, 15, 18, 43, 33, 46, 21, 16, 31, 20, 11, 12, 32, 71, 39, 12, 27, 25, 17, 22, 28, 9, 25, 9, 25, 29, 45, 67, 34, 26, 9, 14, 24, 16, 16, 33, 21, 33, 13, 43, 42, 22, 6, 4, 18, 21, 14, 17, 21, 16, 70, 23, 28, 8, 26, 25, 20, 59, 6, 27, 23, 18, 34, 41, 35, 19, 46, 7, 12, 22, 29, 16, 4, 20, 16, 8, 38, 26, 20, 28, 49, 21, 5, 24, 38, 20, 50, 28, 5, 17, 12, 16, 10, 6, 16, 47, 30, 12, 45, 15, 19, 6, 27, 20, 26, 8, 7, 22, 33, 8, 24, 20, 27, 18, 30, 38, 9, 35, 18, 18, 30, 42, 8, 41, 5, 32, 61, 27, 8, 50, 7, 5, 8, 5, 27, 21, 23, 21, 14, 31, 19, 23, 45, 33, 19, 24, 11, 26, 6, 21, 23, 6, 15, 23, 16, 17, 10, 4, 6, 32, 8, 12, 48, 53, 7, 21, 8, 17, 35, 23, 22, 7, 13, 7, 31, 20, 26, 6, 21, 4, 18, 34, 6, 8, 5, 43, 26, 37, 6, 28, 15, 5, 5, 9, 9, 12, 21, 36, 4, 9, 41, 26, 18, 36, 16, 54, 6, 14, 15, 5, 29, 22, 8, 31, 26, 18, 30, 42, 7, 27, 24, 9, 12, 6, 5, 11, 14, 30, 29, 17, 12, 6, 8, 16, 28, 63, 18, 6, 31, 4, 9, 8, 7, 57, 8, 8, 4, 8, 30, 9, 9, 31, 44, 21, 21, 10, 24, 20, 35, 53, 19, 8, 9, 70, 22, 9, 4, 73, 52, 5, 27, 20, 20, 45, 54, 4, 38, 48, 11, 30, 36, 5, 27, 17, 8, 26, 45, 13, 22, 37, 28, 18, 46, 68, 9, 5, 35, 41, 17, 10, 6, 11, 19, 5, 22, 22, 8, 25, 19, 20, 4, 21, 7, 14, 28, 54, 12, 16, 6, 44, 19, 22, 34, 51, 82, 79, 6, 45, 12, 10, 19, 19, 31, 13, 14, 27, 19, 46, 21, 9, 7, 22, 9, 17, 24, 15, 29, 24, 29, 6, 35, 6, 5, 33, 6, 44, 6, 11, 19, 5, 85, 33, 29, 26, 15, 12, 25, 30, 21, 20, 47, 19, 26, 14, 5, 29, 20, 36, 18, 24, 13, 17, 22, 7, 50, 60, 16, 20, 25, 23, 20, 18, 33, 21, 135, 17, 18, 12, 28, 19, 9, 18, 26, 8, 21, 17, 24, 20, 36, 27, 23, 66, 22, 18, 26, 22, 38, 28, 17, 18, 5, 38, 6, 20, 11, 12, 34, 38, 32, 42, 11, 51, 24, 24, 29, 14, 16, 22, 8, 23, 20, 4, 38, 29, 21, 15, 34, 32, 28, 24, 7, 20, 20, 51, 7, 42, 21, 6, 43, 27, 18, 5, 31, 5, 22, 47, 41, 4, 10, 52, 53, 7, 51, 50, 10, 39, 29, 16, 16, 36, 26, 48, 8, 32, 33, 65, 30, 8, 34, 32, 70, 28, 26, 18, 18, 25, 19, 4, 26, 23, 7, 33, 48, 7, 20, 13, 43, 20, 23, 32, 74, 63, 4, 26, 6, 26, 17, 20, 36, 5, 7, 12, 65, 24, 19, 22, 39, 10, 9, 15, 17, 4, 19, 20, 8, 7, 40, 7, 20, 60, 59, 28, 20, 33, 83, 6, 28, 32, 19, 12, 25, 6, 32, 35, 11, 7, 23, 24, 22, 22, 21, 7, 27, 6, 46, 6, 16, 9, 35, 29, 24, 34, 55, 16, 24, 9, 7, 77, 17, 17, 51, 26, 7, 20, 15, 22, 28, 22, 7, 92, 9, 34, 12, 23, 7, 28, 20, 15, 6, 4, 11, 16, 26, 42, 42, 6, 28, 3, 23, 18, 31, 8, 12, 7, 26, 39, 24, 7, 16, 11, 33, 7, 10, 18, 71, 41, 20, 40, 28, 56, 17, 18, 6, 39, 22, 8, 39, 34, 55, 26, 23, 28, 40, 18, 7, 42, 35, 25, 71, 20, 17, 23, 26, 47, 58, 36, 43, 26, 18, 28, 58, 6, 15, 4, 37, 20, 26, 17, 82, 11, 29, 417, 30, 24, 19, 29, 16, 51, 18, 22, 36, 26, 42, 19, 48, 59, 24, 5, 23, 35, 10, 25, 18, 4, 22, 41, 8, 29, 47, 26, 54, 5, 18, 14, 14, 24, 11, 37, 21, 19, 32, 7, 43, 11, 8, 5, 25, 31, 19, 17, 21, 40, 33, 31, 14, 22, 42, 80, 19, 24, 42, 30, 18, 16, 12, 34, 7, 16, 64, 20, 21, 21, 7, 17, 13, 34, 25, 17, 7, 16, 31, 4, 28, 12, 24, 14, 6, 10, 12, 23, 25, 4, 83, 25, 29, 7, 53, 31, 22, 10, 40, 22, 39, 13, 49, 28, 14, 33, 58, 21, 30, 5, 6, 17, 18, 34, 28, 15, 5, 27, 42, 53, 16, 16, 38, 22, 8, 8, 18, 6, 50, 10, 27, 7, 26, 48, 12, 52, 37, 8, 25, 85, 16, 26, 9, 26, 35, 54, 9, 35, 17, 33, 41, 28, 34, 45, 36, 23, 22, 21, 23, 12, 5, 21, 29, 12, 41, 8, 23, 37, 23, 43, 6, 29, 24, 4, 48, 32, 79, 6, 61, 19, 35, 18, 20, 18, 13, 14, 46, 67, 46, 40, 10, 8, 15, 29, 22, 26, 12, 47, 21, 16, 16, 8, 16, 13, 54, 33, 19, 9, 13, 37, 20, 18, 26, 4, 19, 23, 26, 20, 17, 23, 10, 32, 20, 46, 8, 67, 26, 56, 9, 22, 5, 10, 43, 20, 6, 32, 8, 9, 5, 21, 7, 6, 15, 51, 25, 4, 34, 34, 22, 37, 19, 50, 5, 26, 9, 26, 69, 28, 23, 10, 27, 55, 6, 26, 4, 20, 10, 20, 10, 15, 16, 15, 34, 15, 13, 37, 19, 20, 19, 29, 47, 18, 22, 8, 37, 6, 36, 39, 16, 18, 25, 62, 22, 18, 7, 4, 5, 25, 4, 5, 25, 29, 6, 4, 27, 8, 26, 33, 23, 30, 39, 17, 7, 25, 17, 37, 20, 48, 26, 71, 28, 18, 7, 6, 23, 6, 40, 4, 16, 20, 12, 26, 34, 5, 52, 15, 10, 20, 16, 4, 36, 27, 16, 22, 6, 26, 24, 27, 18, 25, 27, 45, 23, 61, 28, 18, 47, 24, 34, 16, 34, 6, 17, 4, 41, 5, 21, 59, 22, 20, 40, 33, 26, 35, 33, 34, 6, 16, 18, 32, 11, 5, 25, 33, 7, 34, 22, 30, 8, 47, 17, 7, 20, 7, 8, 16, 19, 29, 7, 25, 25, 41, 10, 23, 56, 18, 48, 17, 20, 16, 29, 52, 101, 12, 6, 18, 8, 19, 47, 22, 46, 6, 26, 38, 31, 20, 50, 21, 9, 25, 33, 9, 20, 16, 9, 6, 22, 22, 17, 22, 37, 20, 9, 19, 24, 59, 65, 32, 8, 23, 17, 14, 21, 45, 26, 16, 26, 20, 27, 4, 18, 20, 18, 18, 29, 7, 38, 51, 31, 10, 12, 9, 6, 5, 18, 20, 4, 4, 4, 9, 42, 7, 39, 6, 5, 37, 8, 25, 18, 22, 9, 18, 21, 6, 18, 16, 20, 9, 22, 82, 56, 20, 31, 38, 7, 53, 21, 30, 26, 11, 20, 5, 23, 36, 37, 22, 19, 23, 36, 19, 22, 42, 37, 17, 18, 19, 52, 27, 30, 24, 37, 22, 55, 25, 5, 25, 21, 11, 17, 13, 7, 27, 26, 22, 6, 33, 19, 6, 26, 24, 19, 62, 24, 37, 8, 8, 28, 60, 23, 20, 25, 9, 9, 19, 24, 12, 6, 19, 14, 3, 5, 15, 19, 16, 18, 17, 6, 18, 11, 12, 31, 18, 71, 35, 10, 30, 18, 44, 30, 23, 21, 21, 20, 30, 3, 20, 32, 12, 32, 28, 34, 20, 12, 34, 19, 7, 44, 54, 7, 17, 23, 8, 75, 19, 29, 42, 24, 4, 6, 18, 16, 20, 20, 6, 18, 39, 5, 6, 21, 36, 39, 25, 33, 6, 8, 21, 4, 26, 4, 28, 27, 12, 23, 7, 36, 18, 39, 9, 19, 18, 9, 29, 46, 40, 10, 46, 30, 17, 8, 4, 17, 9, 7, 31, 24, 10, 23, 19, 8, 29, 5, 31, 21, 19, 35, 21, 29, 50, 19, 18, 39, 8, 15, 16, 8, 18, 30, 5, 27, 16, 10, 18, 27, 20, 8, 25, 26, 24, 39, 14, 5, 23, 27, 25, 24, 6, 25, 7, 38, 22, 29, 21, 14, 11, 23, 17, 63, 20, 18, 51, 18, 31, 4, 6, 29, 37, 41, 33, 8, 25, 31, 64, 18, 5, 14, 36, 8, 19, 25, 10, 6, 31, 40, 7, 6, 35, 20, 19, 23, 58, 12, 10, 38, 22, 28, 31, 15, 33, 5, 25, 12, 5, 20, 32, 21, 5, 7, 14, 14, 29, 17, 53, 6, 30, 32, 21, 23, 5, 18, 23, 7, 23, 17, 17, 14, 26, 28, 42, 28, 24, 28, 29, 17, 15, 4, 22, 10, 10, 26, 6, 9, 18, 7, 9, 38, 17, 27, 28, 15, 47, 45, 9, 22, 15, 34, 82, 25, 8, 4, 57, 16, 27, 51, 24, 9, 38, 14, 62, 16, 6, 6, 22, 12, 21, 28, 8, 26, 7, 9, 28, 16, 21, 47, 22, 29, 43, 18, 64, 35, 59, 20, 30, 25, 9, 17, 11, 9, 8, 5, 41, 27, 18, 22, 27, 22, 16, 17, 9, 5, 20, 6, 9, 44, 18, 8, 35, 27, 11, 18, 55, 39, 8, 17, 5, 4, 32, 13, 20, 22, 15, 4, 11, 23, 5, 17, 30, 9, 24, 11, 9, 18, 5, 57, 5, 18, 5, 15, 15, 23, 36, 7, 5, 54, 11, 20, 43, 25, 31, 32, 11, 24, 18, 62, 18, 15, 26, 8, 69, 5, 39, 13, 13, 13, 7, 32, 21, 25, 28, 19, 8, 19, 38, 8, 28, 18, 55, 13, 49, 46, 13, 48, 53, 16, 36, 6, 38, 20, 8, 51, 18, 23, 19, 9, 10, 22, 43, 19, 26, 5, 19, 60, 18, 23, 56, 52, 22, 52, 36, 22, 18, 25, 20, 28, 12, 67, 42, 36, 29, 18, 58, 10, 24, 49, 25, 39, 6, 30, 25, 26, 25, 8, 29, 34, 35, 37, 17, 29, 5, 46, 11, 20, 4, 4, 25, 24, 19, 9, 24, 4, 12, 36, 24, 15, 31, 7, 31, 29, 50, 7, 35, 25, 38, 21, 31, 24, 63, 27, 41, 92, 26, 17, 25, 37, 6, 18, 5, 45, 23, 18, 61, 8, 20, 9, 27, 17, 9, 10, 33, 14, 23, 45, 36, 37, 60, 10, 21, 25, 9, 52, 25, 38, 20, 25, 25, 7, 57, 8, 10, 18, 30, 48, 18, 31, 4, 22, 9, 6, 5, 24, 27, 5, 43, 8, 7, 20, 48, 31, 40, 8, 17, 33, 14, 9, 30, 41, 14, 37, 5, 63, 10, 16, 22, 5, 20, 6, 18, 27, 8, 18, 19, 5, 47, 6, 35, 7, 72, 29, 19, 6, 36, 21, 23, 16, 23, 72, 24, 18, 22, 68, 21, 28, 8, 18, 33, 22, 16, 17, 29, 42, 43, 38, 9, 15, 9, 14, 49, 11, 14, 4, 6, 44, 19, 42, 17, 16, 30, 8, 9, 22, 20, 13, 26, 14, 63, 38, 26, 19, 16, 12, 66, 27, 25, 23, 18, 16, 21, 21, 5, 17, 38, 39, 49, 4, 22, 33, 30, 20, 19, 6, 19, 44, 18, 38, 88, 16, 10, 34, 29, 19, 44, 27, 29, 38, 26, 38, 24, 16, 8, 5, 17, 33, 5, 38, 17, 69, 8, 25, 21, 31, 26, 39, 13, 37, 27, 36, 34, 27, 14, 24, 36, 16, 25, 5, 24, 29, 45, 36, 27, 23, 60, 9, 27, 20, 38, 23, 26, 5, 28, 13, 45, 17, 19, 8, 19, 32, 15, 40, 5, 29, 11, 28, 12, 5, 23, 4, 16, 52, 26, 17, 13, 18, 10, 27, 16, 6, 28, 5, 46, 97, 20, 66, 16, 42, 15, 21, 21, 6, 50, 64, 27, 19, 70, 27, 26, 28, 30, 7, 8, 6, 3, 35, 24, 48, 26, 6, 20, 15, 8, 22, 33, 7, 24, 27, 160, 28, 15, 6, 31, 17, 36, 68, 11, 21, 38, 19, 44, 18, 21, 4, 61, 9, 62, 40, 13, 42, 27, 16, 48, 34, 28, 41, 17, 25, 22, 8, 26, 27, 46, 19, 7, 19, 11, 39, 18, 57, 15, 39, 44, 24, 33, 22, 19, 51, 17, 21, 5, 62, 24, 10, 30, 25, 26, 29, 26, 30, 8, 22, 28, 30, 20, 27, 31, 17, 21, 13, 6, 35, 22, 51, 4, 32, 25, 36, 30, 29, 57, 9, 40, 44, 21, 22, 51, 12, 18, 8, 33, 4, 6, 47, 49, 20, 6, 27, 23, 18, 21, 22, 40, 16, 4, 17, 28, 22, 15, 41, 13, 13, 55, 45, 24, 95, 27, 15, 14, 55, 28, 7, 35, 31, 5, 15, 21, 20, 13, 27, 22, 5, 30, 34, 19, 21, 21, 3, 72, 27, 33, 12, 9, 9, 59, 13, 51, 27, 85, 33, 7, 57, 6, 26, 73, 26, 8, 9, 29, 28, 20, 20, 20, 34, 42, 61, 64, 80, 24, 24, 4, 28, 30, 5, 26, 12, 38, 23, 29, 38, 9, 36, 27, 26, 30, 5, 18, 5, 18, 90, 9, 26, 18, 32, 31, 5, 62, 30, 17, 30, 66, 6, 10, 21, 5, 22, 8, 9, 29, 8, 45, 32, 4, 6, 10, 10, 8, 6, 5, 17, 4, 15, 8, 81, 16, 18, 31, 16, 17, 7, 81, 7, 19, 16, 47, 18, 19, 22, 15, 25, 16, 28, 23, 18, 28, 15, 31, 28, 54, 32, 50, 77, 16, 34, 9, 10, 23, 37, 30, 34, 12, 7, 25, 46, 11, 7, 11, 36, 10, 7, 24, 8, 19, 6, 5, 19, 16, 26, 36, 12, 23, 8, 15, 31, 38, 27, 12, 8, 16, 7, 6, 54, 26, 26, 23, 12, 24, 34, 44, 33, 24, 33, 15, 6, 50, 6, 20, 50, 34, 6, 5, 6, 68, 9, 18, 13, 30, 50, 9, 7, 35, 4, 36, 41, 43, 18, 8, 26, 41, 15, 16, 24, 37, 20, 5, 12, 18, 4, 39, 18, 42, 34, 36, 23, 13, 36, 6, 14, 23, 40, 15, 73, 9, 15, 38, 19, 18, 6, 6, 32, 16, 55, 35, 21, 4, 32, 33, 32, 4, 9, 17, 43, 24, 21, 27, 31, 32, 7, 28, 11, 8, 20, 18, 35, 19, 24, 24, 20, 30, 17, 28, 35, 24, 14, 24, 9, 45, 8, 7, 30, 19, 23, 14, 29, 21, 5, 35, 40, 47, 29, 49, 20, 27, 36, 5, 27, 8, 20, 5, 19, 25, 30, 35, 7, 49, 4, 14, 38, 29, 54, 20, 30, 28, 17, 39, 39, 65, 15, 83, 12, 4, 13, 56, 56, 39, 24, 27, 14, 26, 23, 18, 28, 15, 18, 44, 10, 19, 23, 49, 30, 17, 23, 49, 26, 21, 25, 32, 19, 26, 26, 27, 20, 36, 15, 62, 6, 40, 22, 55, 24, 6, 28, 23, 7, 7, 18, 25, 21, 48, 17, 38, 46, 25, 33, 41, 21, 17, 23, 20, 6, 27, 38, 12, 49, 37, 6, 8, 23, 16, 31, 26, 8, 26, 7, 26, 5, 16, 22, 20, 25, 4, 7, 17, 31, 30, 44, 44, 33, 21, 54, 56, 14, 30, 19, 33, 19, 5, 45, 12, 22, 20, 34, 11, 18, 32, 50, 34, 31, 20, 5, 22, 32, 30, 18, 6, 56, 34, 60, 14, 24, 28, 22, 17, 53, 42, 28, 4, 23, 22, 21, 29, 23, 18, 7, 55, 77, 27, 23, 17, 5, 18, 20, 20, 17, 21, 73, 16, 17, 4, 8, 27, 10, 9, 3, 14, 64, 8, 54, 23, 25, 20, 30, 17, 13, 24, 60, 19, 19, 23, 5, 24, 49, 21, 18, 16, 16, 22, 12, 5, 12, 13, 16, 31, 42, 12, 21, 5, 6, 24, 33, 39, 30, 31, 17, 9, 20, 41, 7, 48, 5, 28, 24, 16, 18, 36, 22, 19, 9, 15, 19, 19, 17, 34, 6, 5, 24, 17, 40, 24, 23, 4, 7, 16, 21, 18, 9, 36, 6, 7, 30, 5, 18, 19, 22, 25, 4, 4, 5, 18, 25, 13, 23, 20, 73, 18, 12, 17, 45, 21, 27, 25, 43, 7, 21, 7, 73, 37, 23, 7, 31, 66, 43, 42, 6, 33, 13, 31, 23, 38, 20, 5, 40, 21, 20, 30, 9, 24, 4, 32, 16, 6, 23, 34, 40, 22, 12, 51, 7, 7, 18, 14, 15, 6, 21, 27, 25, 30, 61, 13, 20, 4, 41, 8, 30, 5, 9, 5, 24, 7, 28, 23, 22, 12, 11, 5, 44, 12, 19, 4, 33, 22, 12, 46, 17, 18, 20, 39, 47, 35, 21, 8, 47, 37, 20, 22, 7, 30, 13, 9, 7, 36, 4, 17, 10, 7, 9, 20, 22, 16, 17, 18, 32, 37, 9, 33, 33, 62, 4, 37, 18, 23, 7, 8, 16, 8, 17, 37, 29, 9, 22, 32, 6, 11, 36, 67, 41, 15, 35, 16, 30, 26, 24, 44, 28, 22, 7, 7, 4, 34, 16, 41, 5, 37, 20, 16, 19, 20, 66, 44, 7, 20, 10, 11, 27, 4, 40, 28, 16, 70, 24, 27, 7, 20, 30, 38, 6, 7, 62, 28, 52, 13, 15, 8, 33, 23, 29, 19, 28, 3, 31, 8, 25, 5, 17, 26, 47, 18, 52, 11, 23, 16, 37, 60, 22, 6, 41, 61, 28, 4, 28, 5, 28, 40, 29, 26, 36, 25, 16, 26, 33, 8, 6, 20, 20, 19, 18, 4, 19, 36, 23, 8, 17, 49, 36, 36, 6, 47, 15, 4, 10, 28, 14, 17, 75, 20, 28, 25, 30, 14, 24, 9, 18, 5, 30, 29, 25, 7, 23, 16, 16, 15, 20, 23, 38, 17, 21, 15, 81, 24, 6, 23, 44, 30, 11, 17, 48, 31, 31, 10, 11, 9, 32, 32, 16, 28, 16, 7, 16, 16, 32, 24, 40, 23, 29, 11, 5, 8, 50, 10, 43, 6, 57, 6, 61, 25, 5, 39, 25, 54, 28, 5, 7, 23, 15, 20, 19, 43, 32, 6, 21, 17, 29, 32, 27, 18, 22, 7, 81, 52, 11, 9, 23, 24, 26, 54, 22, 20, 46, 45, 45, 9, 50, 31, 10, 32, 70, 6, 24, 18, 10, 8, 17, 26, 22, 32, 37, 27, 26, 10, 27, 32, 19, 48, 27, 48, 27, 15, 33, 78, 21, 22, 27, 11, 12, 45, 38, 18, 16, 14, 6, 6, 11, 11, 37, 30, 61, 16, 13, 22, 5, 33, 5, 10, 13, 39, 36, 55, 22, 16, 18, 13, 25, 18, 72, 6, 16, 37, 47, 10, 8, 15, 29, 16, 27, 18, 9, 27, 26, 17, 11, 17, 17, 16, 65, 21, 4, 20, 6, 5, 4, 33, 10, 25, 19, 16, 8, 13, 26, 20, 13, 35, 11, 14, 17, 7, 17, 59, 5, 50, 21, 45, 6, 15, 44, 18, 16, 7, 30, 8, 20, 17, 4, 23, 16, 40, 43, 8, 46, 22, 73, 34, 55, 8, 79, 23, 19, 4, 26, 18, 38, 27, 11, 17, 10, 47, 7, 9, 26, 29, 31, 22, 29, 23, 13, 25, 9, 69, 21, 28, 6, 23, 52, 12, 42, 22, 15, 19, 13, 12, 7, 21, 25, 19, 59, 22, 22, 26, 29, 6, 17, 26, 33, 20, 30, 19, 22, 12, 26, 18, 19, 43, 7, 34, 52, 21, 24, 26, 42, 26, 76, 12, 22, 17, 20, 9, 25, 7, 7, 16, 8, 4, 46, 30, 53, 8, 6, 17, 5, 9, 15, 13, 38, 28, 11, 8, 31, 11, 35, 77, 30, 22, 36, 17, 27, 4, 31, 30, 10, 8, 6, 42, 23, 42, 17, 9, 4, 12, 13, 19, 36, 29, 33, 28, 49, 19, 18, 10, 17, 5, 26, 13, 42, 30, 19, 34, 42, 39, 36, 19, 29, 27, 37, 41, 11, 37, 6, 37, 22, 24, 10, 5, 20, 19, 38, 35, 26, 20, 20, 84, 22, 28, 18, 4, 20, 5, 22, 30, 6, 21, 35, 47, 83, 21, 20, 15, 30, 23, 34, 15, 56, 25, 5, 11, 45, 46, 14, 25, 27, 6, 4, 40, 30, 39, 9, 17, 26, 13, 30, 5, 20, 35, 5, 11, 25, 20, 10, 10, 13, 19, 23, 27, 11, 11, 22, 7, 18, 17, 6, 24, 18, 20, 36, 8, 12, 23, 23, 12, 43, 16, 23, 20, 19, 19, 63, 6, 16, 15, 17, 20, 27, 24, 28, 54, 29, 46, 54, 30, 31, 23, 38, 23, 17, 33, 20, 21, 22, 7, 39, 4, 18, 17, 26, 33, 43, 34, 10, 21, 24, 19, 22, 53, 10, 30, 63, 12, 29, 5, 21, 5, 26, 4, 37, 35, 26, 18, 57, 9, 9, 39, 24, 8, 29, 11, 19, 18, 25, 20, 19, 16, 34, 36, 48, 12, 16, 16, 33, 6, 18, 6, 17, 15, 9, 44, 35, 21, 18, 22, 33, 31, 21, 20, 30, 5, 17, 11, 11, 15, 34, 44, 28, 23, 30, 4, 45, 71, 32, 5, 8, 72, 14, 62, 8, 23, 46, 11, 7, 21, 52, 13, 23, 32, 27, 37, 24, 23, 29, 13, 22, 63, 30, 28, 4, 18, 39, 49, 9, 50, 41, 27, 5, 16, 10, 6, 37, 7, 22, 19, 25, 34, 8, 56, 25, 16, 33, 19, 37, 10, 70, 21, 7, 6, 28, 4, 28, 9, 22, 36, 34, 63, 21, 18, 33, 78, 25, 16, 40, 26, 27, 8, 10, 24, 55, 70, 83, 36, 19, 4, 28, 28, 7, 71, 26, 9, 29, 28, 47, 28, 41, 12, 14, 24, 11, 22, 50, 9, 50, 87, 5, 5, 19, 6, 83, 12, 26, 26, 5, 71, 18, 12, 38, 43, 50, 29, 9, 19, 5, 16, 20, 19, 8, 7, 14, 27, 5, 21, 29, 16, 11, 25, 48, 12, 34, 28, 4, 16, 9, 44, 6, 26, 19, 9, 6, 56, 24, 30, 27, 28, 30, 28, 26, 25, 17, 4, 50, 19, 24, 22, 21, 18, 51, 8, 21, 8, 57, 24, 57, 16, 17, 47, 5, 5, 24, 17, 26, 18, 33, 8, 6, 37, 61, 22, 22, 18, 7, 24, 33, 24, 53, 10, 30, 19, 17, 22, 10, 31, 28, 25, 10, 33, 18, 23, 5, 32, 4, 66, 20, 8, 4, 19, 7, 62, 21, 23, 11, 5, 53, 10, 50, 23, 5, 8, 20, 68, 38, 60, 14, 25, 18, 8, 55, 20, 6, 32, 16, 6, 3, 5, 11, 10, 18, 20, 5, 48, 25, 13, 25, 19, 32, 21, 20, 20, 11, 21, 22, 28, 38, 20, 25, 24, 23, 18, 26, 27, 47, 7, 30, 36, 8, 33, 18, 60, 6, 20, 23, 15, 4, 6, 16, 17, 30, 21, 23, 23, 75, 28, 34, 19, 34, 14, 7, 33, 28, 35, 10, 4, 18, 4, 23, 20, 27, 56, 17, 84, 16, 21, 43, 19, 5, 21, 28, 24, 38, 27, 33, 16, 5, 20, 22, 25, 77, 16, 5, 31, 22, 5, 8, 18, 9, 12, 27, 23, 19, 20, 6, 65, 27, 16, 8, 25, 9, 18, 27, 34, 17, 18, 26, 9, 9, 32, 40, 4, 19, 25, 19, 17, 32, 20, 24, 20, 23, 8, 36, 79, 84, 34, 4, 19, 20, 27, 8, 52, 27, 19, 16, 55, 38, 6, 22, 79, 35, 13, 6, 35, 30, 29, 37, 27, 44, 58, 61, 13, 22, 48, 44, 3, 25, 8, 5, 5, 26, 30, 22, 29, 9, 21, 5, 35, 105, 32, 18, 29, 27, 15, 18, 36, 39, 26, 44, 5, 17, 14, 6, 42, 15, 10, 28, 17, 6, 50, 45, 54, 26, 6, 8, 27, 21, 21, 5, 72, 4, 7, 20, 24, 13, 27, 7, 54, 48, 26, 28, 28, 14, 24, 19, 17, 30, 27, 4, 14, 32, 24, 8, 16, 28, 17, 5, 3, 27, 27, 5, 6, 21, 17, 18, 25, 4, 36, 8, 22, 17, 34, 19, 9, 26, 55, 8, 21, 7, 4, 5, 27, 57, 6, 27, 79, 23, 53, 26, 23, 7, 40, 20, 39, 17, 16, 8, 34, 5, 36, 32, 12, 16, 25, 8, 20, 39, 39, 10, 29, 76, 29, 16, 6, 19, 39, 4, 21, 15, 7, 22, 17, 42, 5, 51, 10, 17, 28, 41, 11, 8, 13, 40, 13, 16, 21, 29, 15, 32, 140, 40, 18, 19, 11, 14, 20, 38, 28, 10, 36, 23, 6, 36, 9, 33, 12, 5, 6, 24, 31, 28, 31, 28, 10, 65, 28, 10, 8, 20, 29, 18, 9, 24, 14, 25, 9, 36, 23, 24, 21, 21, 37, 7, 48, 36, 8, 45, 5, 45, 23, 5, 7, 38, 16, 38, 17, 8, 14, 48, 12, 22, 49, 33, 27, 26, 26, 32, 12, 22, 22, 8, 12, 19, 44, 65, 7, 12, 23, 54, 12, 22, 12, 30, 25, 22, 46, 22, 18, 49, 16, 15, 7, 12, 24, 38, 24, 20, 29, 21, 9, 25, 8, 11, 33, 4, 31, 31, 47, 23, 13, 22, 56, 12, 6, 30, 7, 29, 42, 27, 25, 38, 20, 44, 12, 9, 5, 5, 14, 38, 24, 7, 20, 12, 19, 19, 7, 23, 26, 10, 49, 4, 15, 32, 26, 8, 19, 48, 22, 23, 20, 16, 18, 12, 27, 56, 6, 53, 8, 33, 31, 9, 16, 16, 39, 11, 18, 62, 27, 40, 54, 38, 7, 17, 56, 28, 4, 45, 38, 59, 10, 21, 30, 13, 17, 8, 15, 19, 42, 18, 20, 13, 18, 16, 26, 31, 14, 59, 18, 10, 34, 45, 18, 26, 15, 22, 18, 14, 16, 36, 8, 20, 14, 68, 25, 5, 20, 10, 28, 16, 16, 20, 15, 16, 73, 8, 18, 34, 36, 18, 16, 27, 35, 11, 30, 63, 20, 71, 10, 26, 46, 13, 28, 36, 30, 42, 47, 9, 18, 3, 8, 5, 30, 27, 22, 20, 84, 7, 49, 8, 36, 5, 21, 4, 53, 8, 27, 50, 17, 7, 36, 6, 19, 6, 77, 21, 6, 7, 19, 9, 4, 12, 48, 18, 15, 22, 43, 18, 6, 55, 26, 27, 7, 50, 45, 22, 22, 18, 19, 34, 8, 14, 27, 36, 18, 20, 43, 34, 20, 19, 28, 6, 13, 4, 20, 69, 28, 23, 20, 21, 15, 27, 26, 18, 28, 20, 23, 4, 16, 45, 26, 46, 6, 19, 8, 6, 7, 4, 17, 21, 24, 10, 5, 55, 16, 10, 26, 17, 5, 16, 44, 6, 15, 31, 13, 59, 26, 6, 12, 8, 25, 26, 33, 23, 40, 17, 7, 37, 23, 31, 6, 23, 32, 7, 8, 22, 9, 24, 8, 57, 15, 9, 35, 36, 5, 32, 52, 6, 25, 32, 11, 88, 34, 15, 46, 17, 11, 16, 19, 55, 31, 26, 10, 14, 21, 51, 4, 10, 18, 35, 81, 11, 6, 16, 18, 18, 20, 23, 27, 7, 5, 23, 19, 18, 20, 20, 10, 21, 20, 58, 47, 9, 13, 21, 28, 4, 38, 17, 38, 30, 32, 20, 28, 6, 12, 38, 26, 23, 19, 24, 19, 30, 15, 6, 14, 18, 35, 7, 34, 25, 18, 25, 63, 29, 9, 35, 8, 17, 74, 8, 30, 16, 4, 23, 61, 38, 17, 23, 6, 22, 47, 20, 31, 17, 12, 18, 29, 32, 24, 12, 30, 33, 5, 7, 39, 28, 35, 20, 6, 17, 67, 35, 32, 27, 39, 16, 26, 34, 5, 26, 18, 12, 46, 6, 41, 7, 15, 6, 16, 27, 14, 11, 31, 19, 15, 9, 23, 38, 6, 27, 33, 23, 19, 42, 17, 13, 40, 10, 41, 74, 48, 63, 18, 38, 25, 21, 56, 22, 66, 62, 28, 50, 24, 17, 60, 13, 22, 7, 13, 49, 18, 12, 85, 50, 19, 16, 9, 37, 41, 52, 62, 20, 5, 7, 19, 35, 40, 12, 22, 20, 19, 17, 20, 44, 19, 34, 71, 20, 32, 19, 22, 17, 45, 9, 23, 5, 7, 27, 21, 52, 16, 29, 22, 26, 38, 42, 43, 10, 28, 16, 73, 22, 20, 6, 36, 23, 4, 4, 25, 43, 21, 14, 6, 17, 55, 35, 20, 18, 21, 5, 29, 18, 16, 40, 22, 29, 4, 36, 39, 9, 24, 60, 18, 6, 27, 19, 45, 33, 18, 16, 28, 25, 53, 33, 20, 48, 110, 26, 36, 31, 41, 7, 9, 28, 16, 31, 43, 5, 28, 12, 24, 13, 9, 13, 5, 29, 21, 23, 52, 6, 32, 8, 28, 11, 9, 36, 15, 21, 32, 47, 16, 9, 4, 21, 24, 27, 42, 28, 8, 56, 32, 18, 15, 17, 16, 58, 63, 27, 36, 8, 12, 24, 30, 38, 35, 27, 19, 7, 12, 20, 27, 6, 52, 18, 18, 34, 18, 6, 25, 44, 5, 46, 11, 42, 41, 38, 11, 47, 49, 63, 66, 6, 25, 30, 13, 30, 11, 54, 28, 8, 36, 17, 28, 4, 41, 6, 9, 5, 34, 25, 36, 4, 17, 35, 5, 12, 24, 5, 10, 10, 17, 9, 24, 11, 14, 6, 64, 43, 41, 26, 25, 21, 53, 19, 26, 33, 5, 5, 6, 26, 7, 11, 17, 23, 16, 47, 31, 4, 17, 24, 6, 3, 23, 24, 34, 18, 73, 47, 21, 14, 19, 15, 26, 19, 32, 66, 36, 17, 18, 38, 14, 20, 46, 11, 19, 5, 55, 64, 46, 25, 10, 7, 49, 39, 60, 4, 23, 36, 20, 23, 15, 8, 23, 57, 42, 69, 49, 21, 5, 41, 10, 5, 29, 45, 31, 18, 33, 26, 80, 8, 13, 80, 31, 21, 10, 17, 14, 27, 26, 31, 22, 5, 9, 10, 26, 44, 36, 25, 41, 35, 16, 18, 22, 28, 16, 6, 22, 26, 15, 25, 18, 31, 16, 21, 23, 26, 56, 25, 75, 35, 14, 10, 24, 12, 31, 8, 19, 12, 13, 8, 16, 5, 33, 62, 7, 15, 28, 42, 28, 7, 30, 31, 35, 6, 23, 16, 20, 25, 43, 25, 60, 23, 26, 37, 17, 42, 26, 15, 17, 15, 44, 24, 38, 27, 19, 30, 28, 30, 29, 28, 26, 29, 21, 18, 40, 11, 80, 4, 8, 7, 77, 51, 26, 17, 8, 14, 25, 22, 19, 46, 10, 10, 19, 11, 5, 28, 10, 11, 38, 6, 6, 32, 45, 51, 20, 45, 10, 10, 34, 29, 12, 13, 6, 20, 13, 21, 5, 11, 39, 15, 16, 44, 22, 17, 9, 9, 27, 44, 70, 26, 6, 18, 23, 15, 10, 47, 41, 65, 49, 7, 17, 21, 9, 30, 43, 40, 15, 31, 38, 23, 29, 58, 4, 7, 28, 16, 43, 18, 31, 76, 30, 13, 24, 9, 3, 43, 27, 7, 14, 22, 44, 17, 34, 5, 42, 9, 13, 25, 20, 25, 13, 29, 38, 7, 12, 37, 21, 24, 38, 10, 8, 25, 10, 20, 8, 16, 35, 24, 35, 21, 29, 16, 10, 36, 23, 18, 23, 24, 16, 13, 39, 12, 28, 20, 53, 47, 38, 27, 5, 15, 29, 5, 25, 21, 58, 32, 20, 81, 32, 59, 4, 33, 22, 25, 65, 5, 5, 24, 10, 10, 11, 7, 10, 17, 37, 5, 17, 41, 22, 26, 38, 35, 52, 15, 6, 54, 54, 23, 23, 5, 16, 17, 19, 32, 22, 10, 26, 19, 23, 9, 20, 41, 16, 39, 51, 33, 23, 6, 49, 4, 54, 16, 9, 43, 49, 7, 26, 66, 49, 42, 18, 33, 47, 9, 21, 33, 6, 48, 20, 22, 22, 25, 27, 6, 22, 40, 10, 15, 15, 42, 28, 20, 8, 31, 26, 14, 43, 14, 21, 13, 46, 27, 24, 26, 21, 26, 24, 76, 6, 18, 6, 8, 21, 5, 11, 18, 53, 23, 55, 23, 40, 44, 25, 24, 45, 56, 19, 35, 26, 11, 17, 10, 57, 17, 16, 69, 76, 6, 7, 17, 13, 5, 16, 33, 69, 21, 30, 28, 33, 4, 20, 48, 62, 21, 25, 18, 8, 21, 7, 17, 27, 5, 74, 52, 46, 38, 48, 19, 50, 30, 20, 5, 8, 24, 9, 21, 13, 40, 16, 36, 21, 18, 33, 13, 10, 4, 39, 42, 7, 8, 66, 8, 26, 12, 4, 41, 21, 34, 23, 50, 30, 6, 31, 11, 30, 11, 23, 8, 13, 20, 24, 18, 7, 20, 29, 9, 17, 43, 11, 25, 24, 24, 18, 18, 83, 9, 11, 6, 56, 19, 23, 24, 10, 17, 46, 25, 45, 4, 41, 37, 25, 59, 26, 30, 47, 39, 19, 4, 18, 49, 5, 52, 40, 4, 27, 51, 18, 4, 38, 28, 11, 75, 5, 43, 29, 14, 24, 10, 41, 32, 14, 5, 12, 11, 37, 26, 14, 47, 36, 29, 4, 60, 23, 9, 26, 28, 32, 26, 63, 26, 33, 4, 29, 19, 7, 13, 20, 27, 46, 4, 22, 19, 31, 19, 11, 26, 18, 29, 15, 9, 67, 16, 32, 11, 63, 25, 32, 21, 55, 5, 24, 8, 19, 31, 18, 21, 8, 4, 50, 8, 17, 5, 4, 25, 5, 40, 16, 23, 36, 20, 5, 6, 5, 8, 53, 25, 6, 4, 9, 8, 8, 9, 8, 22, 38, 48, 23, 14, 35, 17, 4, 12, 20, 21, 23, 52, 5, 45, 6, 20, 24, 64, 5, 24, 65, 19, 22, 25, 32, 28, 6, 9, 27, 7, 6, 33, 15, 22, 50, 27, 31, 20, 21, 41, 34, 12, 11, 18, 38, 17, 28, 9, 33, 24, 15, 39, 22, 10, 25, 17, 17, 11, 31, 5, 27, 14, 54, 11, 21, 17, 17, 12, 22, 26, 22, 71, 20, 7, 29, 7, 14, 74, 21, 28, 33, 19, 17, 39, 34, 37, 20, 68, 6, 18, 17, 65, 40, 32, 48, 19, 33, 4, 26, 30, 5, 39, 38, 26, 33, 34, 13, 32, 38, 25, 27, 7, 10, 26, 18, 5, 25, 6, 20, 17, 60, 10, 6, 29, 35, 18, 16, 30, 49, 36, 37, 22, 9, 20, 5, 37, 6, 20, 19, 28, 22, 9, 20, 26, 39, 17, 27, 18, 6, 32, 38, 6, 12, 9, 38, 13, 52, 52, 6, 29, 21, 7, 18, 4, 31, 22, 18, 27, 19, 22, 9, 5, 45, 40, 14, 18, 24, 38, 16, 5, 18, 22, 28, 4, 60, 23, 6, 39, 15, 30, 10, 41, 26, 38, 8, 48, 4, 17, 35, 91, 9, 40, 24, 5, 26, 24, 43, 56, 45, 59, 8, 17, 46, 53, 34, 5, 22, 21, 59, 8, 23, 8, 6, 37, 20, 38, 24, 36, 7, 32, 26, 16, 58, 22, 13, 49, 23, 24, 38, 22, 24, 5, 20, 7, 19, 10, 24, 22, 17, 23, 57, 38, 41, 73, 15, 7, 28, 34, 18, 17, 6, 29, 17, 29, 72, 39, 5, 44, 28, 10, 12, 10, 44, 17, 9, 17, 13, 27, 78, 23, 32, 57, 115, 13, 36, 11, 23, 20, 24, 26, 11, 16, 10, 23, 26, 28, 19, 31, 11, 37, 11, 14, 40, 6, 18, 26, 5, 24, 7, 47, 16, 19, 16, 22, 49, 6, 6, 12, 57, 30, 54, 18, 17, 28, 7, 4, 56, 16, 10, 17, 96, 45, 19, 12, 72, 21, 19, 21, 6, 26, 17, 4, 28, 23, 6, 37, 28, 18, 18, 41, 32, 19, 43, 29, 18, 12, 22, 29, 42, 4, 44, 7, 29, 35, 19, 17, 7, 5, 26, 8, 53, 28, 8, 19, 19, 60, 9, 41, 32, 13, 19, 29, 12, 22, 50, 25, 18, 26, 7, 6, 25, 63, 30, 28, 25, 47, 33, 10, 21, 20, 32, 6, 35, 18, 18, 43, 26, 14, 20, 22, 71, 26, 26, 18, 25, 19, 6, 29, 9, 8, 34, 22, 4, 12, 8, 24, 10, 24, 17, 27, 50, 8, 24, 9, 5, 5, 5, 32, 25, 37, 6, 43, 50, 18, 25, 38, 17, 20, 43, 27, 19, 22, 8, 43, 27, 31, 29, 5, 43, 42, 27, 18, 5, 26, 6, 17, 37, 20, 6, 8, 61, 10, 27, 8, 23, 30, 35, 25, 5, 43, 21, 20, 29, 4, 25, 46, 52, 21, 25, 16, 21, 11, 71, 7, 15, 64, 18, 37, 38, 20, 52, 8, 26, 24, 26, 81, 38, 20, 7, 7, 8, 21, 14, 35, 28, 27, 10, 48, 11, 30, 41, 7, 20, 76, 19, 22, 21, 6, 32, 21, 35, 42, 5, 7, 9, 52, 20, 17, 27, 42, 27, 42, 30, 11, 26, 4, 76, 6, 22, 4, 35, 27, 64, 28, 19, 23, 41, 6, 4, 24, 13, 62, 60, 9, 24, 47, 37, 16, 39, 67, 4, 22, 24, 18, 20, 61, 6, 13, 7, 37, 33, 17, 6, 26, 15, 8, 23, 5, 29, 41, 7, 20, 24, 19, 76, 43, 8, 23, 20, 25, 31, 30, 5, 8, 61, 3, 9, 39, 15, 23, 9, 14, 6, 10, 8, 51, 19, 25, 7, 7, 39, 6, 21, 6, 67, 43, 22, 27, 29, 4, 24, 59, 23, 6, 23, 25, 11, 60, 9, 39, 32, 21, 7, 24, 8, 4, 34, 25, 21, 90, 9, 9, 22, 6, 23, 69, 12, 23, 35, 40, 11, 72, 38, 26, 24, 36, 26, 35, 57, 31, 38, 33, 22, 28, 35, 5, 25, 19, 28, 31, 10, 41, 11, 76, 35, 23, 11, 27, 13, 43, 23, 11, 34, 23, 28, 20, 27, 23, 17, 30, 9, 44, 7, 26, 35, 19, 41, 38, 26, 31, 25, 34, 34, 30, 16, 29, 8, 9, 20, 19, 25, 40, 7, 9, 16, 32, 43, 23, 10, 10, 23, 25, 21, 38, 32, 5, 17, 12, 10, 25, 54, 9, 64, 12, 31, 18, 21, 29, 23, 28, 8, 21, 34, 34, 19, 13, 5, 17, 59, 31, 27, 24, 15, 42, 58, 28, 37, 25, 31, 17, 42, 30, 17, 38, 23, 6, 7, 47, 34, 9, 21, 26, 7, 6, 14, 32, 45, 37, 5, 53, 5, 5, 22, 43, 32, 21, 13, 11, 39, 5, 18, 17, 40, 20, 40, 18, 9, 4, 42, 24, 6, 6, 27, 20, 17, 12, 16, 19, 21, 43, 8, 31, 16, 21, 12, 14, 23, 39, 17, 37, 20, 9, 16, 28, 11, 31, 23, 10, 8, 16, 24, 29, 29, 9, 27, 25, 5, 20, 27, 10, 5, 4, 36, 44, 10, 32, 23, 8, 34, 53, 8, 49, 51, 40, 33, 6, 22, 7, 20, 13, 39, 10, 8, 5, 17, 7, 6, 19, 31, 30, 21, 31, 31, 39, 4, 36, 23, 29, 54, 18, 40, 26, 29, 40, 23, 18, 22, 35, 24, 26, 26, 59, 8, 9, 16, 24, 7, 18, 10, 55, 48, 27, 27, 19, 7, 17, 26, 22, 56, 22, 6, 9, 20, 30, 40, 24, 7, 31, 39, 7, 40, 24, 20, 20, 15, 6, 12, 46, 24, 35, 13, 10, 42, 32, 41, 26, 34, 5, 5, 41, 10, 41, 3, 17, 29, 23, 23, 15, 50, 88, 8, 15, 16, 4, 21, 7, 34, 11, 59, 28, 24, 18, 25, 6, 31, 26, 10, 26, 53, 19, 4, 42, 19, 5, 33, 18, 42, 31, 13, 29, 9, 68, 10, 19, 36, 18, 7, 18, 50, 26, 19, 30, 8, 28, 34, 7, 17, 20, 12, 43, 39, 18, 31, 23, 44, 27, 20, 33, 23, 13, 36, 69, 25, 13, 33, 34, 47, 17, 24, 29, 15, 23, 18, 8, 30, 7, 31, 7, 24, 14, 19, 23, 77, 34, 14, 33, 6, 6, 14, 21, 19, 9, 43, 87, 30, 8, 29, 7, 36, 61, 5, 10, 8, 13, 34, 7, 5, 18, 19, 14, 7, 7, 54, 24, 18, 21, 11, 35, 6, 17, 62, 51, 13, 5, 52, 97, 38, 42, 46, 29, 16, 17, 26, 37, 17, 14, 8, 42, 37, 28, 18, 11, 46, 35, 29, 5, 30, 9, 34, 21, 16, 55, 30, 7, 18, 18, 15, 17, 19, 17, 35, 26, 8, 28, 77, 8, 6, 41, 12, 47, 54, 39, 31, 17, 7, 16, 28, 9, 37, 7, 22, 9, 18, 15, 8, 5, 20, 8, 16, 5, 49, 19, 30, 52, 27, 6, 6, 8, 22, 66, 31, 38, 21, 15, 18, 25, 10, 45, 17, 13, 12, 4, 21, 11, 10, 7, 6, 4, 47, 10, 59, 27, 18, 71, 17, 15, 24, 7, 9, 17, 13, 21, 22, 28, 29, 7, 55, 31, 12, 7, 16, 46, 9, 73, 30, 18, 16, 13, 36, 7, 23, 8, 16, 19, 19, 58, 50, 21, 22, 40, 31, 5, 57, 9, 38, 20, 19, 14, 5, 20, 47, 9, 19, 27, 16, 11, 13, 20, 18, 31, 7, 17, 50, 23, 23, 36, 9, 10, 26, 28, 5, 12, 18, 13, 28, 8, 24, 64, 8, 7, 48, 73, 15, 25, 13, 27, 38, 13, 35, 52, 18, 21, 61, 23, 76, 25, 45, 9, 6, 20, 23, 23, 15, 8, 39, 27, 17, 29, 30, 18, 10, 27, 37, 10, 27, 19, 8, 47, 22, 41, 7, 23, 8, 5, 25, 22, 63, 9, 10, 20, 51, 17, 6, 22, 37, 72, 22, 31, 11, 31, 9, 18, 29, 56, 12, 26, 52, 62, 20, 8, 12, 10, 60, 19, 23, 27, 31, 69, 29, 24, 6, 18, 14, 24, 6, 10, 5, 14, 28, 15, 10, 25, 24, 18, 21, 39, 12, 47, 19, 5, 45, 11, 26, 23, 38, 58, 5, 34, 55, 18, 7, 22, 33, 31, 19, 9, 16, 17, 17, 21, 16, 41, 7, 11, 17, 8, 35, 43, 5, 4, 33, 21, 34, 15, 18, 25, 14, 28, 13, 22, 15, 32, 8, 6, 18, 49, 46, 7, 7, 20, 31, 11, 8, 18, 41, 18, 22, 8, 29, 40, 69, 18, 16, 38, 27, 7, 16, 15, 28, 14, 14, 8, 12, 18, 27, 16, 18, 22, 11, 18, 18, 7, 27, 5, 32, 44, 30, 4, 19, 22, 26, 22, 20, 4, 7, 23, 27, 80, 25, 4, 26, 18, 8, 19, 27, 31, 8, 20, 17, 54, 21, 9, 6, 29, 17, 20, 48, 15, 10, 19, 71, 23, 34, 51, 66, 6, 71, 6, 32, 10, 13, 17, 8, 50, 36, 22, 16, 24, 6, 21, 23, 27, 19, 40, 4, 19, 5, 15, 50, 38, 4, 16, 18, 18, 24, 18, 25, 27, 37, 52, 20, 8, 39, 26, 26, 27, 7, 24, 25, 35, 20, 26, 25, 21, 10, 19, 22, 39, 10, 38, 31, 34, 6, 28, 13, 44, 20, 23, 20, 17, 21, 8, 50, 30, 8, 15, 19, 29, 20, 26, 10, 17, 9, 24, 32, 32, 4, 26, 49, 22, 19, 9, 16, 9, 22, 9, 21, 17, 30, 15, 14, 31, 22, 21, 44, 24, 15, 9, 22, 41, 4, 23, 18, 53, 21, 4, 6, 49, 18, 5, 6, 8, 19, 20, 5, 25, 12, 46, 8, 3, 10, 8, 27, 78, 6, 11, 13, 20, 42, 51, 8, 17, 7, 83, 19, 19, 4, 18, 63, 32, 5, 17, 16, 23, 17, 30, 19, 14, 58, 25, 16, 29, 9, 24, 8, 16, 59, 17, 12, 31, 9, 11, 41, 8, 40, 9, 18, 18, 24, 15, 26, 47, 12, 31, 18, 19, 33, 50, 9, 48, 4, 14, 53, 17, 29, 9, 18, 14, 15, 13, 39, 29, 108, 9, 12, 8, 22, 30, 44, 27, 20, 17, 22, 14, 9, 53, 13, 34, 23, 21, 20, 20, 20, 5, 24, 31, 13, 51, 17, 19, 30, 16, 19, 64, 20, 5, 25, 29, 16, 23, 59, 20, 18, 11, 18, 19, 17, 8, 43, 9, 17, 22, 3, 17, 20, 16, 9, 10, 29, 18, 23, 70, 17, 36, 25, 6, 9, 22, 21, 6, 50, 18, 18, 21, 28, 21, 26, 39, 23, 51, 14, 11, 13, 41, 6, 26, 31, 10, 35, 44, 16, 7, 11, 8, 9, 19, 9, 4, 13, 65, 20, 30, 10, 33, 19, 28, 20, 18, 28, 35, 21, 29, 4, 7, 15, 24, 17, 21, 32, 8, 23, 29, 34, 24, 18, 19, 8, 13, 34, 64, 26, 8, 13, 21, 26, 24, 14, 14, 58, 39, 27, 18, 31, 49, 15, 53, 28, 33, 28, 27, 33, 28, 85, 35, 42, 11, 56, 14, 27, 6, 5, 14, 9, 70, 12, 25, 13, 7, 43, 11, 27, 18, 36, 6, 24, 68, 4, 20, 23, 23, 43, 19, 33, 32, 14, 51, 29, 25, 41, 19, 31, 22, 29, 18, 20, 40, 29, 51, 18, 25, 23, 38, 28, 37, 39, 7, 23, 20, 19, 25, 36, 21, 29, 29, 23, 31, 26, 24, 80, 26, 9, 57, 24, 26, 36, 20, 20, 8, 9, 17, 25, 21, 32, 4, 21, 25, 12, 50, 67, 18, 9, 21, 50, 44, 33, 20, 20, 33, 17, 26, 18, 11, 52, 24, 11, 18, 53, 11, 19, 48, 25, 5, 15, 25, 11, 20, 41, 42, 21, 38, 45, 5, 13, 12, 16, 7, 53, 12, 21, 23, 26, 44, 21, 24, 16, 20, 28, 79, 30, 25, 15, 22, 20, 36, 5, 43, 20, 31, 9, 17, 7, 22, 41, 19, 19, 19, 8, 21, 59, 37, 9, 3, 16, 35, 21, 19, 27, 45, 15, 29, 6, 40, 26, 26, 25, 6, 23, 30, 27, 6, 18, 11, 24, 19, 28, 18, 29, 21, 17, 28, 15, 11, 13, 34, 9, 3, 22, 24, 6, 28, 40, 4, 17, 20, 8, 11, 39, 10, 33, 19, 64, 47, 4, 28, 28, 18, 5, 9, 5, 6, 38, 25, 43, 12, 11, 27, 7, 18, 29, 37, 8, 68, 35, 18, 24, 39, 12, 12, 15, 21, 19, 25, 16, 10, 23, 35, 18, 13, 33, 27, 10, 43, 6, 20, 15, 36, 17, 5, 8, 20, 6, 41, 17, 20, 46, 38, 21, 10, 10, 27, 9, 18, 17, 27, 15, 22, 33, 21, 15, 61, 15, 40, 23, 14, 43, 9, 49, 8, 8, 19, 30, 18, 18, 36, 15, 8, 31, 19, 37, 37, 29, 35, 38, 8, 10, 26, 49, 43, 21, 3, 56, 9, 5, 5, 24, 21, 4, 30, 7, 25, 46, 43, 71, 72, 19, 20, 34, 65, 5, 12, 18, 24, 38, 7, 14, 6, 16, 46, 5, 5, 27, 18, 28, 7, 35, 30, 6, 18, 77, 4, 14, 7, 22, 8, 23, 25, 4, 53, 48, 17, 36, 22, 26, 16, 18, 8, 39, 30, 17, 39, 28, 15, 30, 16, 35, 15, 14, 16, 23, 8, 40, 6, 4, 44, 5, 18, 21, 18, 36, 17, 27, 4, 17, 22, 63, 44, 11, 15, 51, 9, 42, 5, 21, 28, 16, 26, 18, 28, 18, 35, 52, 41, 17, 7, 66, 12, 43, 77, 56, 7, 36, 24, 46, 6, 18, 10, 34, 28, 19, 21, 20, 9, 22, 11, 5, 9, 66, 8, 5, 24, 26, 5, 21, 20, 16, 9, 15, 36, 18, 24, 23, 9, 8, 17, 31, 32, 20, 25, 20, 31, 60, 23, 56, 54, 29, 54, 20, 21, 17, 74, 18, 30, 19, 31, 18, 9, 59, 11, 44, 20, 7, 27, 33, 7, 35, 26, 19, 25, 28, 30, 28, 17, 8, 32, 47, 20, 19, 16, 24, 10, 17, 9, 8, 13, 25, 29, 15, 34, 4, 7, 12, 16, 15, 11, 15, 16, 17, 18, 69, 28, 5, 45, 8, 8, 14, 17, 66, 12, 7, 5, 28, 32, 41, 29, 12, 41, 19, 69, 21, 19, 19, 5, 16, 16, 36, 9, 13, 27, 18, 20, 26, 4, 42, 26, 19, 34, 55, 32, 31, 55, 19, 29, 23, 8, 4, 8, 15, 47, 31, 38, 18, 33, 21, 25, 23, 13, 32, 4, 5, 18, 6, 8, 30, 29, 27, 33, 51, 11, 25, 18, 6, 17, 8, 11, 21, 23, 6, 21, 20, 21, 26, 21, 51, 5, 62, 19, 11, 11, 25, 7, 32, 41, 23, 24, 35, 15, 5, 21, 46, 12, 5, 19, 18, 5, 15, 6, 4, 27, 36, 34, 14, 26, 31, 17, 24, 18, 43, 24, 23, 25, 10, 22, 4, 13, 35, 53, 26, 27, 35, 9, 8, 57, 25, 28, 24, 17, 53, 13, 26, 8, 18, 26, 11, 64, 48, 24, 6, 16, 26, 39, 34, 47, 7, 38, 50, 5, 16, 26, 27, 23, 27, 5, 23, 19, 7, 39, 19, 35, 54, 5, 50, 32, 4, 6, 35, 17, 31, 25, 36, 32, 25, 11, 22, 18, 14, 26, 10, 32, 6, 45, 21, 36, 13, 36, 22, 51, 30, 18, 62, 10, 6, 8, 72, 17, 21, 31, 14, 19, 48, 18, 31, 25, 40, 48, 28, 28, 34, 38, 60, 7, 49, 9, 24, 18, 24, 10, 32, 18, 29, 23, 34, 26, 20, 31, 32, 49, 37, 39, 15, 4, 24, 67, 5, 15, 5, 25, 30, 14, 51, 4, 44, 10, 9, 14, 38, 21, 21, 10, 22, 17, 32, 11, 23, 12, 12, 28, 21, 4, 17, 35, 7, 26, 36, 15, 8, 46, 44, 80, 8, 41, 38, 24, 24, 31, 5, 45, 26, 25, 25, 32, 5, 20, 32, 30, 21, 28, 21, 24, 28, 9, 26, 10, 17, 18, 24, 18, 17, 46, 4, 24, 41, 18, 41, 45, 19, 42, 15, 14, 78, 20, 16, 36, 19, 8, 22, 69, 69, 28, 75, 22, 22, 8, 17, 40, 18, 9, 29, 42, 17, 56, 74, 20, 16, 33, 5, 20, 20, 31, 17, 21, 37, 32, 9, 19, 19, 16, 25, 10, 26, 27, 7, 15, 16, 18, 75, 20, 21, 34, 14, 5, 8, 33, 5, 8, 54, 5, 13, 8, 52, 20, 20, 41, 25, 17, 14, 8, 32, 11, 36, 30, 18, 26, 17, 9, 61, 10, 35, 24, 26, 7, 75, 53, 20, 33, 7, 81, 7, 17, 18, 52, 34, 14, 8, 23, 61, 20, 14, 24, 41, 24, 54, 39, 12, 5, 34, 5, 71, 10, 14, 20, 36, 34, 31, 27, 49, 80, 65, 50, 23, 9, 23, 38, 11, 21, 25, 39, 5, 17, 60, 18, 24, 44, 21, 24, 5, 17, 17, 18, 30, 7, 3, 22, 48, 17, 7, 7, 63, 12, 20, 21, 27, 11, 34, 48, 16, 28, 29, 30, 9, 54, 31, 9, 39, 24, 34, 37, 23, 56, 30, 54, 68, 9, 21, 7, 14, 88, 13, 24, 12, 10, 21, 7, 14, 10, 23, 23, 27, 21, 15, 39, 24, 19, 21, 49, 25, 65, 50, 19, 11, 12, 17, 26, 27, 11, 12, 20, 81, 71, 33, 8, 8, 21, 29, 22, 47, 7, 19, 58, 18, 23, 16, 13, 6, 22, 19, 47, 7, 18, 27, 33, 11, 12, 21, 4, 25, 7, 73, 27, 41, 9, 3, 8, 17, 40, 20, 24, 40, 10, 9, 7, 18, 29, 27, 9, 5, 84, 22, 30, 11, 65, 46, 18, 32, 5, 17, 12, 33, 25, 15, 41, 32, 42, 9, 25, 39, 28, 25, 5, 34, 7, 46, 22, 24, 18, 19, 23, 60, 24, 5, 22, 27, 25, 15, 21, 4, 17, 58, 62, 19, 17, 13, 27, 7, 12, 34, 20, 4, 23, 39, 7, 6, 12, 25, 5, 10, 35, 7, 21, 56, 17, 40, 9, 44, 40, 21, 6, 27, 20, 27, 75, 20, 12, 27, 17, 21, 18, 33, 33, 45, 29, 34, 75, 7, 16, 29, 7, 36, 12, 20, 42, 28, 5, 6, 12, 11, 4, 60, 51, 68, 5, 44, 45, 9, 7, 50, 41, 23, 28, 5, 7, 5, 30, 25, 12, 43, 6, 11, 18, 88, 6, 19, 14, 33, 19, 36, 5, 6, 6, 42, 6, 9, 38, 27, 18, 52, 8, 5, 16, 4, 22, 31, 16, 33, 29, 20, 27, 34, 19, 65, 18, 19, 39, 20, 24, 22, 31, 24, 51, 6, 51, 32, 24, 43, 7, 16, 15, 16, 43, 4, 8, 21, 24, 6, 29, 21, 24, 25, 8, 7, 35, 29, 17, 18, 11, 18, 22, 32, 60, 50, 29, 6, 42, 5, 23, 27, 33, 24, 8, 15, 59, 38, 33, 29, 50, 22, 37, 20, 13, 23, 17, 20, 7, 67, 9, 17, 14, 31, 16, 21, 10, 31, 46, 24, 7, 61, 8, 14, 23, 11, 7, 20, 42, 24, 9, 16, 17, 7, 5, 5, 4, 23, 12, 20, 68, 18, 34, 8, 27, 31, 28, 11, 24, 20, 7, 9, 13, 17, 8, 50, 28, 24, 31, 59, 23, 20, 30, 35, 34, 17, 38, 6, 26, 29, 18, 32, 19, 96, 4, 8, 58, 18, 16, 24, 7, 18, 24, 18, 44, 30, 16, 8, 19, 5, 56, 22, 5, 21, 66, 24, 17, 6, 22, 10, 24, 23, 12, 4, 22, 39, 18, 70, 59, 15, 49, 5, 4, 8, 28, 20, 19, 7, 22, 14, 6, 4, 19, 15, 50, 32, 10, 20, 24, 95, 51, 17, 12, 29, 5, 9, 15, 25, 20, 35, 5, 25, 6, 17, 11, 35, 14, 42, 50, 22, 5, 18, 35, 5, 32, 32, 29, 45, 25, 17, 14, 11, 28, 22, 20, 15, 20, 6, 21, 17, 18, 7, 24, 30, 21, 23, 22, 17, 17, 29, 4, 33, 21, 21, 22, 17, 21, 61, 25, 29, 24, 16, 37, 20, 16, 18, 8, 20, 17, 42, 7, 20, 23, 9, 35, 59, 58, 9, 18, 12, 12, 4, 20, 11, 30, 42, 7, 23, 22, 38, 43, 11, 21, 34, 4, 36, 59, 19, 70, 23, 35, 6, 24, 26, 44, 20, 18, 7, 17, 12, 22, 31, 20, 7, 17, 64, 51, 23, 32, 19, 17, 5, 25, 40, 26, 47, 13, 29, 11, 75, 21, 32, 3, 38, 19, 20, 23, 8, 23, 5, 32, 18, 24, 29, 6, 7, 7, 7, 56, 19, 36, 22, 10, 20, 36, 19, 78, 56, 5, 27, 46, 57, 66, 10, 22, 56, 54, 17, 18, 19, 30, 48, 38, 28, 11, 10, 12, 29, 10, 50, 57, 14, 11, 72, 15, 10, 24, 26, 5, 23, 21, 9, 11, 8, 96, 26, 31, 22, 12, 21, 10, 26, 64, 45, 19, 59, 25, 34, 24, 8, 25, 13, 29, 68, 47, 12, 26, 18, 17, 17, 43, 8, 25, 6, 8, 24, 27, 23, 24, 9, 6, 23, 44, 5, 34, 28, 64, 6, 28, 23, 4, 15, 21, 40, 40, 17, 25, 21, 27, 28, 21, 28, 30, 24, 24, 41, 25, 14, 8, 20, 17, 29, 17, 23, 52, 8, 34, 27, 21, 5, 11, 15, 31, 30, 17, 5, 16, 22, 53, 18, 33, 6, 17, 4, 10, 100, 38, 27, 46, 11, 22, 65, 47, 37, 40, 18, 23, 21, 105, 18, 25, 5, 7, 54, 27, 9, 27, 22, 35, 56, 20, 34, 51, 17, 6, 17, 17, 53, 32, 4, 6, 13, 5, 32, 18, 34, 25, 13, 10, 48, 21, 27, 43, 23, 20, 7, 8, 17, 18, 23, 17, 26, 24, 20, 7, 5, 10, 23, 4, 83, 35, 13, 24, 45, 15, 45, 44, 21, 18, 7, 7, 7, 10, 17, 39, 32, 27, 40, 11, 20, 4, 9, 28, 28, 35, 99, 27, 54, 5, 19, 6, 11, 7, 59, 7, 6, 7, 10, 61, 7, 32, 43, 18, 17, 21, 20, 30, 64, 9, 8, 11, 31, 19, 26, 11, 7, 6, 20, 21, 45, 34, 13, 4, 67, 35, 20, 20, 23, 24, 21, 6, 19, 11, 23, 22, 31, 37, 29, 18, 19, 7, 18, 4, 5, 25, 14, 26, 65, 19, 8, 72, 8, 19, 17, 22, 6, 27, 5, 53, 18, 19, 46, 8, 18, 6, 64, 7, 35, 35, 41, 21, 18, 39, 45, 34, 21, 22, 27, 18, 77, 32, 10, 20, 26, 11, 10, 15, 13, 20, 15, 13, 17, 38, 11, 53, 57, 20, 40, 32, 30, 6, 6, 13, 19, 43, 30, 38, 34, 16, 78, 41, 73, 69, 22, 57, 16, 29, 18, 22, 26, 6, 17, 21, 40, 19, 28, 25, 29, 15, 27, 25, 9, 22, 16, 12, 8, 22, 38, 22, 18, 8, 10, 8, 4, 8, 56, 6, 8, 10, 17, 43, 28, 17, 31, 27, 11, 20, 26, 36, 21, 5, 18, 10, 26, 22, 10, 10, 23, 16, 27, 16, 13, 5, 70, 4, 24, 13, 42, 10, 54, 34, 32, 31, 19, 47, 17, 14, 36, 26, 35, 19, 18, 7, 19, 42, 51, 26, 5, 30, 60, 19, 14, 6, 24, 22, 17, 22, 41, 46, 19, 38, 28, 54, 34, 72, 11, 28, 5, 17, 5, 5, 29, 49, 77, 24, 24, 10, 24, 6, 34, 29, 13, 16, 56, 15, 22, 12, 21, 18, 18, 34, 16, 12, 8, 67, 17, 28, 18, 21, 33, 38, 34, 20, 36, 10, 4, 6, 7, 20, 23, 40, 28, 18, 42, 15, 36, 53, 43, 10, 5, 14, 26, 39, 11, 24, 6, 20, 54, 67, 19, 19, 5, 50, 19, 57, 25, 21, 53, 7, 43, 5, 8, 48, 23, 39, 58, 23, 24, 24, 19, 18, 18, 22, 15, 17, 21, 4, 7, 23, 27, 18, 11, 20, 18, 7, 8, 18, 22, 9, 7, 20, 10, 64, 14, 7, 36, 4, 34, 30, 48, 12, 5, 28, 5, 22, 11, 24, 21, 26, 20, 6, 24, 43, 10, 21, 4, 13, 14, 7, 40, 16, 35, 72, 75, 49, 31, 26, 24, 67, 30, 23, 6, 25, 11, 58, 10, 11, 37, 27, 24, 18, 26, 36, 29, 29, 37, 9, 27, 45, 22, 6, 21, 9, 30, 24, 30, 17, 18, 6, 22, 7, 32, 9, 73, 28, 19, 6, 10, 18, 18, 5, 25, 12, 20, 6, 35, 34, 6, 37, 12, 26, 20, 5, 26, 28, 47, 20, 10, 8, 39, 12, 17, 11, 6, 7, 25, 13, 32, 39, 22, 6, 54, 18, 24, 52, 22, 40, 13, 4, 52, 17, 37, 21, 49, 7, 36, 20, 18, 10, 19, 4, 24, 25, 12, 34, 5, 5, 22, 10, 41, 5, 24, 31, 24, 5, 11, 16, 7, 7, 30, 41, 86, 58, 32, 22, 8, 18, 18, 17, 26, 18, 34, 5, 6, 9, 25, 18, 23, 20, 6, 26, 9, 23, 22, 19, 27, 9, 8, 36, 51, 7, 26, 35, 4, 25, 30, 13, 35, 51, 5, 21, 21, 31, 32, 49, 18, 35, 8, 35, 4, 5, 36, 18, 33, 38, 15, 11, 57, 10, 25, 22, 21, 66, 26, 30, 17, 52, 18, 8, 67, 39, 9, 8, 19, 23, 26, 18, 24, 31, 31, 19, 18, 21, 5, 20, 27, 11, 25, 42, 6, 12, 20, 18, 36, 25, 32, 13, 12, 5, 30, 9, 21, 14, 123, 22, 33, 34, 21, 7, 9, 10, 15, 17, 52, 6, 52, 16, 20, 62, 16, 50, 23, 48, 17, 39, 34, 44, 6, 59, 24, 60, 17, 4, 22, 20, 31, 45, 8, 38, 10, 46, 5, 10, 20, 8, 22, 26, 20, 8, 20, 13, 27, 28, 21, 31, 26, 49, 81, 4, 21, 32, 41, 31, 27, 21, 5, 43, 24, 38, 34, 6, 9, 17, 6, 6, 31, 32, 20, 34, 18, 63, 68, 29, 28, 22, 5, 58, 24, 43, 8, 8, 13, 8, 30, 58, 17, 11, 28, 26, 35, 18, 68, 24, 4, 7, 14, 24, 18, 14, 51, 44, 22, 17, 36, 16, 24, 26, 26, 22, 27, 6, 6, 38, 29, 26, 22, 30, 31, 41, 5, 10, 28, 18, 22, 5, 34, 20, 33, 25, 60, 21, 17, 21, 13, 15, 15, 30, 29, 26, 39, 28, 26, 37, 18, 10, 21, 70, 16, 21, 19, 25, 67, 10, 22, 24, 18, 18, 44, 42, 10, 19, 4, 21, 7, 9, 50, 19, 34, 7, 33, 9, 22, 22, 10, 4, 15, 16, 7, 46, 14, 8, 12, 35, 6, 18, 18, 15, 15, 4, 8, 22, 15, 39, 23, 46, 25, 21, 26, 11, 23, 49, 29, 26, 16, 33, 21, 7, 30, 21, 9, 6, 7, 21, 28, 13, 37, 47, 9, 64, 4, 5, 10, 4, 65, 39, 4, 26, 16, 10, 19, 9, 18, 4, 6, 23, 24, 37, 17, 32, 81, 43, 18, 9, 7, 38, 18, 34, 19, 22, 9, 5, 50, 4, 22, 6, 21, 35, 13, 21, 8, 29, 21, 33, 22, 51, 8, 32, 16, 28, 15, 18, 20, 28, 6, 14, 30, 30, 21, 29, 22, 6, 7, 8, 13, 7, 22, 37, 29, 19, 8, 7, 26, 7, 20, 20, 44, 15, 23, 13, 35, 11, 49, 29, 15, 14, 74, 25, 7, 34, 38, 19, 34, 8, 8, 23, 4, 88, 39, 15, 33, 32, 34, 20, 23, 9, 19, 4, 90, 6, 5, 45, 38, 22, 27, 19, 35, 5, 29, 23, 9, 9, 17, 16, 10, 47, 48, 36, 21, 21, 36, 17, 6, 26, 32, 54, 13, 20, 18, 55, 13, 41, 20, 8, 50, 21, 9, 9, 21, 27, 8, 15, 8, 37, 5, 10, 69, 16, 24, 9, 74, 7, 41, 36, 24, 34, 8, 9, 6, 50, 11, 17, 19, 17, 25, 79, 48, 16, 9, 25, 18, 31, 16, 28, 28, 45, 30, 8, 11, 35, 20, 17, 61, 10, 30, 25, 5, 8, 75, 9, 12, 22, 28, 33, 29, 39, 75, 35, 21, 18, 5, 37, 40, 22, 33, 41, 21, 45, 20, 5, 12, 5, 25, 42, 36, 20, 18, 9, 19, 70, 17, 19, 23, 19, 4, 60, 47, 7, 12, 18, 42, 7, 7, 33, 9, 18, 12, 25, 33, 62, 22, 27, 19, 70, 29, 16, 6, 27, 36, 42, 60, 7, 18, 43, 55, 17, 26, 19, 9, 43, 36, 31, 30, 26, 26, 18, 19, 17, 24, 8, 33, 28, 10, 17, 25, 7, 31, 36, 59, 9, 45, 20, 7, 17, 33, 21, 5, 36, 33, 14, 20, 15, 23, 52, 31, 16, 26, 32, 28, 41, 12, 5, 15, 47, 11, 5, 5, 33, 31, 6, 20, 6, 23, 29, 36, 33, 25, 53, 16, 23, 44, 23, 13, 4, 51, 25, 16, 25, 46, 17, 9, 49, 19, 12, 53, 65, 40, 31, 13, 7, 9, 19, 6, 15, 47, 7, 9, 29, 55, 37, 41, 15, 26, 13, 30, 20, 36, 24, 26, 16, 15, 5, 72, 46, 18, 29, 19, 29, 37, 29, 12, 16, 5, 61, 20, 20, 11, 17, 60, 19, 14, 38, 22, 58, 27, 27, 13, 21, 19, 6, 39, 5, 27, 25, 21, 21, 47, 61, 8, 9, 16, 10, 42, 29, 33, 5, 14, 21, 27, 18, 31, 26, 63, 67, 9, 6, 41, 13, 30, 18, 17, 19, 67, 16, 5, 53, 7, 20, 8, 34, 47, 18, 15, 53, 6, 37, 18, 22, 32, 7, 7, 23, 22, 10, 26, 17, 26, 46, 16, 17, 20, 29, 44, 36, 34, 23, 10, 36, 7, 9, 21, 17, 19, 31, 4, 26, 5, 27, 19, 18, 5, 44, 29, 24, 28, 25, 46, 46, 6, 29, 16, 56, 14, 11, 12, 4, 46, 7, 9, 6, 19, 7, 28, 20, 27, 14, 8, 7, 23, 32, 12, 5, 11, 19, 27, 30, 15, 23, 20, 56, 46, 26, 20, 38, 34, 34, 17, 28, 18, 17, 27, 17, 27, 38, 12, 10, 20, 4, 48, 12, 48, 19, 42, 32, 21, 22, 62, 44, 23, 28, 18, 21, 11, 36, 19, 6, 18, 6, 22, 56, 7, 56, 14, 31, 75, 48, 7, 25, 15, 8, 54, 7, 8, 19, 37, 6, 8, 19, 36, 17, 18, 16, 15, 19, 32, 36, 24, 16, 56, 27, 14, 25, 37, 34, 19, 18, 28, 54, 29, 20, 20, 75, 30, 46, 36, 28, 39, 14, 31, 45, 7, 31, 39, 23, 5, 6, 24, 36, 6, 28, 26, 27, 31, 8, 6, 22, 16, 47, 19, 24, 32, 17, 16, 20, 13, 35, 10, 12, 27, 60, 18, 49, 17, 80, 9, 36, 37, 34, 42, 22, 37, 12, 4, 16, 11, 19, 21, 66, 4, 26, 26, 9, 42, 9, 65, 31, 5, 6, 6, 14, 40, 18, 5, 8, 17, 17, 17, 47, 5, 31, 22, 12, 59, 7, 12, 60, 15, 49, 49, 26, 8, 25, 46, 17, 21, 28, 10, 10, 4, 25, 38, 18, 8, 16, 75, 21, 26, 37, 6, 11, 19, 19, 25, 23, 19, 10, 27, 35, 32, 57, 15, 29, 21, 36, 34, 32, 23, 18, 13, 8, 22, 21, 23, 5, 15, 20, 6, 38, 27, 35, 19, 45, 12, 6, 8, 20, 23, 13, 26, 27, 32, 27, 35, 21, 24, 42, 5, 18, 14, 10, 4, 16, 5, 17, 29, 12, 22, 21, 125, 4, 21, 21, 19, 6, 20, 7, 23, 42, 22, 49, 15, 23, 17, 32, 7, 13, 19, 38, 18, 4, 27, 26, 5, 86, 18, 7, 39, 9, 28, 21, 7, 13, 51, 5, 25, 22, 17, 17, 5, 23, 20, 21, 14, 33, 4, 4, 26, 19, 37, 68, 33, 23, 8, 21, 31, 30, 42, 13, 18, 23, 34, 15, 17, 28, 12, 52, 30, 21, 5, 7, 16, 5, 24, 24, 21, 17, 24, 4, 5, 40, 46, 10, 72, 52, 31, 38, 25, 27, 17, 26, 13, 19, 23, 14, 25, 25, 21, 8, 62, 20, 22, 14, 36, 15, 39, 32, 80, 19, 64, 20, 37, 18, 7, 44, 24, 12, 12, 23, 7, 5, 55, 16, 16, 23, 18, 26, 20, 17, 24, 25, 9, 21, 18, 21, 5, 34, 7, 21, 23, 47, 31, 18, 26, 38, 27, 15, 7, 5, 7, 13, 40, 11, 10, 41, 11, 6, 21, 16, 16, 30, 61, 53, 20, 20, 11, 44, 34, 16, 15, 4, 38, 18, 5, 20, 9, 7, 20, 44, 14, 7, 19, 64, 45, 28, 25, 23, 57, 8, 32, 23, 45, 19, 28, 25, 58, 18, 22, 5, 26, 7, 17, 17, 24, 40, 29, 15, 31, 61, 9, 25, 30, 27, 19, 44, 33, 74, 16, 20, 41, 31, 8, 41, 62, 23, 21, 24, 57, 22, 26, 11, 24, 27, 17, 5, 33, 22, 46, 43, 29, 11, 39, 57, 20, 6, 13, 5, 41, 26, 40, 19, 42, 58, 24, 29, 7, 10, 17, 25, 22, 12, 38, 20, 21, 10, 22, 7, 7, 14, 37, 28, 22, 18, 63, 15, 9, 8, 39, 13, 32, 22, 20, 31, 20, 47, 43, 17, 18, 46, 17, 15, 58, 16, 26, 11, 53, 14, 8, 36, 34, 9, 32, 60, 45, 29, 26, 35, 6, 82, 19, 52, 5, 18, 43, 25, 92, 16, 20, 17, 8, 19, 23, 8, 26, 25, 51, 5, 22, 31, 5, 25, 62, 47, 6, 31, 42, 23, 65, 33, 31, 9, 9, 43, 20, 10, 5, 21, 61, 84, 8, 20, 5, 48, 36, 22, 23, 7, 4, 43, 9, 29, 31, 10, 21, 9, 19, 19, 9, 15, 22, 15, 61, 23, 45, 13, 41, 34, 19, 32, 12, 17, 25, 19, 33, 19, 40, 60, 16, 31, 17, 9, 39, 60, 18, 33, 20, 23, 6, 24, 18, 4, 30, 61, 24, 68, 55, 58, 37, 21, 25, 50, 34, 22, 31, 22, 6, 21, 29, 31, 14, 19, 5, 20, 64, 7, 38, 25, 16, 49, 19, 8, 21, 23, 39, 43, 76, 29, 9, 17, 32, 25, 24, 14, 46, 154, 30, 37, 12, 37, 27, 64, 25, 46, 24, 20, 8, 18, 58, 4, 19, 27, 17, 17, 40, 5, 28, 28, 45, 29, 33, 31, 7, 54, 41, 14, 29, 4, 34, 20, 23, 21, 14, 23, 55, 57, 9, 24, 10, 23, 25, 47, 5, 17, 16, 9, 17, 22, 17, 33, 56, 27, 21, 23, 34, 40, 7, 10, 5, 27, 72, 6, 51, 19, 20, 19, 18, 15, 5, 26, 36, 22, 56, 35, 23, 34, 21, 4, 52, 26, 39, 24, 39, 7, 35, 23, 7, 32, 30, 18, 6, 22, 22, 26, 9, 44, 10, 20, 23, 10, 50, 9, 45, 8, 8, 33, 34, 36, 8, 15, 47, 45, 18, 58, 39, 33, 21, 38, 89, 45, 25, 21, 29, 24, 6, 4, 41, 7, 43, 30, 5, 13, 5, 9, 13, 50, 24, 60, 26, 27, 8, 26, 24, 32, 41, 13, 44, 19, 20, 37, 11, 21, 16, 20, 16, 26, 7, 5, 7, 6, 5, 22, 7, 30, 8, 25, 7, 34, 47, 22, 32, 37, 46, 23, 77, 17, 4, 6, 44, 21, 23, 6, 14, 14, 24, 6, 12, 23, 38, 34, 32, 5, 5, 25, 15, 6, 14, 11, 7, 35, 3, 28, 17, 12, 23, 5, 28, 43, 9, 8, 25, 33, 20, 29, 23, 16, 20, 5, 27, 23, 13, 32, 15, 6, 30, 4, 19, 25, 35, 30, 22, 25, 16, 45, 40, 30, 8, 31, 10, 25, 17, 35, 10, 45, 77, 35, 23, 35, 18, 36, 19, 12, 5, 18, 36, 22, 25, 5, 65, 22, 20, 17, 22, 18, 24, 19, 13, 23, 10, 32, 21, 52, 19, 20, 20, 12, 61, 6, 28, 22, 18, 19, 55, 54, 41, 21, 38, 17, 21, 33, 24, 31, 23, 30, 4, 6, 16, 18, 39, 18, 30, 43, 64, 9, 25, 18, 17, 33, 12, 5, 78, 24, 8, 26, 5, 6, 10, 19, 45, 15, 28, 23, 39, 9, 36, 15, 53, 17, 24, 21, 41, 15, 22, 25, 8, 8, 7, 31, 18, 27, 8, 7, 23, 16, 11, 27, 7, 19, 6, 19, 48, 27, 6, 22, 5, 30, 18, 6, 52, 29, 9, 8, 28, 33, 6, 32, 28, 46, 31, 17, 34, 8, 26, 18, 21, 10, 16, 9, 5, 51, 6, 51, 47, 21, 50, 8, 6, 6, 62, 31, 51, 8, 24, 31, 67, 45, 42, 33, 26, 29, 14, 23, 18, 25, 23, 13, 23, 33, 22, 54, 39, 19, 11, 34, 71, 57, 28, 28, 5, 13, 16, 9, 24, 23, 6, 16, 18, 43, 16, 57, 40, 24, 6, 29, 27, 4, 34, 10, 32, 23, 48, 46, 30, 20, 16, 21, 10, 6, 50, 33, 48, 46, 16, 20, 32, 19, 5, 19, 47, 40, 18, 6, 44, 24, 18, 30, 8, 21, 21, 20, 37, 14, 25, 43, 13, 14, 18, 23, 50, 16, 16, 5, 15, 17, 30, 29, 20, 32, 21, 40, 15, 49, 19, 8, 20, 46, 18, 30, 11, 8, 4, 31, 15, 48, 36, 15, 27, 6, 23, 25, 67, 21, 19, 54, 25, 34, 36, 43, 21, 7, 6, 44, 18, 25, 19, 7, 7, 26, 23, 5, 18, 33, 24, 47, 30, 9, 60, 24, 30, 12, 55, 14, 22, 5, 15, 22, 22, 21, 24, 13, 36, 26, 16, 18, 62, 12, 10, 19, 11, 21, 26, 33, 51, 66, 35, 9, 6, 5, 63, 4, 45, 4, 11, 23, 22, 19, 6, 56, 22, 27, 18, 30, 23, 28, 3, 27, 35, 28, 69, 15, 29, 32, 14, 12, 10, 10, 59, 17, 53, 53, 28, 13, 26, 35, 13, 18, 7, 6, 17, 20, 18, 26, 14, 7, 48, 50, 17, 60, 4, 25, 19, 20, 29, 6, 27, 8, 23, 20, 25, 37, 33, 16, 33, 31, 20, 5, 19, 38, 6, 8, 8, 23, 8, 7, 34, 23, 22, 8, 45, 23, 76, 25, 22, 22, 60, 9, 48, 8, 16, 17, 52, 32, 19, 18, 18, 23, 6, 29, 7, 91, 19, 35, 5, 68, 9, 22, 15, 25, 29, 13, 26, 26, 28, 16, 74, 44, 17, 10, 6, 25, 36, 18, 38, 11, 16, 6, 8, 15, 11, 22, 13, 7, 38, 22, 7, 23, 7, 30, 19, 27, 18, 27, 24, 56, 8, 32, 19, 51, 42, 47, 12, 74, 25, 22, 28, 6, 23, 18, 9, 35, 43, 12, 6, 6, 66, 15, 9, 47, 23, 29, 32, 16, 7, 6, 33, 26, 13, 8, 18, 25, 20, 28, 25, 8, 29, 33, 6, 7, 17, 13, 31, 13, 30, 43, 19, 7, 21, 30, 6, 44, 26, 4, 7, 25, 36, 40, 25, 10, 14, 10, 5, 7, 13, 7, 31, 23, 54, 31, 8, 13, 5, 9, 23, 19, 24, 34, 20, 23, 20, 24, 21, 24, 14, 23, 6, 6, 52, 26, 29, 22, 30, 32, 18, 42, 19, 9, 19, 20, 6, 39, 23, 11, 21, 31, 27, 10, 10, 20, 18, 26, 10, 52, 48, 15, 17, 28, 17, 5, 9, 22, 17, 25, 34, 19, 48, 13, 29, 63, 21, 19, 19, 5, 6, 19, 25, 19, 25, 24, 6, 67, 21, 51, 31, 49, 26, 59, 8, 12, 19, 49, 19, 25, 46, 20, 17, 31, 4, 24, 7, 8, 10, 15, 30, 30, 19, 22, 24, 4, 6, 19, 18, 30, 12, 24, 24, 34, 83, 39, 4, 12, 22, 29, 19, 26, 31, 14, 34, 19, 6, 16, 4, 11, 32, 20, 6, 25, 9, 49, 7, 3, 25, 38, 31, 18, 23, 11, 17, 7, 23, 33, 7, 24, 29, 13, 10, 16, 17, 24, 22, 6, 27, 24, 10, 27, 10, 19, 7, 23, 21, 33, 26, 31, 7, 17, 22, 8, 20, 21, 14, 15, 33, 24, 6, 15, 40, 6, 26, 19, 22, 42, 40, 13, 29, 30, 8, 21, 52, 12, 10, 27, 11, 22, 12, 33, 8, 36, 33, 5, 4, 27, 17, 41, 16, 10, 54, 4, 29, 29, 5, 30, 41, 8, 6, 35, 41, 6, 41, 7, 41, 21, 17, 38, 26, 61, 34, 25, 9, 4, 10, 31, 12, 19, 4, 8, 44, 7, 6, 16, 19, 11, 23, 10, 8, 35, 19, 15, 14, 7, 73, 4, 18, 56, 75, 16, 57, 16, 12, 26, 5, 54, 6, 58, 22, 50, 46, 19, 17, 39, 49, 7, 17, 24, 19, 21, 10, 41, 6, 11, 25, 43, 6, 30, 46, 39, 20, 14, 4, 6, 29, 5, 60, 11, 16, 8, 30, 13, 10, 46, 12, 20, 37, 24, 5, 17, 45, 6, 15, 25, 21, 18, 33, 42, 52, 51, 4, 7, 20, 19, 31, 11, 12, 5, 7, 25, 10, 34, 8, 8, 34, 7, 51, 12, 5, 24, 46, 22, 6, 23, 42, 25, 16, 7, 57, 20, 10, 19, 21, 39, 26, 23, 11, 35, 38, 18, 30, 24, 38, 4, 9, 14, 4, 21, 10, 16, 23, 11, 19, 12, 13, 6, 29, 13, 18, 44, 19, 21, 25, 25, 30, 25, 9, 19, 23, 31, 48, 11, 12, 18, 14, 38, 44, 11, 16, 28, 11, 20, 8, 21, 22, 14, 31, 7, 5, 8, 9, 16, 18, 31, 34, 16, 18, 13, 38, 38, 16, 24, 27, 37, 8, 17, 20, 10, 7, 16, 9, 26, 12, 59, 5, 35, 28, 13, 6, 21, 72, 21, 39, 7, 39, 8, 19, 20, 5, 28, 53, 24, 8, 4, 9, 10, 62, 41, 20, 40, 80, 23, 21, 8, 6, 26, 48, 20, 11, 11, 9, 58, 24, 43, 19, 94, 16, 60, 28, 4, 19, 22, 5, 22, 21, 46, 32, 15, 20, 29, 55, 25, 6, 12, 56, 21, 18, 5, 21, 41, 44, 25, 61, 35, 19, 6, 6, 5, 11, 25, 28, 21, 9, 20, 38, 34, 13, 12, 32, 61, 24, 32, 12, 16, 28, 14, 33, 23, 59, 5, 26, 31, 39, 23, 23, 25, 4, 52, 7, 28, 40, 21, 20, 30, 17, 18, 29, 4, 61, 17, 9, 17, 16, 29, 30, 6, 36, 17, 43, 32, 21, 26, 34, 20, 26, 31, 14, 19, 17, 14, 38, 9, 4, 61, 73, 22, 10, 40, 10, 27, 23, 20, 8, 6, 21, 13, 46, 37, 24, 13, 25, 14, 16, 8, 35, 19, 16, 6, 26, 19, 27, 36, 22, 37, 6, 18, 27, 29, 40, 24, 11, 37, 10, 24, 66, 10, 29, 39, 23, 31, 19, 21, 28, 17, 19, 14, 90, 5, 28, 20, 51, 25, 36, 9, 7, 29, 43, 21, 38, 18, 24, 5, 9, 19, 54, 53, 19, 11, 36, 8, 30, 12, 16, 20, 13, 33, 18, 26, 9, 50, 16, 26, 18, 8, 22, 57, 75, 5, 32, 14, 10, 18, 16, 6, 34, 61, 25, 36, 8, 27, 14, 23, 8, 23, 24, 26, 24, 12, 5, 80, 6, 31, 12, 37, 31, 6, 19, 5, 20, 15, 16, 22, 33, 21, 8, 22, 25, 24, 46, 24, 17, 20, 25, 23, 26, 25, 12, 18, 8, 52, 5, 28, 19, 90, 22, 16, 32, 5, 38, 13, 18, 19, 44, 34, 39, 33, 11, 37, 17, 21, 42, 40, 38, 26, 80, 25, 16, 42, 24, 10, 17, 50, 39, 27, 9, 8, 56, 27, 12, 10, 22, 7, 15, 18, 24, 36, 27, 32, 8, 46, 36, 20, 5, 30, 15, 36, 42, 27, 6, 27, 18, 20, 45, 39, 8, 21, 54, 27, 8, 24, 8, 21, 17, 9, 40, 34, 18, 12, 6, 16, 38, 13, 20, 14, 60, 30, 6, 17, 33, 93, 35, 49, 7, 24, 30, 10, 27, 7, 6, 19, 17, 19, 8, 36, 23, 20, 8, 19, 18, 56, 20, 18, 28, 4, 17, 5, 73, 59, 67, 18, 9, 10, 6, 6, 33, 23, 8, 17, 9, 7, 18, 12, 27, 38, 15, 28, 5, 26, 6, 47, 48, 15, 10, 28, 20, 16, 27, 27, 23, 7, 5, 17, 22, 11, 7, 10, 25, 4, 34, 20, 33, 16, 20, 12, 17, 17, 52, 72, 23, 12, 19, 12, 43, 21, 23, 8, 15, 15, 29, 24, 11, 45, 36, 19, 18, 51, 9, 31, 39, 4, 41, 19, 13, 7, 20, 8, 19, 18, 7, 17, 107, 21, 32, 25, 27, 42, 25, 30, 23, 27, 23, 10, 50, 11, 36, 20, 9, 20, 56, 47, 25, 45, 55, 14, 19, 37, 29, 34, 5, 20, 36, 41, 20, 17, 5, 39, 32, 21, 9, 23, 16, 23, 25, 12, 27, 9, 21, 21, 38, 4, 7, 16, 23, 43, 18, 29, 23, 43, 6, 22, 31, 25, 71, 21, 65, 21, 31, 18, 17, 7, 17, 6, 4, 19, 6, 13, 18, 7, 27, 19, 17, 5, 19, 58, 25, 4, 47, 7, 25, 23, 5, 17, 4, 22, 10, 19, 29, 6, 24, 16, 39, 27, 17, 18, 6, 26, 65, 5, 8, 23, 6, 10, 25, 28, 9, 6, 44, 23, 43, 17, 49, 24, 23, 18, 42, 24, 5, 22, 54, 9, 19, 23, 3, 26, 43, 62, 32, 14, 25, 11, 26, 14, 17, 6, 4, 72, 18, 21, 34, 32, 18, 18, 18, 9, 37, 44, 10, 7, 26, 21, 41, 17, 35, 10, 5, 41, 7, 29, 13, 42, 8, 24, 31, 39, 6, 35, 27, 5, 8, 19, 17, 20, 4, 16, 38, 44, 10, 14, 16, 35, 40, 12, 70, 36, 6, 21, 7, 36, 30, 22, 27, 23, 8, 12, 22, 27, 31, 35, 17, 74, 32, 4, 26, 22, 51, 56, 27, 16, 21, 35, 18, 24, 9, 63, 17, 7, 10, 30, 9, 26, 44, 25, 27, 8, 22, 7, 77, 23, 17, 23, 24, 10, 5, 66, 14, 31, 18, 24, 26, 23, 29, 9, 8, 46, 5, 10, 6, 19, 36, 31, 4, 39, 23, 7, 12, 50, 7, 30, 16, 14, 31, 23, 40, 9, 4, 26, 26, 6, 10, 9, 79, 23, 18, 4, 10, 47, 39, 9, 85, 17, 6, 11, 9, 30, 19, 15, 20, 7, 5, 23, 33, 18, 27, 6, 47, 32, 17, 49, 13, 26, 34, 11, 21, 18, 44, 13, 5, 16, 8, 12, 14, 6, 30, 19, 18, 27, 40, 6, 16, 27, 21, 26, 32, 28, 10, 10, 20, 14, 51, 8, 23, 5, 35, 63, 12, 25, 35, 40, 69, 8, 32, 27, 28, 6, 27, 20, 37, 23, 65, 16, 30, 11, 15, 80, 33, 15, 32, 4, 5, 4, 5, 25, 6, 36, 33, 41, 16, 4, 29, 26, 22, 6, 21, 58, 26, 16, 33, 24, 42, 5, 22, 17, 17, 7, 12, 18, 21, 34, 35, 29, 7, 5, 46, 18, 7, 19, 41, 29, 19, 28, 25, 37, 9, 33, 27, 23, 18, 8, 24, 12, 30, 26, 64, 48, 29, 24, 26, 18, 56, 21, 40, 18, 6, 5, 32, 30, 20, 16, 34, 48, 21, 8, 9, 25, 32, 64, 15, 21, 8, 10, 30, 9, 37, 75, 21, 42, 5, 35, 26, 61, 15, 18, 11, 19, 36, 11, 62, 9, 29, 29, 51, 5, 8, 7, 11, 37, 7, 19, 21, 10, 38, 17, 19, 21, 19, 20, 26, 6, 25, 17, 15, 21, 18, 33, 7, 8, 17, 30, 25, 16, 26, 21, 20, 8, 9, 18, 4, 38, 13, 5, 18, 64, 7, 25, 32, 22, 7, 32, 17, 17, 17, 31, 19, 11, 20, 54, 22, 28, 39, 25, 54, 6, 20, 26, 38, 15, 61, 44, 25, 23, 30, 55, 26, 34, 28, 35, 10, 39, 53, 5, 12, 17, 23, 62, 11, 17, 21, 69, 19, 29, 31, 29, 60, 70, 30, 32, 7, 35, 18, 26, 36, 13, 6, 21, 8, 25, 22, 20, 22, 4, 42, 20, 47, 47, 25, 19, 35, 21, 35, 53, 21, 5, 30, 4, 20, 14, 4, 16, 37, 36, 27, 19, 5, 8, 17, 10, 25, 24, 57, 9, 34, 28, 20, 33, 26, 20, 20, 19, 19, 4, 34, 40, 32, 19, 12, 20, 17, 35, 16, 30, 29, 7, 24, 25, 23, 26, 12, 12, 6, 17, 17, 18, 27, 27, 23, 4, 35, 4, 8, 18, 36, 25, 10, 6, 9, 20, 55, 18, 11, 16, 21, 19, 30, 23, 22, 66, 9, 17, 31, 49, 94, 8, 4, 19, 10, 33, 22, 8, 36, 25, 19, 4, 18, 9, 27, 37, 45, 26, 8, 32, 7, 54, 4, 23, 51, 49, 4, 37, 48, 19, 25, 41, 21, 14, 17, 38, 5, 27, 17, 25, 9, 21, 15, 20, 20, 23, 42, 13, 55, 22, 34, 80, 24, 6, 16, 5, 8, 66, 6, 23, 26, 19, 44, 20, 91, 7, 47, 20, 57, 13, 4, 23, 47, 10, 36, 21, 26, 15, 6, 10, 37, 20, 5, 27, 13, 36, 14, 34, 7, 77, 46, 19, 19, 14, 30, 16, 22, 25, 5, 19, 5, 50, 9, 6, 39, 24, 39, 51, 27, 12, 23, 7, 22, 12, 18, 41, 21, 50, 24, 33, 63, 12, 6, 59, 8, 25, 29, 26, 30, 26, 7, 20, 40, 21, 44, 6, 39, 51, 71, 33, 35, 53, 20, 28, 33, 31, 18, 8, 23, 18, 19, 21, 21, 11, 7, 6, 66, 56, 19, 30, 20, 21, 45, 24, 25, 8, 44, 17, 5, 11, 18, 9, 52, 16, 33, 23, 72, 44, 18, 27, 13, 31, 14, 21, 56, 7, 20, 10, 35, 20, 14, 24, 20, 13, 50, 21, 21, 10, 18, 18, 19, 28, 39, 39, 23, 33, 5, 25, 7, 6, 25, 22, 8, 9, 14, 33, 28, 10, 17, 28, 18, 13, 15, 31, 16, 42, 33, 7, 75, 19, 26, 32, 4, 5, 43, 14, 22, 12, 26, 30, 10, 25, 28, 7, 24, 30, 4, 22, 34, 56, 19, 10, 5, 37, 29, 25, 6, 18, 8, 18, 23, 20, 30, 5, 34, 11, 17, 17, 36, 29, 18, 22, 17, 32, 18, 7, 22, 46, 17, 32, 57, 10, 46, 40, 19, 25, 40, 11, 8, 18, 6, 26, 31, 12, 6, 22, 20, 49, 22, 5, 20, 28, 40, 33, 7, 22, 5, 11, 8, 30, 43, 13, 7, 25, 12, 35, 76, 40, 7, 29, 26, 17, 22, 21, 14, 28, 23, 12, 14, 21, 10, 12, 20, 29, 7, 39, 22, 16, 16, 22, 18, 7, 24, 19, 5, 24, 6, 16, 74, 4, 25, 19, 42, 23, 18, 48, 20, 16, 14, 42, 17, 24, 24, 40, 28, 35, 11, 58, 13, 32, 7, 10, 20, 33, 43, 9, 44, 6, 12, 23, 19, 32, 49, 20, 8, 24, 19, 20, 17, 6, 17, 22, 29, 43, 13, 44, 39, 44, 26, 31, 29, 43, 18, 9, 7, 80, 12, 21, 23, 7, 22, 25, 17, 23, 20, 21, 21, 32, 19, 22, 45, 22, 22, 35, 17, 5, 5, 21, 9, 33, 61, 10, 38, 8, 41, 25, 37, 18, 29, 26, 26, 42, 29, 8, 21, 7, 22, 41, 29, 24, 11, 18, 17, 21, 21, 36, 40, 13, 24, 76, 5, 19, 40, 16, 35, 23, 40, 12, 23, 8, 16, 22, 27, 23, 27, 27, 70, 14, 73, 40, 25, 22, 24, 11, 18, 50, 5, 10, 5, 9, 9, 20, 5, 5, 80, 31, 13, 17, 6, 11, 25, 20, 33, 41, 8, 20, 30, 20, 8, 8, 18, 6, 31, 20, 9, 10, 24, 16, 15, 17, 22, 21, 22, 9, 50, 17, 9, 14, 23, 38, 34, 29, 13, 7, 11, 26, 14, 15, 33, 23, 33, 41, 7, 5, 11, 7, 8, 18, 21, 5, 42, 28, 29, 27, 48, 4, 19, 20, 27, 23, 28, 6, 8, 18, 26, 14, 26, 48, 55, 66, 28, 32, 57, 10, 7, 20, 29, 6, 5, 6, 34, 33, 36, 31, 19, 20, 67, 45, 18, 22, 9, 14, 21, 14, 32, 20, 24, 15, 25, 21, 28, 20, 21, 36, 20, 23, 36, 38, 17, 33, 26, 8, 37, 33, 21, 34, 27, 21, 5, 12, 15, 20, 4, 20, 6, 29, 19, 18, 7, 44, 20, 43, 33, 30, 20, 24, 13, 12, 20, 46, 5, 13, 18, 19, 27, 26, 23, 19, 62, 21, 42, 18, 4, 47, 7, 31, 6, 26, 24, 20, 67, 5, 17, 12, 21, 61, 25, 15, 18, 14, 8, 32, 31, 38, 17, 4, 6, 21, 18, 32, 18, 48, 25, 16, 5, 17, 45, 18, 18, 10, 18, 21, 21, 49, 22, 50, 5, 30, 7, 17, 39, 31, 5, 19, 11, 17, 26, 22, 8, 10, 32, 16, 34, 27, 26, 11, 37, 28, 18, 10, 23, 15, 36, 5, 19, 17, 6, 98, 77, 3, 17, 40, 55, 23, 7, 23, 25, 19, 21, 26, 30, 43, 6, 10, 22, 5, 25, 57, 25, 50, 13, 7, 5, 23, 23, 37, 50, 34, 38, 7, 5, 41, 17, 48, 29, 37, 20, 11, 23, 16, 37, 8, 24, 30, 5, 66, 35, 85, 9, 14, 8, 12, 5, 9, 36, 8, 22, 15, 16, 38, 38, 20, 30, 31, 5, 60, 26, 24, 79, 22, 18, 33, 18, 23, 24, 35, 31, 20, 7, 27, 26, 64, 27, 40, 11, 6, 51, 30, 23, 35, 25, 12, 24, 30, 20, 37, 12, 8, 6, 6, 27, 9, 37, 26, 56, 17, 15, 26, 49, 10, 43, 6, 12, 67, 30, 40, 4, 34, 47, 14, 23, 4, 4, 20, 5, 14, 15, 33, 33, 8, 12, 8, 40, 16, 14, 23, 12, 18, 14, 26, 16, 9, 9, 51, 5, 5, 29, 21, 18, 17, 31, 68, 40, 18, 69, 13, 40, 46, 9, 34, 19, 23, 10, 22, 20, 15, 21, 28, 26, 38, 51, 22, 24, 25, 7, 6, 17, 23, 56, 10, 27, 30, 20, 20, 27, 33, 14, 5, 13, 45, 29, 40, 8, 17, 18, 10, 55, 8, 6, 5, 54, 19, 20, 32, 9, 33, 9, 17, 15, 23, 26, 33, 18, 32, 14, 24, 23, 5, 30, 51, 28, 57, 66, 6, 21, 4, 17, 18, 6, 40, 33, 21, 27, 11, 5, 24, 11, 23, 38, 51, 8, 59, 6, 19, 47, 97, 26, 56, 21, 41, 37, 46, 34, 33, 20, 19, 7, 68, 20, 17, 5, 51, 7, 5, 17, 30, 26, 21, 45, 38, 8, 24, 31, 25, 19, 19, 15, 20, 4, 35, 17, 30, 37, 27, 10, 20, 8, 45, 16, 10, 38, 27, 21, 37, 11, 37, 27, 30, 38, 14, 59, 12, 22, 25, 39, 3, 34, 20, 77, 21, 9, 24, 65, 41, 16, 36, 47, 26, 79, 5, 64, 20, 17, 10, 29, 43, 13, 12, 30, 11, 52, 42, 17, 37, 29, 42, 14, 61, 17, 16, 21, 10, 21, 25, 27, 33, 19, 6, 16, 21, 27, 11, 4, 35, 37, 36, 21, 7, 4, 25, 9, 27, 8, 29, 29, 21, 25, 22, 32, 20, 25, 16, 21, 17, 27, 29, 28, 20, 26, 20, 20, 17, 23, 48, 14, 15, 10, 11, 20, 23, 9, 5, 4, 16, 39, 27, 42, 16, 34, 10, 42, 8, 30, 4, 5, 29, 4, 4, 39, 8, 42, 23, 5, 30, 31, 19, 18, 22, 17, 17, 34, 22, 17, 4, 22, 18, 24, 70, 22, 21, 9, 11, 31, 6, 10, 31, 30, 28, 29, 28, 18, 10, 13, 50, 31, 18, 7, 6, 25, 20, 19, 24, 22, 24, 31, 30, 36, 79, 22, 37, 6, 21, 26, 27, 24, 33, 5, 21, 22, 52, 67, 8, 19, 10, 45, 7, 19, 31, 33, 36, 8, 13, 9, 31, 26, 63, 19, 13, 6, 41, 46, 6, 21, 40, 17, 24, 4, 7, 39, 6, 40, 19, 29, 26, 17, 9, 36, 17, 27, 25, 21, 18, 25, 25, 18, 6, 9, 18, 15, 29, 30, 21, 7, 8, 21, 7, 24, 8, 3, 24, 25, 51, 14, 19, 67, 5, 8, 20, 67, 25, 12, 19, 17, 39, 31, 9, 19, 11, 42, 27, 45, 22, 35, 6, 31, 25, 24, 22, 22, 22, 64, 18, 8, 5, 18, 10, 14, 18, 32, 22, 50, 14, 4, 20, 42, 5, 36, 28, 29, 4, 31, 15, 10, 51, 20, 41, 32, 30, 32, 25, 5, 31, 43, 60, 28, 6, 21, 41, 40, 34, 22, 26, 12, 34, 19, 81, 34, 9, 38, 18, 17, 27, 16, 40, 16, 26, 6, 48, 21, 53, 15, 27, 19, 28, 19, 23, 52, 28, 19, 16, 72, 6, 17, 34, 21, 19, 22, 8, 5, 59, 4, 5, 22, 33, 33, 51, 23, 6, 29, 7, 7, 12, 18, 17, 6, 18, 36, 29, 61, 38, 5, 42, 10, 37, 44, 36, 8, 31, 38, 5, 38, 21, 23, 7, 27, 47, 8, 27, 19, 12, 22, 9, 28, 13, 5, 18, 77, 17, 27, 32, 24, 24, 16, 44, 7, 31, 5, 18, 28, 38, 11, 21, 13, 25, 5, 5, 29, 18, 24, 43, 17, 16, 21, 26, 16, 7, 8, 24, 55, 12, 18, 26, 21, 7, 27, 6, 10, 13, 26, 6, 4, 25, 28, 11, 7, 50, 24, 21, 24, 24, 20, 7, 17, 28, 23, 14, 20, 40, 23, 5, 6, 39, 6, 14, 11, 9, 16, 53, 30, 30, 16, 29, 29, 19, 37, 15, 22, 24, 21, 12, 19, 19, 4, 79, 21, 24, 22, 53, 47, 11, 17, 20, 72, 11, 22, 75, 18, 18, 58, 18, 36, 33, 27, 18, 32, 8, 22, 51, 6, 53, 34, 10, 43, 16, 17, 31, 7, 29, 45, 65, 4, 30, 44, 31, 32, 21, 35, 20, 63, 32, 18, 60, 7, 25, 10, 19, 19, 11, 20, 17, 21, 48, 11, 31, 25, 25, 51, 11, 30, 29, 34, 20, 39, 16, 25, 28, 25, 41, 35, 6, 21, 16, 28, 43, 49, 20, 11, 6, 63, 7, 18, 19, 24, 25, 79, 23, 11, 7, 22, 33, 6, 6, 6, 73, 8, 12, 3, 10, 21, 26, 11, 37, 6, 29, 36, 22, 29, 20, 36, 24, 17, 13, 21, 11, 20, 12, 6, 28, 58, 5, 41, 10, 41, 26, 23, 6, 25, 6, 19, 22, 6, 19, 35, 23, 28, 34, 13, 67, 14, 28, 4, 31, 34, 29, 20, 23, 23, 43, 49, 17, 35, 59, 22, 27, 32, 22, 43, 24, 18, 18, 18, 19, 8, 14, 20, 24, 10, 18, 6, 17, 9, 7, 16, 39, 9, 20, 79, 29, 69, 4, 8, 16, 12, 6, 11, 17, 65, 21, 21, 44, 39, 27, 34, 78, 15, 18, 26, 49, 45, 62, 54, 23, 9, 8, 26, 68, 18, 12, 50, 60, 67, 42, 16, 7, 16, 7, 35, 6, 9, 39, 11, 26, 44, 6, 17, 23, 39, 23, 21, 17, 6, 33, 7, 4, 21, 25, 34, 8, 5, 37, 7, 31, 25, 23, 26, 69, 42, 7, 25, 5, 17, 28, 31, 47, 7, 51, 5, 8, 14, 5, 6, 15, 16, 5, 6, 13, 21, 33, 20, 34, 44, 30, 43, 16, 24, 13, 152, 15, 23, 25, 27, 32, 24, 23, 29, 7, 19, 6, 16, 6, 12, 29, 73, 14, 8, 30, 19, 19, 40, 32, 11, 35, 28, 21, 21, 4, 13, 52, 13, 23, 45, 13, 23, 11, 19, 57, 16, 29, 22, 5, 56, 10, 18, 19, 47, 6, 13, 16, 19, 24, 25, 5, 29, 15, 11, 14, 34, 16, 21, 45, 10, 11, 19, 12, 42, 30, 25, 30, 44, 37, 9, 25, 50, 4, 31, 29, 18, 19, 6, 76, 30, 13, 26, 25, 34, 8, 6, 4, 40, 28, 3, 44, 22, 22, 9, 63, 16, 16, 9, 10, 32, 26, 5, 21, 24, 9, 70, 50, 8, 31, 8, 7, 5, 8, 52, 55, 19, 8, 23, 34, 7, 10, 36, 7, 24, 8, 39, 24, 16, 15, 10, 27, 8, 20, 6, 16, 54, 33, 30, 20, 7, 39, 23, 19, 23, 24, 49, 26, 62, 26, 23, 44, 5, 10, 35, 11, 9, 15, 17, 34, 5, 30, 18, 8, 36, 30, 9, 25, 44, 11, 19, 22, 23, 23, 32, 65, 46, 13, 18, 28, 43, 21, 43, 45, 80, 7, 27, 9, 35, 55, 45, 30, 31, 26, 87, 6, 19, 12, 7, 6, 33, 55, 18, 46, 34, 22, 33, 36, 20, 37, 9, 4, 5, 25, 63, 5, 28, 18, 13, 45, 22, 57, 17, 29, 16, 33, 22, 13, 37, 9, 54, 34, 25, 18, 47, 57, 34, 33, 17, 24, 18, 22, 9, 21, 13, 75, 21, 13, 61, 15, 7, 5, 7, 21, 22, 20, 14, 18, 26, 7, 16, 5, 36, 37, 28, 19, 30, 29, 37, 29, 47, 23, 26, 7, 66, 21, 8, 24, 37, 17, 9, 24, 28, 27, 8, 7, 21, 8, 14, 7, 70, 8, 8, 19, 43, 8, 47, 21, 39, 23, 13, 19, 13, 27, 47, 41, 9, 15, 8, 59, 14, 20, 7, 19, 38, 34, 38, 58, 19, 35, 31, 19, 27, 17, 17, 58, 15, 6, 7, 17, 27, 8, 6, 31, 14, 12, 20, 17, 11, 10, 5, 57, 27, 28, 18, 22, 10, 35, 26, 19, 40, 29, 11, 16, 24, 42, 45, 7, 12, 5, 7, 28, 38, 25, 22, 9, 27, 10, 21, 15, 31, 24, 19, 11, 45, 16, 19, 47, 26, 16, 22, 35, 10, 13, 34, 27, 21, 38, 23, 55, 19, 54, 25, 22, 18, 25, 81, 5, 30, 29, 20, 17, 41, 6, 31, 16, 20, 4, 18, 35, 16, 32, 30, 29, 18, 6, 19, 21, 19, 11, 13, 20, 46, 13, 40, 27, 21, 8, 27, 31, 18, 6, 12, 29, 44, 22, 20, 7, 10, 31, 18, 50, 4, 11, 8, 12, 23, 15, 8, 37, 37, 49, 22, 7, 39, 22, 34, 18, 27, 35, 10, 20, 15, 36, 7, 25, 13, 18, 25, 7, 19, 35, 58, 27, 6, 38, 54, 28, 22, 13, 59, 41, 38, 20, 34, 28, 18, 49, 23, 24, 18, 16, 20, 59, 24, 22, 22, 19, 18, 43, 27, 11, 14, 13, 24, 20, 11, 45, 37, 47, 30, 26, 4, 47, 66, 59, 26, 15, 7, 18, 44, 40, 5, 71, 20, 22, 47, 12, 20, 31, 43, 20, 6, 17, 22, 16, 46, 60, 9, 7, 33, 25, 8, 8, 18, 56, 40, 5, 21, 7, 6, 4, 53, 33, 14, 23, 54, 37, 6, 17, 72, 7, 43, 49, 30, 22, 17, 46, 12, 6, 43, 25, 4, 27, 32, 19, 92, 20, 4, 16, 32, 28, 8, 39, 70, 19, 6, 12, 17, 8, 26, 41, 38, 15, 22, 31, 7, 71, 16, 6, 17, 4, 51, 47, 11, 9, 25, 60, 7, 16, 32, 32, 11, 8, 10, 30, 9, 26, 25, 13, 31, 21, 28, 11, 22, 24, 26, 9, 4, 14, 20, 8, 29, 5, 38, 27, 59, 55, 31, 63, 14, 23, 51, 49, 29, 5, 72, 21, 26, 25, 22, 45, 6, 16, 23, 25, 14, 11, 31, 27, 15, 6, 9, 22, 53, 44, 18, 44, 30, 21, 9, 36, 38, 53, 15, 7, 9, 25, 15, 7, 72, 27, 77, 14, 29, 31, 22, 39, 16, 64, 20, 67, 13, 31, 40, 6, 38, 6, 19, 53, 10, 4, 18, 28, 63, 16, 40, 5, 27, 25, 17, 6, 29, 14, 46, 18, 19, 77, 8, 27, 19, 37, 16, 12, 5, 67, 7, 64, 32, 37, 60, 11, 20, 36, 13, 26, 19, 12, 20, 21, 12, 23, 22, 30, 24, 88, 26, 16, 29, 23, 26, 20, 17, 60, 12, 17, 35, 26, 4, 511, 21, 5, 61, 16, 19, 65, 30, 30, 12, 25, 24, 51, 19, 26, 39, 71, 11, 18, 35, 20, 103, 6, 19, 25, 18, 38, 43, 29, 12, 24, 21, 16, 76, 36, 12, 25, 19, 22, 26, 32, 28, 31, 6, 23, 4, 5, 46, 45, 41, 18, 20, 28, 30, 18, 20, 44, 40, 10, 38, 6, 20, 9, 37, 42, 55, 30, 13, 5, 49, 23, 29, 27, 70, 8, 35, 8, 19, 61, 57, 19, 10, 48, 28, 6, 19, 27, 20, 21, 16, 23, 8, 18, 28, 8, 16, 17, 50, 27, 12, 42, 24, 48, 7, 16, 29, 30, 6, 12, 38, 50, 55, 23, 13, 59, 15, 22, 38, 5, 26, 52, 15, 34, 41, 16, 75, 27, 64, 15, 17, 7, 49, 46, 17, 5, 21, 37, 49, 9, 27, 25, 21, 18, 39, 13, 20, 50, 25, 16, 32, 29, 23, 15, 30, 8, 29, 6, 18, 59, 21, 29, 5, 53, 23, 9, 54, 22, 23, 30, 22, 11, 11, 49, 6, 18, 45, 26, 58, 26, 11, 14, 13, 26, 19, 29, 26, 7, 31, 20, 20, 5, 43, 11, 17, 19, 7, 12, 48, 27, 4, 14, 28, 24, 17, 4, 21, 25, 15, 19, 10, 10, 20, 47, 28, 16, 19, 31, 19, 9, 8, 24, 35, 26, 58, 4, 20, 26, 4, 53, 19, 24, 30, 5, 23, 18, 43, 66, 17, 4, 22, 15, 54, 5, 8, 33, 36, 17, 3, 11, 89, 58, 19, 6, 20, 21, 78, 13, 8, 6, 31, 25, 4, 4, 40, 25, 4, 17, 21, 23, 22, 31, 19, 17, 24, 18, 23, 31, 55, 21, 18, 18, 20, 10, 9, 25, 4, 34, 31, 35, 25, 12, 30, 61, 23, 30, 13, 22, 14, 54, 32, 29, 68, 77, 45, 26, 14, 20, 62, 28, 7, 26, 38, 17, 5, 26, 5, 23, 11, 60, 27, 9, 30, 36, 22, 44, 9, 16, 9, 11, 14, 33, 18, 25, 6, 24, 17, 20, 21, 8, 17, 45, 34, 47, 17, 5, 4, 6, 17, 20, 22, 7, 22, 9, 22, 17, 10, 15, 31, 28, 14, 23, 10, 16, 12, 49, 25, 41, 32, 22, 8, 22, 29, 9, 47, 13, 10, 22, 20, 28, 13, 28, 28, 36, 26, 11, 5, 42, 8, 33, 18, 54, 34, 10, 20, 5, 12, 25, 23, 34, 15, 18, 80, 6, 33, 15, 52, 56, 6, 8, 21, 64, 31, 82, 21, 26, 22, 8, 47, 4, 7, 23, 7, 16, 62, 8, 47, 7, 5, 39, 10, 27, 59, 43, 18, 56, 21, 17, 11, 31, 67, 8, 31, 29, 7, 23, 35, 43, 13, 17, 29, 29, 24, 23, 19, 4, 16, 6, 32, 5, 31, 10, 22, 49, 16, 24, 24, 38, 20, 25, 18, 10, 35, 20, 23, 8, 64, 4, 18, 22, 45, 36, 36, 31, 38, 4, 17, 49, 21, 24, 44, 31, 11, 22, 17, 30, 127, 38, 38, 8, 37, 20, 26, 25, 20, 32, 13, 46, 34, 8, 28, 4, 12, 31, 19, 20, 7, 21, 11, 26, 10, 9, 22, 8, 53, 19, 21, 37, 9, 18, 17, 27, 8, 30, 67, 18, 17, 16, 5, 19, 23, 14, 23, 27, 20, 46, 8, 16, 40, 21, 9, 42, 41, 4, 23, 36, 22, 43, 16, 22, 23, 23, 17, 53, 32, 20, 26, 15, 9, 28, 18, 40, 4, 13, 9, 6, 31, 7, 28, 17, 13, 17, 19, 9, 5, 7, 16, 7, 46, 21, 20, 15, 76, 46, 40, 60, 21, 22, 39, 23, 10, 57, 17, 37, 37, 8, 5, 5, 18, 5, 43, 11, 18, 29, 8, 7, 21, 14, 31, 26, 15, 87, 14, 35, 13, 21, 11, 8, 4, 19, 15, 11, 20, 31, 9, 34, 23, 6, 21, 73, 19, 10, 41, 38, 22, 9, 20, 19, 23, 26, 9, 4, 8, 6, 20, 54, 35, 18, 30, 45, 51, 36, 62, 22, 35, 22, 4, 3, 21, 23, 14, 25, 10, 4, 25, 21, 5, 29, 28, 8, 21, 68, 24, 28, 9, 4, 46, 22, 35, 4, 5, 21, 26, 24, 52, 8, 30, 8, 29, 58, 20, 21, 35, 26, 22, 47, 27, 44, 22, 12, 84, 25, 19, 19, 6, 43, 46, 17, 56, 17, 29, 50, 18, 29, 17, 43, 80, 19, 51, 8, 11, 23, 4, 26, 18, 18, 89, 25, 7, 24, 47, 24, 18, 16, 25, 8, 18, 29, 54, 4, 9, 26, 4, 30, 40, 17, 12, 5, 12, 23, 59, 50, 53, 43, 10, 8, 31, 5, 19, 24, 48, 18, 7, 20, 19, 19, 57, 8, 26, 8, 37, 13, 9, 35, 28, 32, 17, 16, 41, 18, 12, 16, 20, 57, 9, 14, 19, 55, 6, 31, 27, 20, 11, 54, 46, 18, 4, 24, 22, 66, 28, 22, 7, 33, 25, 32, 23, 76, 13, 20, 16, 29, 47, 47, 59, 27, 38, 57, 24, 20, 29, 26, 17, 24, 17, 20, 11, 21, 88, 11, 6, 15, 56, 10, 57, 22, 16, 40, 31, 6, 8, 37, 7, 71, 59, 36, 36, 8, 7, 53, 21, 34, 30, 20, 68, 26, 21, 4, 21, 5, 58, 37, 47, 14, 35, 30, 17, 8, 7, 19, 33, 30, 3, 67, 27, 11, 26, 18, 13, 54, 4, 11, 13, 18, 26, 4, 19, 25, 29, 5, 18, 21, 7, 15, 23, 66, 45, 19, 17, 32, 25, 70, 37, 9, 23, 18, 6, 51, 18, 46, 13, 46, 24, 44, 17, 7, 22, 33, 16, 24, 63, 26, 27, 32, 49, 20, 19, 29, 19, 17, 8, 35, 21, 20, 32, 28, 22, 22, 4, 18, 35, 12, 38, 5, 10, 22, 57, 26, 18, 27, 20, 12, 22, 24, 17, 12, 18, 4, 12, 140, 6, 22, 9, 20, 7, 47, 5, 5, 28, 21, 58, 17, 8, 9, 28, 29, 29, 28, 60, 18, 36, 20, 45, 11, 45, 28, 60, 18, 14, 5, 19, 22, 51, 11, 6, 77, 35, 52, 74, 8, 8, 28, 84, 48, 23, 33, 22, 7, 35, 25, 16, 46, 54, 30, 16, 8, 51, 45, 44, 34, 13, 27, 6, 6, 31, 23, 26, 16, 16, 7, 8, 8, 23, 16, 35, 11, 20, 47, 26, 61, 30, 6, 29, 30, 23, 7, 50, 26, 12, 14, 24, 17, 22, 47, 10, 4, 5, 66, 16, 32, 9, 25, 20, 6, 25, 75, 20, 7, 16, 21, 45, 4, 8, 21, 4, 7, 31, 30, 14, 16, 4, 36, 18, 14, 6, 19, 33, 66, 7, 12, 8, 5, 23, 24, 9, 15, 73, 21, 23, 6, 7, 14, 25, 7, 22, 29, 18, 5, 9, 17, 19, 19, 5, 16, 23, 52, 14, 20, 19, 7, 55, 4, 28, 22, 7, 18, 4, 8, 26, 4, 36, 21, 22, 22, 28, 72, 7, 49, 41, 26, 5, 26, 21, 12, 17, 24, 34, 18, 5, 23, 30, 28, 6, 87, 13, 44, 47, 82, 20, 13, 35, 5, 23, 18, 60, 7, 34, 41, 26, 16, 27, 25, 22, 27, 14, 25, 19, 32, 46, 15, 46, 12, 29, 19, 11, 19, 7, 6, 4, 56, 9, 22, 18, 7, 28, 72, 29, 19, 7, 27, 24, 6, 10, 29, 45, 9, 29, 43, 15, 31, 29, 16, 24, 38, 34, 26, 21, 13, 7, 14, 32, 37, 23, 26, 39, 43, 53, 24, 21, 28, 10, 41, 41, 6, 17, 22, 22, 6, 28, 34, 23, 7, 21, 17, 16, 32, 7, 8, 33, 12, 37, 51, 36, 32, 53, 5, 19, 20, 12, 24, 26, 11, 9, 21, 51, 22, 22, 16, 4, 19, 11, 30, 26, 24, 6, 29, 4, 6, 39, 24, 33, 21, 23, 51, 29, 27, 20, 22, 44, 9, 6, 30, 57, 23, 38, 38, 17, 48, 16, 21, 27, 12, 16, 5, 22, 8, 15, 5, 19, 7, 24, 22, 8, 24, 24, 24, 25, 23, 28, 28, 6, 12, 33, 22, 16, 45, 8, 23, 22, 42, 22, 17, 22, 8, 29, 50, 44, 20, 21, 50, 54, 28, 31, 33, 28, 15, 31, 8, 18, 26, 16, 24, 22, 16, 23, 31, 7, 52, 40, 33, 24, 16, 16, 36, 10, 6, 23, 29, 23, 43, 26, 61, 24, 3, 21, 24, 23, 17, 37, 9, 18, 58, 30, 14, 45, 52, 81, 25, 45, 30, 6, 22, 9, 39, 24, 47, 14, 28, 8, 39, 40, 29, 26, 24, 16, 21, 15, 12, 21, 31, 6, 27, 38, 40, 23, 23, 5, 18, 20, 12, 20, 15, 17, 63, 23, 11, 37, 7, 63, 29, 59, 34, 23, 17, 20, 25, 18, 28, 9, 6, 26, 7, 28, 33, 20, 39, 21, 61, 28, 24, 19, 30, 27, 20, 41, 31, 13, 54, 20, 27, 24, 43, 33, 23, 8, 5, 16, 40, 19, 72, 84, 49, 21, 6, 26, 57, 38, 6, 31, 16, 31, 11, 19, 53, 43, 29, 27, 9, 22, 17, 5, 28, 9, 5, 19, 15, 16, 27, 5, 21, 7, 15, 13, 28, 10, 18, 5, 8, 7, 30, 34, 7, 5, 24, 5, 23, 20, 28, 13, 10, 23, 6, 6, 59, 26, 15, 6, 8, 58, 18, 39, 33, 6, 25, 14, 23, 18, 23, 26, 22, 8, 7, 18, 27, 7, 29, 3, 24, 21, 27, 22, 20, 17, 22, 5, 18, 19, 73, 20, 22, 4, 24, 6, 19, 38, 34, 21, 26, 20, 39, 16, 16, 8, 11, 21, 36, 8, 86, 20, 53, 13, 10, 18, 24, 10, 39, 26, 48, 18, 6, 5, 73, 40, 23, 9, 66, 21, 16, 34, 30, 51, 20, 5, 17, 52, 20, 7, 9, 25, 17, 6, 29, 30, 32, 17, 10, 9, 21, 17, 8, 6, 5, 21, 18, 13, 41, 20, 28, 16, 24, 30, 9, 6, 20, 5, 9, 22, 8, 17, 71, 27, 19, 51, 4, 12, 17, 55, 6, 16, 14, 16, 38, 69, 17, 15, 20, 21, 25, 4, 26, 15, 15, 34, 8, 20, 6, 24, 17, 36, 21, 47, 19, 27, 15, 28, 38, 17, 18, 12, 16, 27, 24, 43, 23, 20, 18, 32, 30, 23, 16, 21, 33, 16, 31, 19, 24, 20, 30, 44, 23, 38, 10, 8, 55, 40, 11, 6, 10, 27, 9, 32, 55, 6, 23, 10, 27, 9, 32, 8, 21, 21, 17, 8, 23, 11, 20, 23, 75, 14, 17, 80, 3, 37, 20, 19, 15, 28, 5, 18, 19, 17, 8, 8, 7, 7, 18, 51, 3, 44, 5, 23, 34, 6, 18, 9, 44, 58, 76, 55, 8, 22, 19, 25, 27, 6, 53, 7, 41, 11, 4, 18, 38, 6, 41, 50, 22, 11, 12, 5, 36, 30, 6, 25, 33, 37, 16, 11, 26, 26, 8, 3, 18, 17, 19, 27, 5, 17, 29, 6, 20, 5, 49, 25, 21, 28, 5, 33, 18, 12, 16, 31, 47, 23, 20, 22, 20, 33, 13, 75, 35, 18, 38, 5, 17, 30, 23, 24, 12, 4, 18, 56, 6, 8, 22, 33, 47, 17, 65, 26, 7, 8, 20, 38, 10, 22, 49, 9, 27, 20, 24, 17, 24, 29, 9, 14, 73, 8, 30, 36, 19, 32, 17, 4, 7, 16, 6, 52, 18, 30, 40, 58, 21, 44, 35, 20, 6, 32, 6, 8, 20, 27, 68, 26, 14, 45, 12, 23, 18, 34, 4, 15, 8, 31, 36, 26, 16, 33, 10, 8, 45, 19, 51, 27, 9, 26, 21, 11, 24, 6, 25, 20, 21, 30, 56, 25, 36, 19, 19, 23, 4, 37, 20, 27, 32, 66, 23, 8, 53, 21, 26, 38, 16, 19, 5, 33, 28, 25, 21, 20, 23, 37, 6, 5, 29, 32, 36, 16, 15, 8, 25, 39, 25, 80, 30, 6, 23, 13, 45, 39, 39, 17, 32, 40, 34, 7, 19, 62, 9, 4, 37, 11, 17, 13, 27, 21, 55, 26, 18, 22, 30, 24, 28, 22, 16, 18, 9, 17, 44, 33, 51, 37, 26, 31, 30, 27, 6, 9, 16, 12, 15, 15, 37, 25, 278, 9, 17, 24, 42, 20, 15, 24, 10, 27, 44, 18, 6, 8, 15, 19, 10, 45, 8, 5, 25, 31, 25, 21, 12, 7, 34, 10, 30, 8, 13, 8, 18, 5, 14, 62, 13, 43, 39, 22, 11, 48, 18, 37, 22, 9, 31, 10, 68, 7, 23, 5, 42, 12, 27, 7, 28, 5, 28, 20, 6, 43, 32, 16, 39, 20, 10, 43, 86, 45, 33, 12, 44, 53, 15, 27, 8, 65, 36, 39, 12, 17, 14, 20, 9, 26, 11, 36, 6, 12, 11, 17, 51, 25, 15, 6, 19, 12, 21, 29, 32, 33, 22, 79, 48, 17, 35, 28, 32, 44, 9, 21, 25, 25, 27, 64, 21, 28, 32, 28, 28, 21, 27, 49, 19, 45, 41, 50, 4, 16, 11, 18, 26, 32, 9, 33, 42, 48, 12, 29, 18, 9, 72, 30, 8, 54, 25, 28, 37, 48, 28, 30, 36, 28, 22, 30, 5, 17, 8, 44, 4, 19, 6, 30, 17, 3, 33, 30, 20, 23, 30, 20, 25, 17, 25, 40, 17, 29, 45, 86, 12, 23, 35, 19, 20, 22, 37, 18, 30, 9, 6, 20, 16, 32, 6, 21, 22, 16, 78, 45, 24, 4, 16, 59, 35, 57, 5, 20, 17, 30, 75, 38, 26, 19, 9, 18, 29, 25, 28, 33, 40, 38, 26, 7, 62, 24, 5, 18, 8, 6, 49, 55, 35, 7, 35, 25, 8, 36, 22, 38, 5, 58, 3, 12, 50, 20, 5, 12, 21, 25, 16, 22, 19, 23, 20, 11, 23, 19, 4, 19, 27, 50, 10, 19, 16, 21, 12, 22, 18, 32, 51, 9, 49, 45, 20, 9, 6, 25, 16, 11, 16, 16, 44, 4, 5, 23, 20, 4, 15, 8, 22, 6, 22, 56, 21, 31, 4, 33, 7, 13, 33, 30, 4, 19, 10, 24, 53, 15, 6, 17, 28, 21, 4, 27, 10, 6, 31, 20, 35, 7, 72, 9, 20, 17, 15, 30, 8, 5, 10, 7, 8, 48, 31, 14, 34, 12, 8, 6, 8, 28, 36, 82, 21, 22, 25, 19, 19, 32, 21, 47, 16, 23, 21, 4, 23, 22, 23, 24, 25, 15, 14, 6, 21, 7, 49, 8, 18, 24, 26, 14, 10, 8, 22, 25, 15, 23, 17, 38, 47, 16, 43, 22, 30, 30, 20, 16, 22, 27, 19, 24, 9, 19, 9, 9, 26, 35, 18, 80, 19, 12, 20, 9, 10, 44, 18, 12, 9, 28, 11, 4, 20, 29, 4, 23, 16, 33, 40, 13, 26, 27, 11, 23, 5, 6, 18, 7, 34, 44, 47, 7, 33, 8, 21, 20, 25, 18, 6, 26, 28, 17, 12, 10, 22, 8, 32, 11, 19, 6, 20, 16, 4, 42, 22, 19, 4, 25, 29, 13, 27, 34, 22, 22, 22, 48, 18, 24, 14, 44, 18, 23, 18, 31, 12, 11, 19, 25, 65, 10, 11, 60, 9, 12, 10, 4, 17, 22, 37, 18, 20, 4, 26, 22, 35, 5, 6, 22, 20, 21, 8, 60, 23, 29, 16, 68, 7, 21, 18, 33, 18, 16, 34, 10, 63, 19, 10, 7, 11, 9, 9, 11, 27, 30, 26, 8, 54, 8, 50, 10, 18, 11, 24, 36, 15, 103, 44, 39, 23, 20, 17, 48, 11, 6, 17, 32, 6, 23, 11, 31, 19, 7, 29, 25, 15, 49, 28, 3, 21, 5, 33, 22, 35, 31, 23, 23, 20, 17, 16, 23, 19, 19, 17, 17, 30, 37, 11, 7, 47, 35, 17, 27, 36, 9, 20, 72, 20, 12, 34, 51, 24, 12, 18, 17, 18, 30, 47, 35, 20, 15, 8, 12, 29, 27, 7, 27, 44, 5, 30, 7, 22, 5, 10, 25, 25, 70, 7, 13, 33, 18, 41, 42, 33, 37, 5, 46, 4, 5, 45, 69, 7, 12, 8, 8, 32, 7, 35, 60, 19, 72, 21, 28, 22, 23, 7, 5, 23, 23, 36, 20, 10, 19, 7, 44, 83, 23, 79, 17, 13, 27, 12, 13, 81, 47, 4, 34, 28, 9, 41, 9, 6, 6, 42, 17, 26, 20, 13, 17, 26, 23, 4, 11, 18, 8, 37, 11, 19, 20, 32, 9, 45, 8, 23, 8, 24, 36, 27, 30, 9, 36, 25, 9, 22, 71, 38, 23, 37, 72, 21, 8, 18, 8, 30, 20, 14, 9, 7, 9, 46, 21, 51, 27, 28, 19, 8, 27, 24, 36, 8, 26, 20, 27, 20, 19, 6, 29, 17, 8, 25, 19, 29, 32, 7, 25, 49, 8, 36, 16, 30, 17, 16, 22, 15, 29, 25, 23, 17, 13, 45, 78, 6, 43, 20, 30, 38, 23, 8, 34, 34, 31, 21, 22, 20, 7, 4, 22, 35, 31, 15, 7, 20, 21, 35, 25, 39, 23, 26, 25, 29, 35, 63, 28, 20, 7, 38, 28, 16, 11, 29, 18, 5, 49, 10, 9, 19, 7, 21, 43, 31, 34, 69, 17, 20, 35, 19, 9, 49, 20, 8, 18, 6, 15, 12, 31, 37, 28, 61, 65, 23, 33, 26, 31, 30, 7, 27, 27, 25, 22, 7, 39, 34, 31, 40, 39, 51, 8, 15, 35, 7, 12, 35, 16, 21, 55, 19, 46, 5, 63, 18, 6, 19, 10, 16, 22, 51, 16, 32, 11, 16, 21, 35, 7, 25, 11, 12, 22, 10, 63, 28, 39, 49, 5, 42, 9, 10, 19, 38, 20, 21, 21, 10, 12, 7, 19, 28, 26, 27, 22, 9, 19, 7, 8, 43, 29, 23, 13, 7, 24, 30, 22, 43, 19, 13, 29, 16, 20, 17, 30, 22, 66, 29, 29, 23, 7, 5, 10, 13, 17, 20, 22, 6, 21, 33, 9, 8, 18, 25, 8, 21, 15, 67, 20, 5, 11, 44, 16, 5, 20, 11, 37, 62, 25, 8, 10, 15, 48, 12, 27, 28, 20, 16, 32, 7, 9, 13, 13, 19, 63, 7, 35, 55, 25, 15, 21, 50, 20, 42, 19, 8, 27, 42, 9, 20, 35, 28, 20, 39, 12, 65, 15, 8, 4, 18, 3, 34, 31, 72, 4, 7, 6, 24, 24, 6, 21, 5, 18, 19, 19, 19, 17, 21, 29, 24, 16, 62, 9, 31, 27, 16, 17, 26, 20, 35, 68, 17, 22, 15, 17, 30, 9, 22, 16, 6, 27, 38, 5, 10, 28, 31, 7, 21, 9, 30, 20, 28, 18, 8, 20, 22, 21, 8, 21, 18, 4, 26, 31, 15, 4, 7, 23, 5, 14, 19, 69, 23, 30, 30, 4, 20, 43, 44, 5, 44, 11, 89, 5, 20, 24, 27, 5, 13, 26, 3, 25, 22, 8, 41, 28, 11, 27, 26, 17, 25, 19, 35, 19, 31, 18, 18, 6, 23, 25, 10, 13, 9, 9, 18, 36, 31, 39, 8, 29, 7, 10, 38, 30, 20, 32, 20, 6, 22, 20, 33, 16, 21, 21, 22, 49, 16, 25, 4, 80, 20, 16, 16, 20, 24, 10, 6, 21, 19, 6, 34, 24, 8, 24, 41, 48, 22, 52, 37, 7, 80, 7, 13, 13, 21, 26, 26, 46, 35, 56, 30, 10, 19, 9, 19, 30, 33, 17, 21, 6, 12, 15, 57, 6, 12, 9, 36, 9, 7, 5, 8, 61, 11, 18, 21, 13, 17, 36, 23, 7, 25, 7, 22, 5, 24, 21, 50, 29, 10, 42, 26, 16, 20, 106, 17, 23, 33, 16, 59, 12, 20, 8, 9, 19, 24, 18, 18, 10, 18, 7, 16, 18, 33, 26, 28, 25, 13, 18, 54, 53, 4, 38, 15, 15, 11, 31, 25, 22, 29, 40, 19, 5, 23, 18, 20, 26, 13, 28, 20, 20, 21, 16, 12, 10, 5, 47, 21, 10, 6, 10, 23, 18, 16, 20, 6, 7, 57, 18, 47, 80, 39, 19, 25, 29, 12, 23, 67, 19, 75, 7, 43, 25, 21, 19, 7, 21, 30, 9, 7, 28, 5, 5, 26, 18, 14, 18, 31, 16, 45, 16, 19, 41, 27, 69, 53, 8, 30, 7, 6, 62, 29, 22, 19, 30, 36, 27, 68, 9, 16, 55, 8, 3, 50, 16, 19, 32, 9, 26, 40, 10, 37, 19, 32, 5, 77, 9, 24, 137, 8, 10, 28, 23, 42, 39, 25, 52, 38, 40, 27, 24, 48, 11, 22, 46, 18, 6, 23, 21, 25, 27, 17, 26, 17, 5, 24, 23, 24, 5, 16, 37, 16, 7, 32, 52, 9, 31, 8, 6, 10, 16, 63, 38, 25, 31, 18, 43, 26, 45, 8, 16, 36, 9, 3, 42, 14, 55, 19, 14, 11, 17, 8, 5, 10, 19, 32, 511, 19, 4, 17, 15, 53, 31, 16, 8, 42, 18, 24, 6, 10, 20, 6, 31, 18, 59, 85, 17, 18, 7, 28, 37, 11, 14, 6, 46, 5, 24, 15, 20, 55, 27, 11, 61, 23, 27, 5, 6, 19, 34, 24, 22, 27, 6, 21, 23, 22, 23, 7, 26, 4, 12, 6, 44, 36, 4, 11, 34, 27, 17, 55, 6, 29, 28, 17, 9, 20, 7, 33, 36, 6, 53, 7, 6, 22, 45, 23, 64, 10, 48, 24, 17, 31, 14, 38, 26, 6, 33, 36, 36, 44, 32, 18, 14, 17, 34, 29, 18, 55, 7, 27, 5, 11, 20, 49, 77, 7, 5, 8, 17, 23, 39, 17, 24, 18, 8, 16, 6, 20, 28, 22, 8, 21, 25, 6, 45, 18, 22, 44, 6, 67, 7, 6, 16, 22, 6, 10, 48, 19, 16, 31, 5, 4, 18, 15, 19, 27, 68, 15, 28, 21, 5, 31, 25, 77, 24, 21, 11, 22, 18, 17, 20, 10, 51, 29, 5, 8, 20, 20, 5, 21, 6, 32, 21, 7, 10, 7, 35, 17, 31, 6, 6, 24, 19, 44, 22, 29, 6, 14, 13, 26, 19, 9, 5, 19, 25, 70, 26, 10, 39, 20, 56, 7, 18, 19, 13, 34, 18, 40, 34, 7, 32, 3, 17, 60, 18, 18, 11, 20, 16, 17, 15, 4, 4, 97, 52, 28, 17, 49, 10, 6, 24, 18, 22, 17, 4, 23, 6, 9, 49, 11, 20, 38, 20, 23, 11, 5, 23, 7, 20, 30, 14, 27, 61, 15, 6, 21, 58, 18, 16, 18, 33, 49, 15, 32, 80, 33, 14, 17, 30, 18, 23, 46, 33, 26, 49, 68, 21, 20, 17, 54, 19, 20, 21, 22, 18, 3, 19, 18, 21, 51, 21, 16, 10, 51, 21, 27, 75, 29, 13, 22, 16, 12, 4, 46, 19, 28, 15, 20, 31, 13, 19, 25, 61, 12, 31, 4, 11, 24, 4, 38, 5, 20, 72, 6, 36, 18, 45, 16, 46, 25, 37, 30, 17, 18, 11, 19, 60, 14, 43, 15, 22, 5, 54, 25, 4, 5, 77, 5, 9, 7, 16, 45, 7, 21, 16, 54, 59, 8, 6, 17, 21, 13, 56, 18, 33, 27, 11, 18, 19, 5, 18, 17, 54, 20, 26, 5, 26, 5, 8, 27, 11, 28, 22, 19, 23, 22, 9, 10, 40, 17, 34, 7, 20, 18, 48, 42, 9, 23, 12, 49, 17, 9, 23, 9, 4, 26, 33, 8, 30, 20, 20, 63, 11, 10, 43, 54, 41, 7, 16, 29, 49, 18, 49, 35, 8, 24, 9, 31, 23, 5, 28, 18, 22, 31, 18, 4, 21, 29, 51, 14, 12, 70, 29, 12, 18, 29, 20, 17, 28, 11, 46, 21, 25, 22, 6, 35, 15, 19, 20, 19, 35, 45, 5, 22, 27, 6, 16, 23, 41, 41, 24, 17, 27, 8, 20, 50, 10, 28, 22, 9, 32, 20, 62, 7, 6, 11, 19, 24, 20, 18, 75, 4, 22, 13, 20, 17, 39, 8, 16, 21, 34, 22, 52, 20, 21, 53, 61, 20, 7, 28, 28, 36, 31, 31, 9, 53, 33, 18, 5, 23, 5, 8, 6, 11, 23, 29, 38, 5, 18, 26, 47, 7, 64, 14, 50, 26, 20, 11, 26, 20, 19, 41, 19, 15, 14, 47, 51, 13, 36, 31, 8, 33, 37, 16, 19, 27, 30, 6, 21, 6, 7, 64, 14, 43, 22, 29, 21, 20, 35, 8, 18, 29, 9, 19, 22, 67, 43, 17, 22, 12, 4, 26, 42, 26, 47, 63, 22, 8, 9, 20, 6, 12, 11, 18, 25, 72, 20, 20, 18, 20, 55, 6, 26, 14, 42, 18, 20, 8, 27, 37, 24, 14, 29, 55, 4, 5, 22, 17, 31, 13, 19, 7, 9, 5, 18, 40, 48, 23, 11, 29, 24, 5, 36, 59, 65, 42, 20, 25, 16, 34, 44, 33, 21, 27, 28, 8, 19, 10, 7, 8, 9, 42, 22, 16, 20, 41, 42, 4, 20, 20, 45, 5, 46, 9, 29, 9, 8, 8, 38, 29, 13, 19, 20, 20, 22, 27, 18, 51, 18, 63, 5, 23, 43, 39, 18, 7, 25, 6, 23, 22, 4, 24, 15, 28, 22, 36, 28, 5, 7, 36, 34, 38, 27, 24, 20, 17, 18, 28, 32, 20, 23, 66, 25, 11, 29, 12, 6, 15, 40, 4, 23, 11, 21, 6, 25, 55, 33, 13, 26, 23, 20, 10, 48, 5, 37, 51, 11, 26, 10, 37, 37, 33, 17, 19, 23, 26, 7, 17, 28, 14, 43, 62, 21, 12, 6, 51, 18, 9, 9, 25, 31, 50, 25, 53, 22, 5, 19, 20, 25, 41, 20, 18, 21, 15, 27, 53, 47, 16, 7, 6, 9, 28, 58, 27, 11, 27, 33, 65, 9, 17, 17, 7, 17, 14, 8, 13, 33, 40, 10, 24, 6, 8, 12, 24, 26, 5, 29, 33, 45, 20, 47, 27, 35, 36, 28, 4, 23, 22, 6, 13, 21, 47, 27, 7, 16, 23, 22, 19, 21, 21, 35, 33, 42, 45, 4, 11, 11, 25, 6, 17, 59, 10, 69, 10, 15, 16, 25, 20, 26, 19, 10, 17, 17, 13, 18, 25, 24, 33, 33, 19, 9, 18, 7, 9, 7, 52, 10, 67, 33, 19, 64, 42, 20, 32, 48, 5, 13, 14, 6, 28, 18, 42, 21, 22, 20, 6, 24, 22, 3, 4, 8, 22, 9, 23, 24, 28, 34, 62, 21, 29, 17, 7, 12, 12, 4, 17, 17, 43, 45, 17, 55, 15, 23, 29, 21, 39, 10, 30, 11, 23, 39, 46, 46, 25, 58, 54, 19, 21, 9, 8, 41, 17, 6, 28, 8, 15, 40, 25, 55, 16, 7, 6, 6, 9, 15, 21, 64, 30, 45, 12, 16, 39, 47, 27, 16, 20, 26, 21, 24, 26, 22, 18, 24, 6, 27, 17, 9, 18, 28, 45, 7, 27, 12, 20, 43, 4, 47, 44, 24, 5, 18, 13, 32, 17, 40, 23, 19, 28, 9, 43, 23, 25, 42, 9, 59, 71, 28, 22, 12, 70, 23, 39, 4, 4, 5, 50, 33, 15, 23, 55, 13, 39, 20, 10, 10, 23, 8, 15, 23, 6, 18, 43, 61, 20, 39, 20, 9, 29, 27, 6, 23, 27, 31, 21, 45, 46, 53, 10, 31, 21, 23, 16, 66, 19, 19, 24, 4, 20, 32, 20, 7, 12, 23, 8, 20, 6, 42, 41, 51, 37, 18, 18, 30, 46, 27, 55, 7, 8, 53, 34, 7, 20, 17, 19, 13, 24, 33, 33, 40, 18, 15, 38, 31, 9, 22, 19, 18, 42, 35, 28, 34, 6, 20, 28, 40, 33, 39, 5, 28, 21, 5, 9, 29, 7, 38, 30, 19, 50, 54, 11, 37, 9, 11, 17, 10, 30, 3, 9, 22, 22, 98, 17, 18, 60, 29, 31, 23, 4, 21, 6, 19, 39, 43, 33, 22, 34, 34, 7, 7, 18, 30, 4, 23, 20, 16, 20, 35, 50, 6, 20, 18, 33, 17, 33, 22, 19, 23, 26, 32, 6, 18, 26, 18, 73, 48, 15, 40, 18, 24, 22, 32, 21, 6, 11, 24, 18, 8, 6, 19, 38, 18, 15, 21, 16, 4, 25, 12, 31, 17, 16, 42, 22, 31, 30, 27, 18, 59, 20, 5, 26, 43, 10, 23, 24, 32, 5, 26, 13, 70, 17, 11, 24, 31, 14, 11, 28, 24, 33, 17, 25, 18, 46, 17, 21, 25, 45, 31, 37, 27, 19, 30, 6, 18, 29, 19, 18, 17, 16, 31, 31, 77, 29, 7, 59, 10, 7, 22, 22, 29, 5, 46, 25, 5, 31, 26, 29, 19, 10, 4, 10, 58, 7, 5, 7, 20, 8, 6, 9, 20, 9, 48, 5, 6, 40, 17, 18, 24, 45, 9, 9, 4, 7, 14, 25, 23, 24, 25, 25, 6, 34, 25, 4, 26, 27, 23, 6, 37, 22, 20, 27, 9, 26, 20, 22, 37, 4, 20, 15, 53, 53, 27, 8, 19, 13, 28, 21, 29, 20, 29, 19, 22, 23, 20, 29, 35, 30, 44, 36, 8, 37, 18, 16, 31, 59, 18, 63, 44, 20, 51, 18, 39, 38, 32, 5, 18, 40, 29, 58, 28, 5, 13, 22, 71, 19, 33, 77, 9, 17, 3, 11, 37, 19, 19, 30, 7, 9, 28, 23, 9, 34, 27, 19, 30, 27, 9, 35, 36, 6, 24, 65, 34, 16, 49, 14, 38, 9, 24, 31, 40, 77, 11, 9, 7, 19, 6, 19, 13, 23, 13, 17, 83, 25, 7, 37, 37, 21, 22, 39, 10, 25, 6, 34, 51, 18, 22, 62, 12, 23, 29, 11, 34, 24, 18, 11, 21, 47, 37, 24, 8, 22, 25, 4, 77, 19, 21, 12, 21, 10, 14, 24, 50, 11, 23, 29]\" of type <class 'list'> for key \"eval/Prediction Lengths\" as a scalar. This invocation of Tensorboard's writer.add_scalar() is incorrect so we dropped this attribute.\n"
          ]
        }
      ],
      "source": [
        "metrics = trainer.evaluate()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "VXYWY9ryrRcB"
      },
      "source": [
        "#### Print Metric Values"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 33,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5YIcuDqfrQ9f",
        "outputId": "ccc06b7d-0a49-47d1-8e51-f0be8f9e20a5"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "{'eval_loss': 1.01129150390625, 'eval_bleu': 45.280808646960104, 'eval_rouge': {'rouge1': 0.6201063905016944, 'rouge2': 0.41983725092331425, 'rougeL': 0.5926860755041149, 'rougeLsum': 0.592735648754739}, 'eval_Prediction Lengths': [14, 31, 22, 12, 31, 11, 39, 48, 6, 19, 16, 36, 35, 6, 23, 20, 21, 24, 20, 88, 23, 19, 21, 20, 13, 15, 17, 5, 19, 33, 4, 15, 16, 9, 46, 25, 30, 54, 17, 7, 20, 14, 34, 5, 28, 4, 18, 28, 24, 15, 19, 4, 18, 7, 18, 9, 8, 35, 6, 23, 4, 24, 21, 20, 72, 3, 13, 19, 6, 47, 9, 31, 36, 9, 31, 5, 38, 21, 56, 10, 17, 59, 21, 5, 13, 46, 5, 55, 19, 43, 7, 8, 22, 26, 25, 50, 26, 47, 52, 65, 22, 21, 20, 21, 22, 29, 35, 7, 21, 13, 36, 38, 45, 32, 10, 16, 20, 23, 10, 18, 51, 27, 6, 21, 10, 54, 14, 37, 53, 18, 3, 19, 48, 29, 49, 19, 32, 13, 53, 18, 38, 46, 44, 32, 12, 6, 39, 11, 52, 28, 24, 7, 9, 38, 32, 29, 5, 17, 35, 29, 21, 25, 17, 78, 50, 49, 70, 28, 38, 45, 47, 32, 6, 10, 6, 27, 62, 79, 30, 65, 35, 20, 44, 35, 10, 67, 8, 9, 8, 9, 18, 15, 22, 17, 36, 6, 18, 10, 22, 8, 79, 57, 68, 32, 16, 17, 14, 5, 18, 43, 26, 27, 9, 23, 5, 8, 17, 13, 8, 27, 32, 48, 22, 38, 25, 27, 6, 24, 18, 22, 22, 29, 37, 30, 9, 69, 14, 29, 44, 19, 33, 61, 20, 24, 50, 13, 23, 8, 3, 20, 17, 15, 7, 43, 9, 14, 7, 25, 6, 18, 30, 12, 34, 37, 20, 40, 34, 32, 19, 30, 29, 10, 17, 74, 24, 4, 20, 5, 27, 17, 5, 25, 10, 10, 7, 27, 24, 26, 12, 21, 54, 9, 11, 22, 18, 20, 34, 8, 8, 15, 6, 18, 31, 9, 23, 38, 64, 17, 12, 27, 4, 22, 18, 23, 22, 15, 41, 26, 10, 14, 21, 20, 24, 57, 19, 23, 19, 56, 51, 66, 27, 5, 32, 20, 5, 5, 32, 8, 33, 24, 27, 27, 19, 7, 16, 22, 36, 62, 23, 6, 23, 58, 61, 67, 37, 23, 32, 25, 28, 15, 9, 22, 6, 16, 66, 35, 7, 31, 12, 16, 14, 30, 27, 27, 11, 14, 25, 43, 7, 30, 31, 29, 20, 24, 28, 29, 23, 17, 9, 22, 8, 15, 31, 13, 30, 20, 68, 17, 29, 63, 25, 9, 25, 26, 20, 4, 22, 39, 28, 29, 55, 35, 21, 25, 10, 16, 22, 32, 52, 21, 60, 10, 21, 4, 5, 76, 62, 25, 8, 7, 28, 17, 31, 18, 5, 35, 4, 23, 19, 20, 29, 45, 6, 10, 22, 35, 23, 60, 4, 23, 25, 31, 11, 18, 7, 23, 19, 24, 32, 30, 27, 33, 26, 31, 22, 6, 15, 16, 57, 15, 16, 47, 24, 35, 33, 21, 18, 19, 5, 136, 26, 11, 35, 38, 36, 7, 7, 46, 34, 41, 5, 18, 9, 30, 12, 48, 14, 24, 29, 30, 16, 51, 28, 24, 20, 12, 8, 33, 29, 7, 15, 30, 23, 10, 13, 8, 19, 47, 24, 8, 8, 22, 15, 32, 23, 35, 77, 26, 43, 18, 19, 73, 31, 5, 8, 5, 47, 37, 19, 21, 28, 27, 85, 26, 16, 11, 20, 47, 31, 51, 6, 4, 32, 31, 81, 28, 9, 51, 16, 5, 24, 31, 22, 24, 23, 27, 8, 22, 15, 61, 26, 4, 7, 60, 5, 40, 83, 42, 18, 26, 41, 24, 56, 4, 38, 10, 15, 4, 11, 5, 57, 24, 25, 23, 32, 17, 42, 29, 23, 53, 19, 24, 3, 32, 18, 18, 14, 20, 19, 9, 34, 38, 16, 9, 10, 17, 18, 23, 6, 51, 26, 19, 46, 17, 5, 35, 55, 18, 12, 7, 8, 15, 19, 43, 5, 48, 5, 35, 21, 65, 16, 24, 43, 4, 59, 20, 4, 7, 4, 38, 34, 14, 5, 23, 9, 6, 98, 20, 30, 24, 7, 16, 6, 19, 17, 9, 24, 13, 18, 29, 34, 20, 19, 14, 25, 24, 20, 54, 7, 19, 27, 25, 24, 10, 6, 30, 35, 22, 12, 37, 27, 16, 49, 19, 4, 11, 56, 28, 21, 38, 16, 33, 9, 88, 24, 8, 20, 31, 12, 17, 14, 9, 11, 22, 9, 43, 26, 76, 12, 4, 52, 24, 18, 27, 23, 21, 23, 49, 43, 9, 25, 50, 5, 12, 8, 28, 7, 20, 31, 20, 29, 21, 21, 10, 25, 26, 55, 22, 5, 5, 41, 39, 46, 48, 33, 32, 56, 34, 30, 24, 8, 21, 32, 14, 60, 25, 23, 9, 54, 24, 4, 7, 23, 21, 5, 13, 9, 21, 26, 26, 34, 17, 21, 19, 51, 23, 8, 18, 29, 14, 10, 5, 11, 28, 27, 28, 36, 11, 26, 28, 28, 61, 19, 30, 32, 46, 13, 35, 35, 21, 34, 20, 40, 48, 19, 46, 32, 5, 48, 33, 33, 38, 13, 9, 45, 53, 27, 8, 26, 17, 28, 11, 5, 23, 17, 24, 5, 18, 33, 32, 27, 14, 6, 6, 17, 8, 6, 17, 61, 22, 14, 43, 64, 10, 9, 62, 12, 17, 24, 28, 45, 17, 57, 21, 37, 5, 18, 23, 8, 17, 11, 59, 4, 22, 10, 9, 4, 21, 41, 15, 26, 11, 7, 53, 16, 39, 35, 44, 43, 36, 22, 45, 8, 19, 29, 12, 11, 20, 18, 21, 78, 26, 11, 13, 21, 18, 24, 72, 13, 6, 17, 6, 44, 38, 17, 12, 12, 16, 72, 26, 13, 34, 22, 23, 8, 42, 21, 18, 20, 36, 33, 28, 19, 18, 27, 44, 14, 34, 20, 11, 25, 18, 18, 8, 27, 34, 43, 221, 5, 20, 7, 24, 29, 23, 29, 13, 13, 6, 16, 20, 8, 17, 16, 93, 14, 9, 57, 9, 30, 27, 17, 62, 22, 29, 35, 27, 27, 16, 5, 4, 4, 11, 22, 29, 48, 10, 18, 9, 29, 11, 32, 14, 26, 18, 5, 70, 27, 45, 10, 21, 16, 7, 78, 16, 7, 29, 40, 24, 27, 150, 17, 48, 20, 6, 54, 7, 31, 34, 24, 24, 19, 18, 51, 11, 6, 15, 52, 12, 7, 8, 24, 12, 21, 16, 17, 24, 45, 25, 6, 24, 20, 20, 22, 43, 34, 6, 39, 33, 6, 20, 47, 5, 18, 36, 46, 9, 30, 18, 29, 12, 48, 8, 21, 15, 45, 26, 11, 28, 9, 9, 4, 26, 9, 25, 27, 17, 9, 9, 7, 7, 5, 14, 18, 5, 28, 5, 35, 22, 14, 7, 68, 6, 20, 10, 28, 6, 22, 26, 31, 60, 17, 9, 18, 21, 16, 57, 26, 7, 12, 10, 7, 9, 9, 17, 17, 14, 24, 44, 64, 25, 18, 24, 28, 4, 17, 5, 25, 20, 36, 57, 25, 108, 21, 19, 11, 21, 17, 48, 18, 32, 62, 25, 16, 69, 55, 22, 21, 8, 39, 32, 34, 19, 44, 50, 11, 41, 17, 11, 20, 26, 61, 16, 13, 7, 64, 7, 21, 27, 9, 37, 6, 7, 28, 38, 16, 31, 11, 20, 9, 19, 8, 28, 63, 4, 14, 16, 32, 6, 28, 37, 4, 49, 23, 7, 60, 19, 8, 4, 59, 29, 56, 10, 21, 27, 21, 23, 6, 5, 13, 18, 7, 14, 13, 25, 10, 46, 33, 18, 49, 19, 77, 27, 5, 32, 18, 28, 21, 4, 21, 9, 13, 36, 14, 28, 21, 28, 17, 34, 6, 17, 35, 19, 35, 12, 25, 19, 21, 4, 11, 11, 4, 34, 20, 16, 31, 23, 23, 62, 34, 22, 24, 19, 35, 71, 17, 24, 5, 31, 17, 27, 38, 57, 33, 18, 5, 17, 11, 36, 23, 8, 18, 20, 38, 17, 13, 17, 74, 65, 17, 15, 37, 45, 26, 15, 29, 6, 12, 65, 19, 8, 9, 44, 44, 25, 6, 9, 15, 12, 9, 27, 33, 19, 16, 14, 22, 21, 19, 19, 18, 35, 17, 19, 28, 12, 20, 13, 4, 5, 24, 11, 5, 22, 18, 47, 24, 32, 8, 24, 9, 29, 19, 20, 6, 22, 39, 30, 16, 46, 18, 23, 5, 7, 9, 27, 48, 5, 25, 44, 24, 4, 72, 34, 24, 5, 4, 9, 7, 15, 22, 4, 55, 51, 31, 29, 4, 15, 12, 18, 39, 33, 51, 24, 36, 12, 16, 17, 53, 51, 40, 27, 27, 9, 33, 17, 23, 21, 64, 37, 18, 14, 40, 38, 43, 18, 32, 23, 45, 16, 23, 28, 16, 20, 28, 35, 33, 46, 27, 34, 17, 13, 54, 7, 6, 10, 4, 17, 22, 26, 17, 8, 25, 17, 9, 31, 24, 19, 9, 7, 34, 21, 5, 16, 8, 7, 19, 20, 16, 22, 15, 62, 21, 4, 57, 21, 14, 27, 23, 35, 6, 14, 52, 30, 14, 42, 19, 40, 30, 18, 9, 10, 34, 8, 33, 16, 38, 18, 33, 24, 18, 20, 15, 25, 76, 15, 20, 32, 34, 19, 19, 4, 8, 28, 56, 5, 17, 19, 18, 10, 27, 6, 19, 30, 17, 23, 5, 4, 7, 21, 21, 13, 28, 39, 45, 12, 8, 7, 5, 11, 7, 8, 9, 34, 33, 47, 21, 11, 26, 9, 22, 53, 9, 33, 19, 18, 30, 6, 21, 29, 60, 46, 45, 25, 42, 17, 20, 47, 8, 21, 23, 24, 26, 10, 20, 18, 13, 6, 9, 21, 8, 19, 25, 30, 26, 8, 20, 36, 26, 9, 7, 21, 25, 15, 16, 19, 18, 56, 21, 20, 19, 45, 11, 24, 27, 22, 62, 29, 33, 5, 38, 26, 25, 18, 21, 16, 20, 18, 19, 6, 25, 5, 9, 14, 25, 26, 45, 12, 34, 22, 13, 21, 20, 26, 7, 5, 24, 36, 19, 28, 20, 21, 19, 21, 33, 35, 28, 15, 18, 55, 18, 6, 27, 23, 20, 21, 9, 38, 11, 18, 31, 24, 21, 11, 6, 9, 19, 9, 22, 24, 20, 16, 13, 14, 24, 37, 22, 46, 27, 19, 19, 14, 40, 58, 21, 41, 30, 26, 28, 38, 25, 28, 31, 7, 25, 10, 21, 18, 18, 36, 43, 18, 16, 21, 16, 39, 47, 42, 16, 23, 23, 18, 30, 92, 18, 19, 30, 32, 14, 18, 15, 25, 26, 44, 35, 32, 38, 19, 15, 21, 13, 33, 41, 65, 61, 9, 64, 19, 10, 16, 12, 26, 33, 7, 17, 26, 27, 12, 24, 9, 30, 26, 30, 13, 23, 37, 45, 24, 29, 52, 28, 21, 21, 56, 17, 20, 43, 18, 64, 6, 18, 14, 17, 6, 47, 9, 30, 80, 7, 31, 28, 6, 5, 30, 4, 28, 17, 7, 64, 26, 9, 50, 54, 37, 38, 6, 23, 34, 36, 22, 24, 25, 14, 11, 22, 27, 24, 33, 33, 34, 24, 45, 34, 17, 24, 8, 21, 34, 10, 17, 39, 17, 33, 23, 24, 6, 71, 10, 6, 17, 18, 33, 13, 20, 3, 25, 41, 16, 18, 13, 27, 28, 19, 30, 87, 25, 24, 5, 57, 14, 37, 18, 36, 8, 28, 26, 16, 21, 6, 12, 6, 22, 20, 18, 13, 24, 30, 23, 21, 52, 5, 20, 30, 36, 29, 29, 43, 58, 42, 21, 20, 22, 32, 19, 17, 19, 28, 9, 18, 21, 4, 27, 78, 93, 43, 14, 32, 23, 66, 56, 4, 30, 34, 53, 8, 20, 7, 11, 5, 35, 61, 38, 79, 19, 5, 17, 24, 10, 30, 19, 21, 11, 26, 62, 65, 14, 17, 7, 64, 28, 43, 58, 18, 23, 21, 75, 21, 18, 12, 20, 32, 13, 7, 24, 27, 53, 21, 34, 35, 27, 29, 5, 5, 18, 9, 10, 6, 83, 36, 12, 7, 16, 6, 6, 14, 44, 7, 21, 26, 49, 63, 73, 11, 38, 7, 22, 5, 35, 4, 17, 5, 24, 24, 27, 5, 60, 11, 12, 25, 19, 30, 25, 20, 20, 14, 67, 11, 17, 38, 9, 4, 10, 46, 79, 42, 18, 6, 19, 24, 41, 47, 16, 28, 7, 50, 35, 11, 7, 14, 4, 12, 32, 34, 21, 14, 18, 17, 27, 17, 14, 33, 14, 43, 32, 28, 21, 18, 48, 19, 16, 42, 24, 25, 29, 24, 22, 18, 18, 19, 19, 17, 25, 55, 37, 6, 35, 36, 19, 5, 22, 28, 20, 17, 36, 29, 7, 7, 52, 18, 37, 25, 32, 60, 16, 26, 12, 20, 19, 25, 22, 23, 15, 12, 16, 7, 43, 30, 47, 24, 31, 22, 44, 67, 38, 20, 26, 10, 13, 7, 26, 24, 7, 24, 63, 21, 9, 21, 57, 26, 22, 33, 39, 15, 36, 7, 58, 67, 53, 35, 9, 14, 5, 23, 31, 28, 7, 23, 19, 39, 32, 25, 23, 19, 26, 33, 11, 4, 23, 20, 7, 23, 18, 15, 23, 7, 6, 8, 7, 18, 5, 7, 3, 32, 47, 44, 17, 28, 19, 46, 20, 37, 20, 29, 28, 16, 18, 23, 32, 12, 10, 17, 10, 36, 10, 45, 32, 4, 87, 28, 26, 9, 22, 9, 32, 25, 7, 39, 6, 19, 27, 24, 39, 33, 8, 28, 43, 26, 9, 42, 35, 48, 5, 50, 22, 32, 6, 11, 24, 42, 48, 12, 25, 21, 19, 12, 7, 20, 47, 34, 18, 5, 19, 4, 13, 18, 45, 5, 26, 22, 40, 7, 13, 17, 7, 46, 11, 19, 22, 41, 7, 6, 5, 25, 76, 13, 22, 25, 10, 5, 8, 4, 6, 31, 65, 24, 41, 44, 29, 41, 16, 28, 44, 28, 29, 5, 20, 23, 7, 19, 29, 21, 9, 7, 58, 6, 58, 61, 28, 16, 4, 22, 16, 38, 7, 8, 8, 18, 19, 19, 27, 19, 18, 27, 20, 7, 29, 10, 38, 15, 32, 8, 9, 4, 10, 17, 4, 8, 37, 26, 20, 14, 25, 5, 59, 9, 26, 33, 45, 71, 7, 21, 16, 35, 33, 13, 20, 14, 13, 33, 45, 18, 57, 19, 11, 17, 21, 25, 21, 19, 33, 26, 9, 29, 25, 22, 14, 6, 40, 30, 17, 45, 30, 57, 28, 41, 4, 62, 37, 44, 6, 26, 36, 30, 17, 40, 8, 14, 8, 21, 40, 6, 19, 13, 13, 65, 10, 54, 4, 24, 16, 14, 31, 16, 18, 15, 17, 19, 19, 20, 26, 8, 20, 37, 25, 12, 17, 22, 33, 23, 28, 17, 18, 7, 19, 16, 47, 21, 24, 28, 32, 19, 14, 24, 21, 9, 12, 21, 30, 30, 27, 22, 23, 16, 9, 26, 28, 26, 35, 33, 20, 32, 54, 48, 25, 24, 60, 28, 47, 32, 6, 9, 22, 27, 19, 9, 16, 11, 22, 18, 24, 19, 42, 11, 56, 48, 37, 7, 5, 17, 16, 17, 40, 18, 28, 8, 9, 12, 6, 25, 26, 26, 42, 53, 29, 24, 10, 34, 25, 6, 25, 26, 111, 32, 25, 50, 5, 47, 5, 21, 19, 29, 10, 18, 32, 20, 21, 19, 36, 38, 10, 11, 9, 44, 24, 25, 20, 37, 183, 46, 35, 39, 64, 20, 50, 7, 46, 62, 19, 43, 17, 8, 16, 29, 22, 15, 47, 23, 33, 19, 77, 22, 48, 11, 16, 29, 43, 5, 8, 18, 20, 49, 52, 9, 19, 9, 74, 6, 25, 16, 6, 54, 24, 16, 12, 43, 23, 13, 13, 32, 30, 8, 26, 7, 24, 22, 24, 44, 5, 6, 75, 28, 14, 7, 31, 13, 36, 11, 37, 34, 19, 8, 7, 21, 30, 17, 17, 91, 48, 7, 42, 24, 35, 14, 28, 7, 16, 19, 34, 41, 13, 12, 39, 18, 32, 78, 20, 22, 21, 25, 16, 18, 6, 25, 20, 8, 19, 11, 80, 49, 10, 14, 36, 21, 7, 25, 24, 27, 21, 22, 50, 26, 22, 18, 36, 69, 70, 35, 9, 18, 4, 16, 11, 35, 9, 17, 54, 27, 27, 18, 4, 28, 4, 6, 38, 5, 16, 46, 29, 6, 34, 36, 14, 21, 26, 18, 7, 109, 23, 6, 19, 69, 8, 19, 31, 58, 102, 40, 9, 4, 6, 21, 17, 18, 28, 21, 16, 19, 4, 7, 10, 21, 7, 38, 9, 14, 23, 36, 16, 18, 29, 29, 38, 17, 19, 15, 20, 42, 18, 6, 8, 27, 12, 4, 9, 20, 16, 6, 40, 71, 66, 26, 24, 26, 43, 78, 41, 9, 23, 42, 26, 6, 10, 17, 39, 26, 8, 20, 21, 46, 20, 18, 22, 24, 34, 20, 31, 8, 25, 40, 27, 17, 25, 16, 5, 34, 24, 25, 12, 38, 4, 18, 44, 13, 8, 21, 45, 25, 36, 7, 56, 41, 9, 70, 34, 35, 10, 39, 23, 22, 22, 19, 5, 11, 30, 29, 32, 6, 42, 33, 74, 24, 29, 29, 4, 50, 28, 5, 19, 34, 11, 12, 5, 35, 28, 31, 27, 24, 50, 85, 18, 32, 50, 9, 18, 14, 19, 28, 35, 26, 18, 21, 28, 25, 20, 8, 25, 25, 38, 53, 21, 17, 20, 24, 17, 37, 20, 38, 37, 38, 26, 18, 58, 16, 19, 17, 17, 43, 8, 66, 29, 50, 42, 48, 29, 28, 39, 20, 18, 17, 18, 20, 21, 108, 48, 21, 55, 20, 19, 49, 22, 19, 13, 17, 7, 5, 20, 17, 54, 18, 7, 17, 21, 5, 11, 10, 5, 42, 28, 7, 8, 11, 8, 4, 16, 28, 57, 23, 21, 5, 48, 10, 9, 82, 47, 19, 31, 7, 32, 21, 46, 18, 18, 28, 13, 7, 19, 13, 20, 19, 8, 58, 31, 26, 61, 7, 9, 5, 20, 20, 23, 61, 9, 36, 78, 19, 31, 6, 28, 24, 16, 30, 12, 26, 23, 17, 64, 12, 21, 5, 22, 28, 17, 23, 30, 38, 24, 21, 8, 41, 14, 34, 30, 17, 15, 39, 6, 16, 32, 28, 39, 20, 34, 8, 26, 19, 22, 38, 27, 43, 24, 19, 25, 17, 22, 50, 17, 25, 26, 6, 21, 20, 11, 41, 33, 5, 20, 41, 11, 58, 19, 28, 27, 5, 16, 48, 7, 45, 28, 30, 12, 21, 9, 38, 11, 27, 6, 4, 33, 33, 22, 34, 53, 28, 17, 35, 28, 12, 22, 32, 28, 16, 21, 24, 25, 25, 15, 34, 7, 10, 52, 30, 33, 22, 16, 47, 25, 11, 24, 61, 34, 26, 7, 13, 27, 37, 46, 10, 12, 19, 18, 33, 32, 8, 35, 36, 21, 25, 65, 34, 14, 80, 34, 49, 18, 16, 8, 19, 13, 49, 6, 6, 81, 16, 15, 34, 34, 21, 11, 72, 21, 31, 25, 38, 35, 20, 11, 20, 18, 27, 19, 9, 48, 7, 34, 4, 32, 7, 35, 6, 6, 41, 46, 8, 22, 24, 46, 7, 18, 34, 19, 18, 5, 27, 33, 22, 16, 15, 17, 54, 88, 6, 10, 11, 58, 21, 43, 73, 20, 37, 18, 98, 12, 26, 50, 6, 7, 17, 32, 5, 16, 4, 4, 12, 26, 17, 20, 4, 20, 7, 41, 26, 17, 38, 10, 16, 24, 17, 12, 3, 18, 7, 13, 21, 10, 7, 27, 28, 11, 54, 15, 23, 22, 28, 26, 51, 12, 16, 5, 25, 14, 40, 5, 14, 6, 9, 53, 8, 34, 27, 18, 35, 23, 16, 41, 42, 20, 14, 16, 56, 13, 64, 20, 17, 31, 25, 32, 11, 28, 31, 15, 14, 18, 35, 60, 40, 20, 4, 4, 6, 17, 27, 5, 10, 16, 7, 24, 23, 20, 4, 20, 12, 9, 18, 7, 20, 5, 6, 76, 22, 22, 45, 19, 17, 72, 4, 17, 32, 9, 17, 8, 20, 19, 10, 27, 50, 10, 26, 21, 8, 18, 45, 24, 51, 26, 15, 19, 6, 6, 100, 55, 35, 54, 35, 10, 15, 47, 18, 29, 5, 7, 4, 31, 32, 22, 40, 34, 38, 63, 36, 24, 27, 51, 42, 8, 22, 75, 22, 30, 5, 24, 27, 30, 32, 20, 15, 29, 68, 30, 7, 49, 21, 41, 72, 30, 24, 14, 7, 53, 18, 28, 19, 23, 44, 46, 8, 5, 26, 22, 27, 17, 21, 42, 21, 69, 24, 39, 48, 15, 28, 5, 45, 28, 13, 5, 9, 12, 18, 14, 27, 22, 8, 18, 10, 53, 28, 12, 19, 10, 18, 20, 11, 6, 31, 41, 18, 3, 23, 19, 19, 12, 18, 45, 37, 16, 70, 21, 25, 32, 25, 5, 26, 26, 19, 17, 9, 23, 16, 83, 7, 38, 25, 24, 23, 6, 22, 34, 20, 22, 4, 18, 28, 27, 17, 15, 9, 5, 16, 27, 31, 6, 14, 4, 30, 11, 48, 29, 30, 30, 23, 6, 25, 9, 13, 20, 4, 5, 24, 18, 31, 21, 35, 36, 28, 6, 34, 13, 31, 16, 24, 59, 14, 17, 23, 43, 23, 9, 7, 25, 37, 52, 27, 32, 17, 49, 22, 20, 36, 4, 20, 8, 37, 28, 35, 63, 23, 28, 45, 67, 24, 15, 61, 29, 47, 15, 32, 11, 22, 8, 18, 7, 44, 26, 25, 22, 16, 18, 19, 19, 5, 13, 33, 38, 5, 32, 37, 35, 71, 18, 24, 20, 32, 7, 72, 12, 29, 10, 6, 10, 18, 42, 7, 20, 67, 25, 63, 21, 27, 56, 7, 27, 21, 8, 11, 32, 31, 8, 18, 33, 19, 36, 12, 29, 42, 33, 5, 8, 9, 23, 23, 54, 7, 28, 28, 30, 4, 20, 23, 33, 33, 20, 88, 50, 8, 6, 15, 14, 47, 33, 11, 9, 21, 51, 18, 12, 40, 40, 18, 29, 26, 18, 22, 22, 27, 12, 18, 36, 24, 21, 49, 35, 6, 23, 12, 11, 12, 33, 28, 19, 34, 51, 67, 6, 26, 35, 21, 11, 5, 5, 27, 14, 13, 31, 43, 18, 26, 8, 25, 6, 38, 35, 8, 21, 7, 19, 9, 40, 41, 16, 20, 5, 26, 37, 14, 41, 10, 33, 43, 16, 53, 25, 40, 26, 24, 24, 11, 89, 9, 22, 11, 23, 38, 23, 26, 68, 9, 7, 27, 7, 6, 17, 39, 33, 47, 7, 23, 9, 36, 13, 22, 58, 8, 76, 7, 25, 19, 55, 12, 9, 26, 21, 5, 14, 42, 79, 28, 16, 5, 31, 57, 37, 15, 23, 15, 34, 37, 17, 25, 61, 16, 26, 59, 28, 21, 5, 18, 18, 16, 18, 19, 50, 21, 14, 8, 69, 8, 18, 31, 24, 45, 30, 4, 75, 22, 18, 17, 26, 18, 7, 21, 48, 13, 23, 50, 11, 25, 23, 17, 8, 35, 25, 13, 19, 26, 10, 30, 17, 18, 25, 26, 14, 38, 71, 10, 74, 65, 30, 35, 11, 73, 9, 37, 28, 25, 11, 19, 7, 18, 33, 40, 61, 17, 20, 29, 36, 23, 38, 16, 26, 25, 7, 29, 7, 16, 63, 41, 29, 17, 21, 18, 5, 42, 28, 25, 48, 6, 9, 22, 36, 10, 7, 22, 55, 14, 20, 20, 17, 41, 20, 19, 7, 19, 49, 38, 16, 6, 64, 68, 30, 50, 26, 20, 51, 23, 11, 26, 24, 24, 21, 19, 4, 39, 11, 25, 29, 20, 19, 16, 7, 11, 35, 3, 28, 18, 31, 27, 41, 26, 5, 32, 17, 4, 49, 20, 26, 49, 38, 5, 12, 6, 5, 26, 41, 29, 17, 6, 22, 28, 18, 14, 28, 19, 20, 17, 11, 10, 41, 16, 34, 55, 80, 25, 25, 53, 24, 3, 14, 16, 54, 7, 4, 9, 22, 4, 18, 31, 10, 20, 27, 9, 37, 9, 60, 23, 12, 20, 45, 16, 25, 17, 17, 6, 19, 7, 34, 34, 6, 10, 20, 34, 13, 16, 10, 42, 92, 14, 20, 19, 23, 9, 23, 38, 6, 17, 13, 39, 23, 37, 23, 21, 10, 34, 8, 23, 29, 39, 6, 10, 46, 23, 33, 5, 38, 4, 17, 28, 7, 8, 18, 57, 6, 5, 48, 17, 4, 6, 11, 39, 18, 20, 8, 17, 30, 14, 25, 30, 3, 24, 31, 21, 26, 19, 39, 24, 11, 73, 9, 33, 7, 20, 39, 20, 22, 38, 24, 38, 34, 19, 32, 25, 18, 18, 38, 23, 10, 6, 20, 7, 40, 64, 19, 42, 29, 29, 41, 11, 47, 96, 11, 9, 4, 5, 21, 57, 5, 27, 65, 30, 26, 55, 30, 26, 15, 52, 33, 20, 8, 5, 9, 48, 18, 19, 14, 28, 5, 19, 27, 61, 6, 16, 54, 24, 6, 6, 10, 6, 14, 69, 17, 24, 7, 30, 37, 49, 18, 22, 38, 24, 20, 36, 18, 10, 4, 19, 19, 28, 17, 21, 23, 20, 25, 5, 61, 62, 23, 6, 37, 19, 8, 65, 20, 30, 37, 20, 4, 13, 5, 18, 39, 5, 16, 21, 10, 9, 22, 15, 18, 24, 22, 29, 21, 6, 16, 22, 27, 16, 8, 59, 24, 27, 26, 51, 4, 16, 15, 5, 45, 8, 40, 28, 24, 37, 61, 3, 17, 4, 22, 60, 6, 7, 19, 3, 13, 12, 18, 53, 72, 43, 30, 3, 24, 35, 50, 7, 11, 39, 18, 4, 33, 35, 51, 27, 30, 18, 29, 6, 26, 16, 52, 47, 21, 31, 21, 6, 43, 10, 19, 31, 5, 24, 21, 31, 35, 9, 17, 30, 10, 25, 18, 16, 42, 47, 84, 40, 20, 7, 12, 90, 19, 27, 38, 32, 20, 7, 49, 19, 4, 18, 54, 19, 33, 18, 33, 17, 27, 63, 7, 4, 26, 50, 29, 6, 28, 7, 49, 43, 9, 37, 37, 9, 30, 16, 22, 88, 6, 9, 12, 20, 55, 76, 39, 39, 28, 32, 34, 11, 139, 26, 5, 6, 8, 22, 15, 32, 33, 9, 63, 9, 6, 45, 29, 14, 26, 19, 8, 20, 42, 18, 38, 30, 26, 7, 5, 24, 10, 5, 4, 37, 16, 35, 18, 41, 44, 7, 81, 15, 18, 7, 37, 14, 22, 22, 73, 19, 30, 22, 25, 16, 46, 41, 22, 6, 31, 28, 11, 22, 32, 23, 42, 7, 20, 4, 53, 21, 22, 48, 7, 20, 22, 12, 6, 10, 21, 24, 5, 91, 5, 19, 21, 17, 20, 7, 20, 29, 19, 75, 25, 29, 24, 14, 54, 18, 5, 33, 18, 18, 43, 16, 4, 20, 18, 28, 10, 60, 27, 41, 24, 36, 33, 21, 38, 16, 9, 65, 33, 17, 56, 37, 5, 28, 12, 5, 5, 75, 20, 27, 26, 65, 8, 20, 38, 35, 31, 38, 23, 35, 31, 4, 18, 35, 29, 24, 9, 18, 37, 29, 9, 30, 28, 27, 21, 11, 7, 86, 67, 11, 30, 32, 43, 21, 20, 37, 25, 55, 41, 23, 19, 30, 5, 26, 30, 21, 5, 13, 20, 23, 30, 5, 53, 18, 4, 41, 22, 48, 5, 23, 21, 29, 40, 12, 42, 21, 22, 28, 18, 24, 27, 27, 26, 57, 7, 78, 51, 42, 24, 20, 25, 8, 26, 23, 29, 19, 5, 36, 7, 27, 26, 7, 24, 11, 21, 7, 41, 33, 7, 24, 48, 7, 77, 20, 18, 24, 26, 26, 38, 11, 23, 51, 45, 7, 22, 8, 14, 15, 12, 19, 8, 23, 19, 60, 47, 6, 41, 8, 30, 15, 31, 19, 19, 6, 21, 17, 16, 21, 46, 18, 10, 18, 38, 6, 20, 39, 55, 13, 50, 35, 21, 20, 19, 26, 35, 28, 5, 34, 20, 19, 13, 26, 21, 20, 8, 29, 10, 38, 23, 19, 66, 25, 6, 23, 27, 14, 11, 32, 22, 24, 37, 9, 44, 25, 20, 19, 26, 8, 9, 20, 21, 53, 7, 17, 19, 55, 24, 13, 29, 36, 48, 12, 16, 49, 4, 15, 35, 26, 11, 12, 21, 39, 23, 20, 21, 9, 10, 43, 8, 18, 7, 37, 26, 12, 45, 54, 23, 6, 8, 20, 9, 23, 29, 18, 11, 6, 23, 24, 10, 31, 38, 18, 36, 29, 40, 20, 36, 12, 5, 26, 30, 17, 24, 20, 73, 15, 7, 16, 8, 39, 20, 25, 5, 23, 11, 21, 35, 9, 104, 8, 27, 34, 34, 8, 4, 36, 103, 39, 21, 65, 37, 21, 5, 11, 18, 12, 32, 5, 7, 23, 37, 16, 73, 43, 6, 11, 12, 33, 13, 18, 12, 18, 4, 15, 16, 40, 15, 18, 51, 37, 8, 24, 23, 27, 6, 7, 7, 25, 35, 5, 29, 12, 34, 40, 6, 35, 22, 61, 40, 32, 25, 8, 29, 13, 21, 33, 38, 5, 8, 17, 16, 42, 36, 44, 6, 47, 9, 14, 20, 32, 7, 9, 49, 7, 16, 6, 22, 92, 7, 6, 4, 8, 30, 24, 22, 17, 9, 48, 21, 23, 27, 21, 21, 32, 4, 62, 70, 17, 48, 7, 30, 9, 51, 17, 11, 26, 33, 9, 30, 26, 26, 29, 52, 9, 17, 39, 43, 28, 28, 25, 18, 18, 24, 44, 20, 22, 22, 37, 44, 64, 17, 52, 18, 18, 5, 16, 39, 34, 10, 9, 25, 7, 48, 18, 35, 10, 7, 38, 6, 30, 10, 8, 46, 57, 8, 14, 24, 11, 6, 19, 15, 5, 5, 16, 30, 26, 43, 11, 19, 6, 8, 28, 22, 8, 28, 40, 7, 40, 30, 5, 18, 32, 36, 69, 33, 45, 37, 30, 6, 26, 35, 60, 17, 14, 14, 18, 10, 5, 27, 22, 27, 35, 39, 26, 35, 16, 10, 7, 20, 20, 7, 20, 15, 33, 94, 40, 6, 16, 21, 17, 12, 7, 22, 31, 18, 18, 28, 63, 11, 11, 80, 18, 12, 30, 24, 21, 5, 18, 31, 57, 13, 31, 11, 4, 47, 9, 15, 31, 21, 27, 29, 34, 83, 20, 24, 20, 22, 44, 22, 35, 49, 11, 22, 19, 8, 17, 18, 21, 6, 29, 21, 10, 8, 32, 25, 36, 28, 60, 13, 23, 51, 31, 21, 32, 56, 34, 22, 10, 34, 32, 29, 23, 27, 36, 28, 17, 13, 8, 14, 18, 22, 17, 52, 44, 23, 40, 8, 44, 8, 33, 48, 42, 40, 40, 20, 6, 31, 21, 10, 41, 16, 4, 33, 33, 20, 24, 69, 9, 41, 22, 14, 21, 6, 7, 73, 18, 21, 10, 12, 39, 20, 27, 19, 8, 12, 8, 30, 29, 29, 23, 12, 31, 31, 17, 4, 5, 14, 19, 23, 21, 5, 17, 21, 23, 8, 22, 28, 5, 11, 41, 11, 24, 27, 30, 45, 5, 15, 31, 14, 23, 18, 24, 89, 22, 17, 51, 9, 6, 26, 47, 45, 28, 50, 6, 18, 14, 25, 29, 17, 16, 7, 11, 58, 12, 28, 39, 12, 9, 69, 27, 6, 12, 7, 10, 14, 20, 19, 30, 3, 19, 7, 29, 28, 45, 9, 30, 9, 21, 21, 5, 19, 20, 23, 21, 35, 17, 9, 27, 49, 16, 31, 45, 11, 48, 15, 10, 18, 24, 19, 46, 23, 24, 24, 27, 15, 7, 9, 6, 20, 17, 15, 20, 35, 31, 19, 22, 8, 17, 22, 5, 50, 29, 8, 5, 13, 28, 19, 6, 13, 17, 10, 25, 19, 22, 17, 19, 38, 24, 47, 24, 18, 7, 19, 22, 36, 37, 18, 46, 12, 11, 25, 47, 9, 14, 20, 4, 26, 34, 30, 20, 12, 10, 70, 31, 13, 19, 5, 19, 13, 9, 15, 20, 18, 24, 9, 20, 23, 42, 15, 41, 27, 74, 9, 8, 18, 6, 22, 16, 8, 32, 6, 8, 30, 45, 25, 21, 18, 23, 8, 56, 9, 33, 6, 19, 43, 9, 10, 30, 6, 60, 36, 17, 31, 5, 20, 30, 21, 13, 6, 44, 9, 13, 4, 20, 21, 4, 20, 6, 28, 7, 24, 10, 21, 28, 18, 5, 27, 20, 30, 7, 8, 10, 5, 18, 58, 11, 23, 24, 4, 20, 20, 56, 23, 56, 26, 40, 39, 22, 46, 18, 23, 46, 32, 47, 37, 4, 64, 8, 46, 17, 14, 10, 62, 8, 26, 30, 7, 7, 27, 43, 21, 48, 25, 40, 22, 41, 6, 21, 30, 10, 5, 35, 45, 17, 24, 22, 17, 10, 44, 44, 53, 11, 24, 16, 9, 7, 33, 7, 32, 22, 8, 33, 14, 44, 21, 6, 8, 6, 23, 33, 26, 8, 28, 48, 14, 78, 7, 5, 9, 96, 6, 18, 21, 6, 32, 43, 13, 29, 8, 24, 5, 16, 21, 17, 24, 84, 50, 6, 19, 13, 45, 62, 25, 21, 18, 8, 32, 17, 42, 7, 10, 35, 21, 9, 26, 25, 21, 8, 17, 37, 16, 38, 29, 25, 6, 69, 38, 41, 31, 4, 5, 19, 19, 30, 23, 16, 11, 8, 22, 19, 18, 15, 32, 4, 54, 41, 43, 50, 5, 26, 7, 11, 24, 23, 7, 26, 54, 59, 8, 4, 19, 16, 30, 5, 43, 19, 21, 45, 37, 6, 29, 21, 11, 25, 19, 27, 38, 49, 22, 34, 74, 19, 23, 16, 29, 4, 19, 34, 17, 23, 32, 38, 109, 5, 23, 38, 5, 39, 7, 5, 24, 5, 9, 19, 28, 37, 27, 26, 30, 5, 5, 49, 31, 49, 19, 36, 20, 7, 29, 59, 16, 33, 15, 6, 33, 37, 9, 7, 11, 36, 32, 21, 19, 20, 46, 39, 20, 23, 23, 33, 6, 42, 40, 28, 63, 19, 4, 19, 6, 43, 21, 20, 20, 20, 51, 30, 24, 7, 26, 11, 73, 26, 55, 23, 36, 45, 17, 25, 21, 25, 5, 35, 8, 16, 25, 30, 31, 47, 20, 7, 21, 4, 30, 12, 21, 23, 5, 5, 28, 30, 40, 43, 27, 45, 31, 22, 27, 11, 28, 10, 7, 10, 27, 72, 40, 18, 39, 4, 15, 28, 86, 9, 6, 12, 23, 11, 21, 41, 6, 6, 6, 23, 18, 72, 8, 40, 17, 23, 20, 25, 27, 21, 26, 7, 26, 6, 7, 7, 25, 29, 6, 4, 20, 22, 9, 44, 36, 49, 22, 7, 9, 6, 33, 69, 7, 4, 66, 26, 19, 65, 17, 21, 61, 19, 75, 32, 45, 37, 32, 27, 41, 22, 30, 8, 5, 8, 27, 12, 46, 19, 12, 45, 53, 19, 51, 35, 13, 10, 9, 56, 24, 7, 16, 21, 23, 19, 22, 22, 23, 29, 39, 19, 16, 72, 15, 20, 11, 16, 11, 17, 12, 17, 16, 23, 7, 36, 17, 5, 11, 41, 17, 29, 23, 31, 35, 63, 30, 58, 13, 8, 19, 28, 24, 24, 20, 19, 67, 4, 17, 28, 18, 7, 46, 13, 14, 31, 13, 27, 16, 17, 8, 6, 6, 17, 64, 26, 7, 14, 26, 13, 20, 31, 5, 13, 11, 28, 30, 36, 8, 42, 27, 77, 40, 6, 32, 63, 15, 28, 20, 5, 51, 18, 14, 21, 26, 22, 11, 16, 8, 10, 11, 22, 27, 20, 19, 13, 36, 23, 14, 54, 20, 16, 36, 23, 12, 25, 6, 12, 80, 23, 50, 17, 35, 17, 25, 26, 26, 22, 27, 59, 6, 15, 66, 30, 22, 38, 6, 58, 24, 37, 18, 7, 6, 11, 9, 13, 73, 23, 25, 11, 41, 23, 4, 19, 21, 6, 6, 26, 9, 15, 18, 31, 23, 10, 17, 50, 22, 4, 27, 75, 55, 25, 22, 32, 37, 42, 83, 6, 8, 23, 9, 10, 7, 10, 7, 26, 23, 4, 32, 13, 20, 17, 8, 32, 4, 22, 6, 7, 20, 11, 33, 6, 10, 14, 36, 62, 20, 19, 7, 14, 23, 25, 13, 7, 8, 8, 22, 14, 8, 23, 39, 44, 30, 19, 21, 28, 65, 23, 24, 4, 70, 26, 37, 30, 27, 17, 23, 41, 8, 8, 19, 18, 12, 16, 46, 18, 19, 39, 67, 52, 21, 24, 25, 28, 73, 40, 8, 56, 17, 31, 12, 19, 9, 36, 45, 24, 44, 19, 78, 25, 22, 5, 12, 38, 7, 45, 86, 6, 21, 29, 18, 21, 13, 31, 32, 18, 21, 46, 15, 20, 43, 24, 4, 24, 39, 18, 20, 47, 8, 27, 20, 4, 16, 14, 18, 21, 34, 9, 54, 21, 25, 34, 4, 36, 12, 28, 8, 30, 23, 48, 24, 7, 39, 20, 21, 11, 26, 29, 5, 33, 46, 19, 26, 49, 18, 17, 20, 21, 16, 27, 67, 11, 25, 51, 28, 22, 23, 20, 17, 24, 4, 8, 10, 8, 8, 10, 20, 14, 14, 9, 28, 9, 21, 40, 20, 12, 8, 30, 11, 23, 23, 38, 8, 43, 44, 19, 37, 6, 21, 28, 47, 8, 28, 23, 8, 48, 8, 23, 47, 8, 4, 10, 26, 43, 13, 8, 12, 35, 47, 24, 21, 13, 15, 43, 20, 31, 7, 46, 13, 7, 18, 74, 7, 22, 19, 4, 26, 73, 16, 24, 68, 19, 33, 24, 15, 20, 30, 5, 16, 30, 61, 72, 78, 15, 47, 8, 16, 32, 12, 35, 11, 24, 10, 33, 7, 24, 21, 22, 21, 4, 22, 39, 20, 50, 7, 27, 58, 11, 21, 18, 12, 30, 18, 22, 15, 7, 9, 7, 36, 25, 6, 26, 22, 16, 32, 29, 23, 16, 21, 10, 16, 11, 24, 19, 7, 30, 18, 38, 7, 26, 30, 10, 17, 18, 10, 22, 19, 10, 50, 21, 22, 9, 5, 34, 25, 60, 3, 8, 20, 6, 22, 35, 49, 18, 7, 20, 4, 20, 28, 8, 36, 29, 24, 49, 12, 17, 10, 22, 25, 19, 42, 20, 10, 36, 19, 8, 21, 45, 28, 7, 22, 24, 46, 8, 17, 16, 36, 19, 52, 29, 25, 54, 40, 57, 34, 26, 48, 6, 5, 42, 12, 7, 34, 5, 19, 12, 22, 38, 28, 11, 48, 18, 12, 16, 70, 24, 21, 19, 61, 6, 19, 22, 41, 16, 20, 29, 9, 22, 21, 5, 7, 4, 26, 10, 5, 69, 27, 18, 22, 20, 22, 8, 19, 6, 4, 8, 20, 30, 26, 40, 26, 21, 24, 7, 8, 45, 6, 8, 36, 8, 40, 10, 35, 45, 5, 28, 19, 35, 23, 23, 16, 8, 15, 20, 20, 26, 26, 7, 5, 9, 20, 43, 5, 31, 39, 24, 13, 27, 19, 8, 8, 79, 9, 20, 90, 14, 28, 13, 20, 17, 47, 25, 30, 30, 8, 16, 35, 11, 7, 36, 26, 22, 4, 47, 37, 16, 21, 7, 26, 7, 6, 26, 16, 26, 34, 9, 19, 7, 54, 5, 9, 77, 21, 10, 21, 19, 51, 16, 9, 35, 21, 12, 16, 20, 43, 25, 8, 17, 24, 19, 28, 5, 24, 16, 19, 21, 27, 54, 21, 26, 52, 16, 14, 52, 23, 6, 19, 24, 80, 16, 19, 45, 39, 36, 21, 28, 21, 21, 38, 55, 8, 34, 18, 19, 6, 48, 20, 6, 34, 17, 7, 27, 26, 45, 24, 18, 18, 20, 22, 58, 12, 56, 17, 16, 18, 39, 27, 3, 16, 7, 65, 58, 68, 28, 14, 28, 19, 4, 13, 18, 10, 31, 16, 18, 18, 18, 5, 23, 28, 31, 21, 35, 25, 19, 10, 51, 11, 30, 11, 28, 11, 6, 45, 29, 29, 16, 12, 62, 14, 24, 39, 42, 26, 28, 43, 68, 46, 18, 58, 4, 23, 5, 17, 19, 65, 30, 18, 38, 9, 29, 26, 29, 46, 68, 29, 41, 33, 6, 91, 39, 21, 17, 36, 52, 20, 82, 5, 20, 20, 29, 20, 5, 6, 24, 38, 4, 50, 15, 12, 21, 30, 38, 37, 23, 16, 29, 20, 47, 21, 5, 14, 73, 47, 53, 37, 4, 24, 27, 19, 44, 21, 19, 37, 11, 39, 23, 19, 6, 28, 9, 29, 63, 21, 10, 22, 24, 38, 21, 24, 17, 41, 87, 32, 29, 24, 17, 16, 15, 45, 8, 18, 19, 53, 64, 21, 10, 12, 9, 10, 44, 32, 21, 10, 5, 26, 18, 16, 9, 3, 31, 56, 19, 30, 11, 8, 50, 24, 48, 39, 25, 36, 37, 22, 36, 60, 21, 21, 42, 24, 29, 11, 30, 67, 24, 17, 28, 40, 10, 19, 32, 25, 58, 38, 18, 12, 58, 20, 22, 37, 10, 54, 6, 19, 4, 30, 8, 66, 31, 12, 21, 20, 22, 16, 19, 22, 24, 53, 32, 19, 17, 40, 18, 52, 16, 5, 50, 21, 26, 23, 4, 50, 17, 21, 20, 49, 24, 33, 53, 9, 55, 9, 18, 15, 6, 18, 65, 20, 10, 23, 19, 25, 12, 36, 16, 17, 21, 19, 7, 17, 42, 10, 39, 22, 59, 41, 25, 20, 73, 4, 10, 23, 19, 19, 22, 21, 5, 42, 10, 24, 57, 19, 21, 39, 17, 60, 20, 28, 23, 22, 16, 69, 20, 20, 21, 73, 44, 28, 7, 17, 17, 13, 28, 11, 5, 20, 33, 34, 39, 22, 18, 26, 27, 66, 19, 9, 12, 9, 23, 49, 57, 31, 23, 17, 29, 5, 6, 12, 36, 33, 6, 13, 35, 31, 21, 16, 20, 10, 40, 8, 20, 8, 25, 25, 35, 14, 22, 15, 4, 13, 22, 54, 22, 59, 30, 16, 38, 9, 7, 9, 7, 30, 33, 19, 6, 17, 12, 10, 4, 31, 17, 32, 21, 10, 22, 18, 4, 21, 71, 51, 25, 23, 47, 24, 6, 7, 5, 30, 28, 35, 38, 18, 8, 37, 38, 18, 32, 29, 14, 18, 7, 21, 21, 22, 20, 30, 60, 18, 15, 21, 11, 13, 5, 18, 30, 18, 8, 53, 10, 19, 32, 8, 9, 18, 65, 46, 8, 12, 21, 15, 29, 23, 10, 36, 33, 19, 44, 20, 17, 9, 7, 38, 43, 16, 19, 17, 15, 21, 7, 18, 59, 7, 12, 25, 25, 7, 16, 21, 19, 39, 40, 109, 20, 31, 31, 35, 29, 24, 21, 42, 19, 19, 8, 8, 27, 37, 23, 58, 25, 38, 52, 9, 24, 46, 9, 20, 31, 52, 35, 28, 7, 89, 28, 32, 25, 31, 34, 21, 5, 10, 15, 23, 35, 28, 46, 7, 31, 30, 8, 22, 16, 13, 12, 20, 5, 16, 9, 23, 42, 30, 31, 28, 36, 19, 16, 18, 13, 46, 26, 10, 8, 7, 19, 15, 4, 33, 23, 25, 5, 12, 6, 24, 10, 24, 50, 15, 49, 20, 21, 5, 4, 52, 17, 22, 12, 6, 30, 59, 27, 21, 7, 79, 12, 18, 17, 25, 7, 15, 28, 39, 23, 5, 27, 42, 26, 46, 21, 35, 21, 22, 10, 4, 12, 26, 25, 25, 4, 15, 25, 24, 47, 20, 36, 21, 4, 64, 13, 30, 21, 5, 17, 21, 16, 34, 51, 50, 54, 16, 27, 16, 5, 15, 6, 38, 18, 33, 22, 32, 23, 5, 31, 25, 47, 5, 7, 17, 9, 35, 21, 10, 12, 20, 28, 19, 11, 6, 16, 29, 28, 26, 19, 32, 30, 20, 41, 13, 11, 17, 51, 11, 21, 21, 30, 20, 22, 40, 23, 5, 19, 18, 55, 19, 5, 21, 28, 5, 25, 25, 7, 16, 20, 5, 17, 21, 12, 42, 23, 16, 32, 24, 21, 18, 25, 26, 4, 16, 19, 21, 8, 37, 11, 20, 10, 14, 14, 4, 36, 26, 37, 15, 5, 43, 37, 23, 28, 16, 45, 26, 5, 19, 22, 52, 18, 7, 9, 17, 37, 47, 11, 24, 25, 22, 17, 22, 36, 21, 28, 30, 41, 53, 57, 44, 28, 7, 22, 23, 16, 19, 48, 16, 38, 8, 18, 12, 26, 55, 15, 4, 25, 17, 29, 36, 26, 16, 5, 25, 16, 8, 13, 12, 4, 16, 32, 25, 16, 36, 16, 17, 10, 25, 8, 37, 8, 9, 6, 11, 60, 23, 18, 17, 24, 72, 9, 7, 27, 29, 12, 46, 40, 6, 6, 13, 9, 27, 40, 5, 10, 13, 38, 32, 16, 15, 7, 19, 26, 32, 8, 22, 17, 7, 5, 16, 16, 35, 25, 24, 7, 19, 36, 40, 24, 19, 15, 23, 34, 7, 22, 22, 14, 29, 7, 13, 31, 21, 32, 9, 43, 34, 43, 80, 10, 9, 57, 20, 7, 36, 20, 21, 25, 46, 23, 30, 17, 43, 17, 6, 23, 20, 21, 16, 17, 47, 43, 19, 27, 41, 43, 24, 38, 21, 23, 12, 29, 31, 45, 80, 26, 24, 21, 32, 62, 27, 27, 8, 29, 22, 21, 30, 32, 25, 75, 12, 7, 27, 18, 18, 23, 30, 24, 30, 9, 44, 28, 22, 23, 62, 43, 5, 39, 30, 8, 28, 8, 46, 4, 5, 6, 13, 6, 12, 6, 21, 24, 25, 17, 8, 101, 76, 22, 28, 17, 35, 28, 33, 23, 31, 26, 11, 32, 49, 42, 21, 64, 17, 22, 21, 21, 18, 30, 43, 21, 17, 19, 26, 54, 7, 16, 5, 26, 43, 39, 21, 13, 5, 20, 8, 31, 39, 19, 37, 22, 61, 26, 9, 12, 22, 20, 11, 7, 27, 25, 7, 10, 25, 8, 6, 27, 8, 72, 4, 26, 28, 22, 41, 5, 8, 17, 6, 5, 7, 32, 10, 70, 17, 31, 18, 56, 6, 15, 20, 15, 15, 82, 23, 23, 8, 41, 31, 14, 6, 29, 36, 27, 39, 18, 6, 8, 8, 13, 5, 19, 16, 26, 49, 17, 16, 11, 13, 65, 7, 18, 7, 49, 5, 20, 43, 24, 35, 56, 24, 6, 6, 14, 61, 30, 45, 24, 17, 47, 53, 19, 39, 16, 9, 6, 28, 32, 23, 53, 5, 53, 53, 5, 28, 7, 6, 19, 47, 10, 26, 64, 8, 60, 69, 9, 24, 29, 60, 24, 47, 24, 4, 6, 50, 38, 14, 34, 21, 4, 23, 19, 41, 6, 6, 29, 30, 7, 20, 31, 10, 11, 16, 37, 31, 5, 69, 35, 20, 9, 7, 27, 18, 22, 7, 22, 21, 23, 19, 29, 16, 29, 6, 10, 9, 4, 19, 5, 18, 32, 27, 18, 8, 14, 15, 21, 23, 21, 51, 18, 39, 14, 31, 23, 23, 13, 34, 51, 14, 32, 37, 84, 29, 7, 19, 22, 24, 14, 21, 26, 10, 41, 7, 22, 4, 29, 6, 20, 25, 20, 22, 4, 12, 26, 32, 22, 24, 16, 7, 18, 67, 65, 4, 40, 19, 56, 7, 6, 22, 32, 18, 8, 43, 18, 25, 17, 27, 34, 13, 21, 20, 22, 12, 10, 44, 17, 7, 24, 29, 21, 8, 10, 31, 17, 18, 70, 10, 26, 31, 23, 28, 24, 7, 36, 19, 7, 26, 57, 12, 9, 18, 36, 6, 22, 25, 31, 36, 45, 7, 4, 12, 16, 22, 21, 42, 6, 19, 53, 24, 29, 13, 29, 24, 10, 29, 27, 59, 16, 8, 21, 11, 35, 12, 16, 22, 7, 13, 37, 34, 23, 8, 18, 32, 18, 20, 22, 20, 17, 12, 21, 40, 38, 36, 73, 23, 13, 21, 18, 13, 31, 4, 22, 34, 8, 46, 29, 20, 20, 7, 13, 39, 16, 18, 31, 24, 19, 51, 18, 9, 16, 65, 15, 53, 34, 29, 32, 6, 6, 26, 30, 23, 39, 10, 12, 15, 6, 28, 33, 58, 90, 17, 32, 5, 21, 27, 11, 19, 38, 21, 18, 17, 18, 6, 19, 58, 15, 24, 14, 20, 6, 48, 23, 6, 11, 8, 18, 22, 18, 43, 29, 28, 43, 27, 54, 39, 5, 58, 16, 33, 22, 18, 33, 35, 48, 25, 25, 13, 45, 23, 24, 34, 7, 11, 24, 6, 21, 25, 24, 7, 17, 46, 19, 66, 14, 30, 33, 46, 54, 34, 11, 22, 26, 50, 8, 7, 7, 33, 32, 38, 28, 43, 25, 28, 24, 19, 17, 46, 15, 4, 58, 21, 38, 9, 47, 13, 21, 9, 39, 27, 18, 13, 16, 37, 22, 11, 26, 38, 12, 19, 44, 21, 17, 17, 18, 16, 47, 21, 7, 20, 21, 6, 18, 39, 17, 9, 20, 22, 17, 62, 12, 16, 17, 37, 54, 22, 21, 20, 25, 48, 17, 18, 51, 20, 12, 56, 23, 30, 11, 21, 13, 52, 36, 21, 7, 26, 14, 14, 34, 33, 27, 31, 36, 21, 42, 23, 8, 22, 25, 7, 29, 46, 31, 45, 49, 35, 4, 13, 7, 24, 21, 23, 7, 7, 47, 5, 35, 16, 26, 14, 27, 6, 75, 38, 18, 6, 11, 78, 6, 30, 21, 7, 23, 10, 11, 23, 15, 30, 22, 16, 23, 35, 28, 39, 39, 19, 41, 19, 22, 30, 17, 9, 31, 16, 16, 10, 57, 55, 5, 23, 18, 5, 5, 32, 27, 21, 30, 17, 45, 21, 4, 48, 63, 28, 10, 38, 6, 7, 16, 17, 5, 39, 21, 6, 31, 16, 4, 37, 52, 18, 24, 34, 43, 72, 20, 39, 33, 8, 19, 41, 16, 21, 19, 25, 32, 19, 9, 19, 6, 8, 24, 31, 30, 31, 14, 8, 4, 34, 14, 49, 32, 30, 20, 30, 24, 17, 16, 41, 26, 3, 32, 27, 4, 63, 38, 30, 18, 32, 18, 20, 46, 55, 18, 35, 32, 13, 27, 19, 25, 16, 34, 40, 17, 34, 28, 52, 33, 51, 18, 62, 43, 5, 54, 6, 39, 21, 34, 34, 19, 19, 29, 20, 23, 10, 28, 24, 20, 72, 18, 43, 23, 12, 16, 19, 36, 7, 27, 37, 24, 37, 54, 26, 78, 47, 38, 8, 20, 10, 20, 48, 7, 47, 12, 18, 14, 49, 24, 37, 47, 5, 55, 4, 22, 5, 61, 18, 9, 12, 39, 52, 64, 4, 12, 52, 45, 26, 9, 12, 14, 11, 13, 27, 18, 34, 59, 5, 17, 24, 9, 51, 24, 10, 40, 19, 28, 30, 17, 8, 10, 17, 44, 15, 17, 5, 48, 6, 62, 26, 17, 19, 24, 23, 6, 35, 15, 31, 47, 20, 23, 69, 6, 30, 73, 33, 17, 16, 5, 20, 20, 5, 9, 7, 19, 22, 43, 7, 7, 32, 8, 29, 25, 6, 92, 5, 29, 34, 68, 20, 7, 36, 61, 30, 32, 29, 21, 24, 25, 67, 21, 68, 29, 20, 17, 13, 20, 18, 51, 5, 47, 4, 17, 6, 6, 5, 23, 21, 21, 16, 17, 30, 31, 9, 7, 41, 7, 17, 19, 26, 21, 37, 59, 17, 17, 23, 18, 18, 7, 21, 78, 31, 21, 31, 9, 34, 25, 22, 5, 41, 24, 29, 8, 4, 15, 25, 17, 11, 8, 37, 77, 5, 28, 42, 26, 17, 48, 8, 88, 30, 5, 72, 19, 14, 29, 50, 22, 18, 16, 36, 25, 60, 22, 22, 43, 64, 6, 28, 18, 5, 8, 22, 27, 25, 16, 42, 5, 20, 29, 23, 21, 32, 23, 15, 50, 24, 43, 4, 54, 36, 20, 39, 22, 39, 22, 20, 7, 4, 9, 19, 20, 20, 28, 19, 7, 38, 13, 10, 9, 38, 27, 14, 24, 22, 29, 6, 27, 21, 21, 25, 7, 30, 4, 20, 40, 29, 6, 31, 23, 17, 52, 78, 13, 42, 13, 30, 6, 27, 23, 16, 19, 21, 31, 24, 7, 6, 7, 4, 24, 37, 12, 29, 7, 23, 27, 22, 36, 51, 20, 75, 10, 23, 32, 33, 28, 72, 41, 25, 17, 6, 15, 28, 25, 37, 6, 105, 31, 20, 18, 16, 47, 18, 15, 21, 34, 28, 33, 23, 7, 46, 5, 8, 73, 12, 23, 14, 69, 5, 19, 30, 18, 27, 45, 30, 25, 18, 5, 17, 32, 11, 8, 19, 35, 33, 24, 42, 6, 30, 46, 6, 8, 5, 17, 11, 5, 14, 9, 12, 17, 66, 11, 20, 4, 30, 24, 27, 11, 72, 7, 51, 23, 17, 68, 17, 15, 18, 43, 33, 46, 21, 16, 31, 20, 11, 12, 32, 71, 39, 12, 27, 25, 17, 22, 28, 9, 25, 9, 25, 29, 45, 67, 34, 26, 9, 14, 24, 16, 16, 33, 21, 33, 13, 43, 42, 22, 6, 4, 18, 21, 14, 17, 21, 16, 70, 23, 28, 8, 26, 25, 20, 59, 6, 27, 23, 18, 34, 41, 35, 19, 46, 7, 12, 22, 29, 16, 4, 20, 16, 8, 38, 26, 20, 28, 49, 21, 5, 24, 38, 20, 50, 28, 5, 17, 12, 16, 10, 6, 16, 47, 30, 12, 45, 15, 19, 6, 27, 20, 26, 8, 7, 22, 33, 8, 24, 20, 27, 18, 30, 38, 9, 35, 18, 18, 30, 42, 8, 41, 5, 32, 61, 27, 8, 50, 7, 5, 8, 5, 27, 21, 23, 21, 14, 31, 19, 23, 45, 33, 19, 24, 11, 26, 6, 21, 23, 6, 15, 23, 16, 17, 10, 4, 6, 32, 8, 12, 48, 53, 7, 21, 8, 17, 35, 23, 22, 7, 13, 7, 31, 20, 26, 6, 21, 4, 18, 34, 6, 8, 5, 43, 26, 37, 6, 28, 15, 5, 5, 9, 9, 12, 21, 36, 4, 9, 41, 26, 18, 36, 16, 54, 6, 14, 15, 5, 29, 22, 8, 31, 26, 18, 30, 42, 7, 27, 24, 9, 12, 6, 5, 11, 14, 30, 29, 17, 12, 6, 8, 16, 28, 63, 18, 6, 31, 4, 9, 8, 7, 57, 8, 8, 4, 8, 30, 9, 9, 31, 44, 21, 21, 10, 24, 20, 35, 53, 19, 8, 9, 70, 22, 9, 4, 73, 52, 5, 27, 20, 20, 45, 54, 4, 38, 48, 11, 30, 36, 5, 27, 17, 8, 26, 45, 13, 22, 37, 28, 18, 46, 68, 9, 5, 35, 41, 17, 10, 6, 11, 19, 5, 22, 22, 8, 25, 19, 20, 4, 21, 7, 14, 28, 54, 12, 16, 6, 44, 19, 22, 34, 51, 82, 79, 6, 45, 12, 10, 19, 19, 31, 13, 14, 27, 19, 46, 21, 9, 7, 22, 9, 17, 24, 15, 29, 24, 29, 6, 35, 6, 5, 33, 6, 44, 6, 11, 19, 5, 85, 33, 29, 26, 15, 12, 25, 30, 21, 20, 47, 19, 26, 14, 5, 29, 20, 36, 18, 24, 13, 17, 22, 7, 50, 60, 16, 20, 25, 23, 20, 18, 33, 21, 135, 17, 18, 12, 28, 19, 9, 18, 26, 8, 21, 17, 24, 20, 36, 27, 23, 66, 22, 18, 26, 22, 38, 28, 17, 18, 5, 38, 6, 20, 11, 12, 34, 38, 32, 42, 11, 51, 24, 24, 29, 14, 16, 22, 8, 23, 20, 4, 38, 29, 21, 15, 34, 32, 28, 24, 7, 20, 20, 51, 7, 42, 21, 6, 43, 27, 18, 5, 31, 5, 22, 47, 41, 4, 10, 52, 53, 7, 51, 50, 10, 39, 29, 16, 16, 36, 26, 48, 8, 32, 33, 65, 30, 8, 34, 32, 70, 28, 26, 18, 18, 25, 19, 4, 26, 23, 7, 33, 48, 7, 20, 13, 43, 20, 23, 32, 74, 63, 4, 26, 6, 26, 17, 20, 36, 5, 7, 12, 65, 24, 19, 22, 39, 10, 9, 15, 17, 4, 19, 20, 8, 7, 40, 7, 20, 60, 59, 28, 20, 33, 83, 6, 28, 32, 19, 12, 25, 6, 32, 35, 11, 7, 23, 24, 22, 22, 21, 7, 27, 6, 46, 6, 16, 9, 35, 29, 24, 34, 55, 16, 24, 9, 7, 77, 17, 17, 51, 26, 7, 20, 15, 22, 28, 22, 7, 92, 9, 34, 12, 23, 7, 28, 20, 15, 6, 4, 11, 16, 26, 42, 42, 6, 28, 3, 23, 18, 31, 8, 12, 7, 26, 39, 24, 7, 16, 11, 33, 7, 10, 18, 71, 41, 20, 40, 28, 56, 17, 18, 6, 39, 22, 8, 39, 34, 55, 26, 23, 28, 40, 18, 7, 42, 35, 25, 71, 20, 17, 23, 26, 47, 58, 36, 43, 26, 18, 28, 58, 6, 15, 4, 37, 20, 26, 17, 82, 11, 29, 417, 30, 24, 19, 29, 16, 51, 18, 22, 36, 26, 42, 19, 48, 59, 24, 5, 23, 35, 10, 25, 18, 4, 22, 41, 8, 29, 47, 26, 54, 5, 18, 14, 14, 24, 11, 37, 21, 19, 32, 7, 43, 11, 8, 5, 25, 31, 19, 17, 21, 40, 33, 31, 14, 22, 42, 80, 19, 24, 42, 30, 18, 16, 12, 34, 7, 16, 64, 20, 21, 21, 7, 17, 13, 34, 25, 17, 7, 16, 31, 4, 28, 12, 24, 14, 6, 10, 12, 23, 25, 4, 83, 25, 29, 7, 53, 31, 22, 10, 40, 22, 39, 13, 49, 28, 14, 33, 58, 21, 30, 5, 6, 17, 18, 34, 28, 15, 5, 27, 42, 53, 16, 16, 38, 22, 8, 8, 18, 6, 50, 10, 27, 7, 26, 48, 12, 52, 37, 8, 25, 85, 16, 26, 9, 26, 35, 54, 9, 35, 17, 33, 41, 28, 34, 45, 36, 23, 22, 21, 23, 12, 5, 21, 29, 12, 41, 8, 23, 37, 23, 43, 6, 29, 24, 4, 48, 32, 79, 6, 61, 19, 35, 18, 20, 18, 13, 14, 46, 67, 46, 40, 10, 8, 15, 29, 22, 26, 12, 47, 21, 16, 16, 8, 16, 13, 54, 33, 19, 9, 13, 37, 20, 18, 26, 4, 19, 23, 26, 20, 17, 23, 10, 32, 20, 46, 8, 67, 26, 56, 9, 22, 5, 10, 43, 20, 6, 32, 8, 9, 5, 21, 7, 6, 15, 51, 25, 4, 34, 34, 22, 37, 19, 50, 5, 26, 9, 26, 69, 28, 23, 10, 27, 55, 6, 26, 4, 20, 10, 20, 10, 15, 16, 15, 34, 15, 13, 37, 19, 20, 19, 29, 47, 18, 22, 8, 37, 6, 36, 39, 16, 18, 25, 62, 22, 18, 7, 4, 5, 25, 4, 5, 25, 29, 6, 4, 27, 8, 26, 33, 23, 30, 39, 17, 7, 25, 17, 37, 20, 48, 26, 71, 28, 18, 7, 6, 23, 6, 40, 4, 16, 20, 12, 26, 34, 5, 52, 15, 10, 20, 16, 4, 36, 27, 16, 22, 6, 26, 24, 27, 18, 25, 27, 45, 23, 61, 28, 18, 47, 24, 34, 16, 34, 6, 17, 4, 41, 5, 21, 59, 22, 20, 40, 33, 26, 35, 33, 34, 6, 16, 18, 32, 11, 5, 25, 33, 7, 34, 22, 30, 8, 47, 17, 7, 20, 7, 8, 16, 19, 29, 7, 25, 25, 41, 10, 23, 56, 18, 48, 17, 20, 16, 29, 52, 101, 12, 6, 18, 8, 19, 47, 22, 46, 6, 26, 38, 31, 20, 50, 21, 9, 25, 33, 9, 20, 16, 9, 6, 22, 22, 17, 22, 37, 20, 9, 19, 24, 59, 65, 32, 8, 23, 17, 14, 21, 45, 26, 16, 26, 20, 27, 4, 18, 20, 18, 18, 29, 7, 38, 51, 31, 10, 12, 9, 6, 5, 18, 20, 4, 4, 4, 9, 42, 7, 39, 6, 5, 37, 8, 25, 18, 22, 9, 18, 21, 6, 18, 16, 20, 9, 22, 82, 56, 20, 31, 38, 7, 53, 21, 30, 26, 11, 20, 5, 23, 36, 37, 22, 19, 23, 36, 19, 22, 42, 37, 17, 18, 19, 52, 27, 30, 24, 37, 22, 55, 25, 5, 25, 21, 11, 17, 13, 7, 27, 26, 22, 6, 33, 19, 6, 26, 24, 19, 62, 24, 37, 8, 8, 28, 60, 23, 20, 25, 9, 9, 19, 24, 12, 6, 19, 14, 3, 5, 15, 19, 16, 18, 17, 6, 18, 11, 12, 31, 18, 71, 35, 10, 30, 18, 44, 30, 23, 21, 21, 20, 30, 3, 20, 32, 12, 32, 28, 34, 20, 12, 34, 19, 7, 44, 54, 7, 17, 23, 8, 75, 19, 29, 42, 24, 4, 6, 18, 16, 20, 20, 6, 18, 39, 5, 6, 21, 36, 39, 25, 33, 6, 8, 21, 4, 26, 4, 28, 27, 12, 23, 7, 36, 18, 39, 9, 19, 18, 9, 29, 46, 40, 10, 46, 30, 17, 8, 4, 17, 9, 7, 31, 24, 10, 23, 19, 8, 29, 5, 31, 21, 19, 35, 21, 29, 50, 19, 18, 39, 8, 15, 16, 8, 18, 30, 5, 27, 16, 10, 18, 27, 20, 8, 25, 26, 24, 39, 14, 5, 23, 27, 25, 24, 6, 25, 7, 38, 22, 29, 21, 14, 11, 23, 17, 63, 20, 18, 51, 18, 31, 4, 6, 29, 37, 41, 33, 8, 25, 31, 64, 18, 5, 14, 36, 8, 19, 25, 10, 6, 31, 40, 7, 6, 35, 20, 19, 23, 58, 12, 10, 38, 22, 28, 31, 15, 33, 5, 25, 12, 5, 20, 32, 21, 5, 7, 14, 14, 29, 17, 53, 6, 30, 32, 21, 23, 5, 18, 23, 7, 23, 17, 17, 14, 26, 28, 42, 28, 24, 28, 29, 17, 15, 4, 22, 10, 10, 26, 6, 9, 18, 7, 9, 38, 17, 27, 28, 15, 47, 45, 9, 22, 15, 34, 82, 25, 8, 4, 57, 16, 27, 51, 24, 9, 38, 14, 62, 16, 6, 6, 22, 12, 21, 28, 8, 26, 7, 9, 28, 16, 21, 47, 22, 29, 43, 18, 64, 35, 59, 20, 30, 25, 9, 17, 11, 9, 8, 5, 41, 27, 18, 22, 27, 22, 16, 17, 9, 5, 20, 6, 9, 44, 18, 8, 35, 27, 11, 18, 55, 39, 8, 17, 5, 4, 32, 13, 20, 22, 15, 4, 11, 23, 5, 17, 30, 9, 24, 11, 9, 18, 5, 57, 5, 18, 5, 15, 15, 23, 36, 7, 5, 54, 11, 20, 43, 25, 31, 32, 11, 24, 18, 62, 18, 15, 26, 8, 69, 5, 39, 13, 13, 13, 7, 32, 21, 25, 28, 19, 8, 19, 38, 8, 28, 18, 55, 13, 49, 46, 13, 48, 53, 16, 36, 6, 38, 20, 8, 51, 18, 23, 19, 9, 10, 22, 43, 19, 26, 5, 19, 60, 18, 23, 56, 52, 22, 52, 36, 22, 18, 25, 20, 28, 12, 67, 42, 36, 29, 18, 58, 10, 24, 49, 25, 39, 6, 30, 25, 26, 25, 8, 29, 34, 35, 37, 17, 29, 5, 46, 11, 20, 4, 4, 25, 24, 19, 9, 24, 4, 12, 36, 24, 15, 31, 7, 31, 29, 50, 7, 35, 25, 38, 21, 31, 24, 63, 27, 41, 92, 26, 17, 25, 37, 6, 18, 5, 45, 23, 18, 61, 8, 20, 9, 27, 17, 9, 10, 33, 14, 23, 45, 36, 37, 60, 10, 21, 25, 9, 52, 25, 38, 20, 25, 25, 7, 57, 8, 10, 18, 30, 48, 18, 31, 4, 22, 9, 6, 5, 24, 27, 5, 43, 8, 7, 20, 48, 31, 40, 8, 17, 33, 14, 9, 30, 41, 14, 37, 5, 63, 10, 16, 22, 5, 20, 6, 18, 27, 8, 18, 19, 5, 47, 6, 35, 7, 72, 29, 19, 6, 36, 21, 23, 16, 23, 72, 24, 18, 22, 68, 21, 28, 8, 18, 33, 22, 16, 17, 29, 42, 43, 38, 9, 15, 9, 14, 49, 11, 14, 4, 6, 44, 19, 42, 17, 16, 30, 8, 9, 22, 20, 13, 26, 14, 63, 38, 26, 19, 16, 12, 66, 27, 25, 23, 18, 16, 21, 21, 5, 17, 38, 39, 49, 4, 22, 33, 30, 20, 19, 6, 19, 44, 18, 38, 88, 16, 10, 34, 29, 19, 44, 27, 29, 38, 26, 38, 24, 16, 8, 5, 17, 33, 5, 38, 17, 69, 8, 25, 21, 31, 26, 39, 13, 37, 27, 36, 34, 27, 14, 24, 36, 16, 25, 5, 24, 29, 45, 36, 27, 23, 60, 9, 27, 20, 38, 23, 26, 5, 28, 13, 45, 17, 19, 8, 19, 32, 15, 40, 5, 29, 11, 28, 12, 5, 23, 4, 16, 52, 26, 17, 13, 18, 10, 27, 16, 6, 28, 5, 46, 97, 20, 66, 16, 42, 15, 21, 21, 6, 50, 64, 27, 19, 70, 27, 26, 28, 30, 7, 8, 6, 3, 35, 24, 48, 26, 6, 20, 15, 8, 22, 33, 7, 24, 27, 160, 28, 15, 6, 31, 17, 36, 68, 11, 21, 38, 19, 44, 18, 21, 4, 61, 9, 62, 40, 13, 42, 27, 16, 48, 34, 28, 41, 17, 25, 22, 8, 26, 27, 46, 19, 7, 19, 11, 39, 18, 57, 15, 39, 44, 24, 33, 22, 19, 51, 17, 21, 5, 62, 24, 10, 30, 25, 26, 29, 26, 30, 8, 22, 28, 30, 20, 27, 31, 17, 21, 13, 6, 35, 22, 51, 4, 32, 25, 36, 30, 29, 57, 9, 40, 44, 21, 22, 51, 12, 18, 8, 33, 4, 6, 47, 49, 20, 6, 27, 23, 18, 21, 22, 40, 16, 4, 17, 28, 22, 15, 41, 13, 13, 55, 45, 24, 95, 27, 15, 14, 55, 28, 7, 35, 31, 5, 15, 21, 20, 13, 27, 22, 5, 30, 34, 19, 21, 21, 3, 72, 27, 33, 12, 9, 9, 59, 13, 51, 27, 85, 33, 7, 57, 6, 26, 73, 26, 8, 9, 29, 28, 20, 20, 20, 34, 42, 61, 64, 80, 24, 24, 4, 28, 30, 5, 26, 12, 38, 23, 29, 38, 9, 36, 27, 26, 30, 5, 18, 5, 18, 90, 9, 26, 18, 32, 31, 5, 62, 30, 17, 30, 66, 6, 10, 21, 5, 22, 8, 9, 29, 8, 45, 32, 4, 6, 10, 10, 8, 6, 5, 17, 4, 15, 8, 81, 16, 18, 31, 16, 17, 7, 81, 7, 19, 16, 47, 18, 19, 22, 15, 25, 16, 28, 23, 18, 28, 15, 31, 28, 54, 32, 50, 77, 16, 34, 9, 10, 23, 37, 30, 34, 12, 7, 25, 46, 11, 7, 11, 36, 10, 7, 24, 8, 19, 6, 5, 19, 16, 26, 36, 12, 23, 8, 15, 31, 38, 27, 12, 8, 16, 7, 6, 54, 26, 26, 23, 12, 24, 34, 44, 33, 24, 33, 15, 6, 50, 6, 20, 50, 34, 6, 5, 6, 68, 9, 18, 13, 30, 50, 9, 7, 35, 4, 36, 41, 43, 18, 8, 26, 41, 15, 16, 24, 37, 20, 5, 12, 18, 4, 39, 18, 42, 34, 36, 23, 13, 36, 6, 14, 23, 40, 15, 73, 9, 15, 38, 19, 18, 6, 6, 32, 16, 55, 35, 21, 4, 32, 33, 32, 4, 9, 17, 43, 24, 21, 27, 31, 32, 7, 28, 11, 8, 20, 18, 35, 19, 24, 24, 20, 30, 17, 28, 35, 24, 14, 24, 9, 45, 8, 7, 30, 19, 23, 14, 29, 21, 5, 35, 40, 47, 29, 49, 20, 27, 36, 5, 27, 8, 20, 5, 19, 25, 30, 35, 7, 49, 4, 14, 38, 29, 54, 20, 30, 28, 17, 39, 39, 65, 15, 83, 12, 4, 13, 56, 56, 39, 24, 27, 14, 26, 23, 18, 28, 15, 18, 44, 10, 19, 23, 49, 30, 17, 23, 49, 26, 21, 25, 32, 19, 26, 26, 27, 20, 36, 15, 62, 6, 40, 22, 55, 24, 6, 28, 23, 7, 7, 18, 25, 21, 48, 17, 38, 46, 25, 33, 41, 21, 17, 23, 20, 6, 27, 38, 12, 49, 37, 6, 8, 23, 16, 31, 26, 8, 26, 7, 26, 5, 16, 22, 20, 25, 4, 7, 17, 31, 30, 44, 44, 33, 21, 54, 56, 14, 30, 19, 33, 19, 5, 45, 12, 22, 20, 34, 11, 18, 32, 50, 34, 31, 20, 5, 22, 32, 30, 18, 6, 56, 34, 60, 14, 24, 28, 22, 17, 53, 42, 28, 4, 23, 22, 21, 29, 23, 18, 7, 55, 77, 27, 23, 17, 5, 18, 20, 20, 17, 21, 73, 16, 17, 4, 8, 27, 10, 9, 3, 14, 64, 8, 54, 23, 25, 20, 30, 17, 13, 24, 60, 19, 19, 23, 5, 24, 49, 21, 18, 16, 16, 22, 12, 5, 12, 13, 16, 31, 42, 12, 21, 5, 6, 24, 33, 39, 30, 31, 17, 9, 20, 41, 7, 48, 5, 28, 24, 16, 18, 36, 22, 19, 9, 15, 19, 19, 17, 34, 6, 5, 24, 17, 40, 24, 23, 4, 7, 16, 21, 18, 9, 36, 6, 7, 30, 5, 18, 19, 22, 25, 4, 4, 5, 18, 25, 13, 23, 20, 73, 18, 12, 17, 45, 21, 27, 25, 43, 7, 21, 7, 73, 37, 23, 7, 31, 66, 43, 42, 6, 33, 13, 31, 23, 38, 20, 5, 40, 21, 20, 30, 9, 24, 4, 32, 16, 6, 23, 34, 40, 22, 12, 51, 7, 7, 18, 14, 15, 6, 21, 27, 25, 30, 61, 13, 20, 4, 41, 8, 30, 5, 9, 5, 24, 7, 28, 23, 22, 12, 11, 5, 44, 12, 19, 4, 33, 22, 12, 46, 17, 18, 20, 39, 47, 35, 21, 8, 47, 37, 20, 22, 7, 30, 13, 9, 7, 36, 4, 17, 10, 7, 9, 20, 22, 16, 17, 18, 32, 37, 9, 33, 33, 62, 4, 37, 18, 23, 7, 8, 16, 8, 17, 37, 29, 9, 22, 32, 6, 11, 36, 67, 41, 15, 35, 16, 30, 26, 24, 44, 28, 22, 7, 7, 4, 34, 16, 41, 5, 37, 20, 16, 19, 20, 66, 44, 7, 20, 10, 11, 27, 4, 40, 28, 16, 70, 24, 27, 7, 20, 30, 38, 6, 7, 62, 28, 52, 13, 15, 8, 33, 23, 29, 19, 28, 3, 31, 8, 25, 5, 17, 26, 47, 18, 52, 11, 23, 16, 37, 60, 22, 6, 41, 61, 28, 4, 28, 5, 28, 40, 29, 26, 36, 25, 16, 26, 33, 8, 6, 20, 20, 19, 18, 4, 19, 36, 23, 8, 17, 49, 36, 36, 6, 47, 15, 4, 10, 28, 14, 17, 75, 20, 28, 25, 30, 14, 24, 9, 18, 5, 30, 29, 25, 7, 23, 16, 16, 15, 20, 23, 38, 17, 21, 15, 81, 24, 6, 23, 44, 30, 11, 17, 48, 31, 31, 10, 11, 9, 32, 32, 16, 28, 16, 7, 16, 16, 32, 24, 40, 23, 29, 11, 5, 8, 50, 10, 43, 6, 57, 6, 61, 25, 5, 39, 25, 54, 28, 5, 7, 23, 15, 20, 19, 43, 32, 6, 21, 17, 29, 32, 27, 18, 22, 7, 81, 52, 11, 9, 23, 24, 26, 54, 22, 20, 46, 45, 45, 9, 50, 31, 10, 32, 70, 6, 24, 18, 10, 8, 17, 26, 22, 32, 37, 27, 26, 10, 27, 32, 19, 48, 27, 48, 27, 15, 33, 78, 21, 22, 27, 11, 12, 45, 38, 18, 16, 14, 6, 6, 11, 11, 37, 30, 61, 16, 13, 22, 5, 33, 5, 10, 13, 39, 36, 55, 22, 16, 18, 13, 25, 18, 72, 6, 16, 37, 47, 10, 8, 15, 29, 16, 27, 18, 9, 27, 26, 17, 11, 17, 17, 16, 65, 21, 4, 20, 6, 5, 4, 33, 10, 25, 19, 16, 8, 13, 26, 20, 13, 35, 11, 14, 17, 7, 17, 59, 5, 50, 21, 45, 6, 15, 44, 18, 16, 7, 30, 8, 20, 17, 4, 23, 16, 40, 43, 8, 46, 22, 73, 34, 55, 8, 79, 23, 19, 4, 26, 18, 38, 27, 11, 17, 10, 47, 7, 9, 26, 29, 31, 22, 29, 23, 13, 25, 9, 69, 21, 28, 6, 23, 52, 12, 42, 22, 15, 19, 13, 12, 7, 21, 25, 19, 59, 22, 22, 26, 29, 6, 17, 26, 33, 20, 30, 19, 22, 12, 26, 18, 19, 43, 7, 34, 52, 21, 24, 26, 42, 26, 76, 12, 22, 17, 20, 9, 25, 7, 7, 16, 8, 4, 46, 30, 53, 8, 6, 17, 5, 9, 15, 13, 38, 28, 11, 8, 31, 11, 35, 77, 30, 22, 36, 17, 27, 4, 31, 30, 10, 8, 6, 42, 23, 42, 17, 9, 4, 12, 13, 19, 36, 29, 33, 28, 49, 19, 18, 10, 17, 5, 26, 13, 42, 30, 19, 34, 42, 39, 36, 19, 29, 27, 37, 41, 11, 37, 6, 37, 22, 24, 10, 5, 20, 19, 38, 35, 26, 20, 20, 84, 22, 28, 18, 4, 20, 5, 22, 30, 6, 21, 35, 47, 83, 21, 20, 15, 30, 23, 34, 15, 56, 25, 5, 11, 45, 46, 14, 25, 27, 6, 4, 40, 30, 39, 9, 17, 26, 13, 30, 5, 20, 35, 5, 11, 25, 20, 10, 10, 13, 19, 23, 27, 11, 11, 22, 7, 18, 17, 6, 24, 18, 20, 36, 8, 12, 23, 23, 12, 43, 16, 23, 20, 19, 19, 63, 6, 16, 15, 17, 20, 27, 24, 28, 54, 29, 46, 54, 30, 31, 23, 38, 23, 17, 33, 20, 21, 22, 7, 39, 4, 18, 17, 26, 33, 43, 34, 10, 21, 24, 19, 22, 53, 10, 30, 63, 12, 29, 5, 21, 5, 26, 4, 37, 35, 26, 18, 57, 9, 9, 39, 24, 8, 29, 11, 19, 18, 25, 20, 19, 16, 34, 36, 48, 12, 16, 16, 33, 6, 18, 6, 17, 15, 9, 44, 35, 21, 18, 22, 33, 31, 21, 20, 30, 5, 17, 11, 11, 15, 34, 44, 28, 23, 30, 4, 45, 71, 32, 5, 8, 72, 14, 62, 8, 23, 46, 11, 7, 21, 52, 13, 23, 32, 27, 37, 24, 23, 29, 13, 22, 63, 30, 28, 4, 18, 39, 49, 9, 50, 41, 27, 5, 16, 10, 6, 37, 7, 22, 19, 25, 34, 8, 56, 25, 16, 33, 19, 37, 10, 70, 21, 7, 6, 28, 4, 28, 9, 22, 36, 34, 63, 21, 18, 33, 78, 25, 16, 40, 26, 27, 8, 10, 24, 55, 70, 83, 36, 19, 4, 28, 28, 7, 71, 26, 9, 29, 28, 47, 28, 41, 12, 14, 24, 11, 22, 50, 9, 50, 87, 5, 5, 19, 6, 83, 12, 26, 26, 5, 71, 18, 12, 38, 43, 50, 29, 9, 19, 5, 16, 20, 19, 8, 7, 14, 27, 5, 21, 29, 16, 11, 25, 48, 12, 34, 28, 4, 16, 9, 44, 6, 26, 19, 9, 6, 56, 24, 30, 27, 28, 30, 28, 26, 25, 17, 4, 50, 19, 24, 22, 21, 18, 51, 8, 21, 8, 57, 24, 57, 16, 17, 47, 5, 5, 24, 17, 26, 18, 33, 8, 6, 37, 61, 22, 22, 18, 7, 24, 33, 24, 53, 10, 30, 19, 17, 22, 10, 31, 28, 25, 10, 33, 18, 23, 5, 32, 4, 66, 20, 8, 4, 19, 7, 62, 21, 23, 11, 5, 53, 10, 50, 23, 5, 8, 20, 68, 38, 60, 14, 25, 18, 8, 55, 20, 6, 32, 16, 6, 3, 5, 11, 10, 18, 20, 5, 48, 25, 13, 25, 19, 32, 21, 20, 20, 11, 21, 22, 28, 38, 20, 25, 24, 23, 18, 26, 27, 47, 7, 30, 36, 8, 33, 18, 60, 6, 20, 23, 15, 4, 6, 16, 17, 30, 21, 23, 23, 75, 28, 34, 19, 34, 14, 7, 33, 28, 35, 10, 4, 18, 4, 23, 20, 27, 56, 17, 84, 16, 21, 43, 19, 5, 21, 28, 24, 38, 27, 33, 16, 5, 20, 22, 25, 77, 16, 5, 31, 22, 5, 8, 18, 9, 12, 27, 23, 19, 20, 6, 65, 27, 16, 8, 25, 9, 18, 27, 34, 17, 18, 26, 9, 9, 32, 40, 4, 19, 25, 19, 17, 32, 20, 24, 20, 23, 8, 36, 79, 84, 34, 4, 19, 20, 27, 8, 52, 27, 19, 16, 55, 38, 6, 22, 79, 35, 13, 6, 35, 30, 29, 37, 27, 44, 58, 61, 13, 22, 48, 44, 3, 25, 8, 5, 5, 26, 30, 22, 29, 9, 21, 5, 35, 105, 32, 18, 29, 27, 15, 18, 36, 39, 26, 44, 5, 17, 14, 6, 42, 15, 10, 28, 17, 6, 50, 45, 54, 26, 6, 8, 27, 21, 21, 5, 72, 4, 7, 20, 24, 13, 27, 7, 54, 48, 26, 28, 28, 14, 24, 19, 17, 30, 27, 4, 14, 32, 24, 8, 16, 28, 17, 5, 3, 27, 27, 5, 6, 21, 17, 18, 25, 4, 36, 8, 22, 17, 34, 19, 9, 26, 55, 8, 21, 7, 4, 5, 27, 57, 6, 27, 79, 23, 53, 26, 23, 7, 40, 20, 39, 17, 16, 8, 34, 5, 36, 32, 12, 16, 25, 8, 20, 39, 39, 10, 29, 76, 29, 16, 6, 19, 39, 4, 21, 15, 7, 22, 17, 42, 5, 51, 10, 17, 28, 41, 11, 8, 13, 40, 13, 16, 21, 29, 15, 32, 140, 40, 18, 19, 11, 14, 20, 38, 28, 10, 36, 23, 6, 36, 9, 33, 12, 5, 6, 24, 31, 28, 31, 28, 10, 65, 28, 10, 8, 20, 29, 18, 9, 24, 14, 25, 9, 36, 23, 24, 21, 21, 37, 7, 48, 36, 8, 45, 5, 45, 23, 5, 7, 38, 16, 38, 17, 8, 14, 48, 12, 22, 49, 33, 27, 26, 26, 32, 12, 22, 22, 8, 12, 19, 44, 65, 7, 12, 23, 54, 12, 22, 12, 30, 25, 22, 46, 22, 18, 49, 16, 15, 7, 12, 24, 38, 24, 20, 29, 21, 9, 25, 8, 11, 33, 4, 31, 31, 47, 23, 13, 22, 56, 12, 6, 30, 7, 29, 42, 27, 25, 38, 20, 44, 12, 9, 5, 5, 14, 38, 24, 7, 20, 12, 19, 19, 7, 23, 26, 10, 49, 4, 15, 32, 26, 8, 19, 48, 22, 23, 20, 16, 18, 12, 27, 56, 6, 53, 8, 33, 31, 9, 16, 16, 39, 11, 18, 62, 27, 40, 54, 38, 7, 17, 56, 28, 4, 45, 38, 59, 10, 21, 30, 13, 17, 8, 15, 19, 42, 18, 20, 13, 18, 16, 26, 31, 14, 59, 18, 10, 34, 45, 18, 26, 15, 22, 18, 14, 16, 36, 8, 20, 14, 68, 25, 5, 20, 10, 28, 16, 16, 20, 15, 16, 73, 8, 18, 34, 36, 18, 16, 27, 35, 11, 30, 63, 20, 71, 10, 26, 46, 13, 28, 36, 30, 42, 47, 9, 18, 3, 8, 5, 30, 27, 22, 20, 84, 7, 49, 8, 36, 5, 21, 4, 53, 8, 27, 50, 17, 7, 36, 6, 19, 6, 77, 21, 6, 7, 19, 9, 4, 12, 48, 18, 15, 22, 43, 18, 6, 55, 26, 27, 7, 50, 45, 22, 22, 18, 19, 34, 8, 14, 27, 36, 18, 20, 43, 34, 20, 19, 28, 6, 13, 4, 20, 69, 28, 23, 20, 21, 15, 27, 26, 18, 28, 20, 23, 4, 16, 45, 26, 46, 6, 19, 8, 6, 7, 4, 17, 21, 24, 10, 5, 55, 16, 10, 26, 17, 5, 16, 44, 6, 15, 31, 13, 59, 26, 6, 12, 8, 25, 26, 33, 23, 40, 17, 7, 37, 23, 31, 6, 23, 32, 7, 8, 22, 9, 24, 8, 57, 15, 9, 35, 36, 5, 32, 52, 6, 25, 32, 11, 88, 34, 15, 46, 17, 11, 16, 19, 55, 31, 26, 10, 14, 21, 51, 4, 10, 18, 35, 81, 11, 6, 16, 18, 18, 20, 23, 27, 7, 5, 23, 19, 18, 20, 20, 10, 21, 20, 58, 47, 9, 13, 21, 28, 4, 38, 17, 38, 30, 32, 20, 28, 6, 12, 38, 26, 23, 19, 24, 19, 30, 15, 6, 14, 18, 35, 7, 34, 25, 18, 25, 63, 29, 9, 35, 8, 17, 74, 8, 30, 16, 4, 23, 61, 38, 17, 23, 6, 22, 47, 20, 31, 17, 12, 18, 29, 32, 24, 12, 30, 33, 5, 7, 39, 28, 35, 20, 6, 17, 67, 35, 32, 27, 39, 16, 26, 34, 5, 26, 18, 12, 46, 6, 41, 7, 15, 6, 16, 27, 14, 11, 31, 19, 15, 9, 23, 38, 6, 27, 33, 23, 19, 42, 17, 13, 40, 10, 41, 74, 48, 63, 18, 38, 25, 21, 56, 22, 66, 62, 28, 50, 24, 17, 60, 13, 22, 7, 13, 49, 18, 12, 85, 50, 19, 16, 9, 37, 41, 52, 62, 20, 5, 7, 19, 35, 40, 12, 22, 20, 19, 17, 20, 44, 19, 34, 71, 20, 32, 19, 22, 17, 45, 9, 23, 5, 7, 27, 21, 52, 16, 29, 22, 26, 38, 42, 43, 10, 28, 16, 73, 22, 20, 6, 36, 23, 4, 4, 25, 43, 21, 14, 6, 17, 55, 35, 20, 18, 21, 5, 29, 18, 16, 40, 22, 29, 4, 36, 39, 9, 24, 60, 18, 6, 27, 19, 45, 33, 18, 16, 28, 25, 53, 33, 20, 48, 110, 26, 36, 31, 41, 7, 9, 28, 16, 31, 43, 5, 28, 12, 24, 13, 9, 13, 5, 29, 21, 23, 52, 6, 32, 8, 28, 11, 9, 36, 15, 21, 32, 47, 16, 9, 4, 21, 24, 27, 42, 28, 8, 56, 32, 18, 15, 17, 16, 58, 63, 27, 36, 8, 12, 24, 30, 38, 35, 27, 19, 7, 12, 20, 27, 6, 52, 18, 18, 34, 18, 6, 25, 44, 5, 46, 11, 42, 41, 38, 11, 47, 49, 63, 66, 6, 25, 30, 13, 30, 11, 54, 28, 8, 36, 17, 28, 4, 41, 6, 9, 5, 34, 25, 36, 4, 17, 35, 5, 12, 24, 5, 10, 10, 17, 9, 24, 11, 14, 6, 64, 43, 41, 26, 25, 21, 53, 19, 26, 33, 5, 5, 6, 26, 7, 11, 17, 23, 16, 47, 31, 4, 17, 24, 6, 3, 23, 24, 34, 18, 73, 47, 21, 14, 19, 15, 26, 19, 32, 66, 36, 17, 18, 38, 14, 20, 46, 11, 19, 5, 55, 64, 46, 25, 10, 7, 49, 39, 60, 4, 23, 36, 20, 23, 15, 8, 23, 57, 42, 69, 49, 21, 5, 41, 10, 5, 29, 45, 31, 18, 33, 26, 80, 8, 13, 80, 31, 21, 10, 17, 14, 27, 26, 31, 22, 5, 9, 10, 26, 44, 36, 25, 41, 35, 16, 18, 22, 28, 16, 6, 22, 26, 15, 25, 18, 31, 16, 21, 23, 26, 56, 25, 75, 35, 14, 10, 24, 12, 31, 8, 19, 12, 13, 8, 16, 5, 33, 62, 7, 15, 28, 42, 28, 7, 30, 31, 35, 6, 23, 16, 20, 25, 43, 25, 60, 23, 26, 37, 17, 42, 26, 15, 17, 15, 44, 24, 38, 27, 19, 30, 28, 30, 29, 28, 26, 29, 21, 18, 40, 11, 80, 4, 8, 7, 77, 51, 26, 17, 8, 14, 25, 22, 19, 46, 10, 10, 19, 11, 5, 28, 10, 11, 38, 6, 6, 32, 45, 51, 20, 45, 10, 10, 34, 29, 12, 13, 6, 20, 13, 21, 5, 11, 39, 15, 16, 44, 22, 17, 9, 9, 27, 44, 70, 26, 6, 18, 23, 15, 10, 47, 41, 65, 49, 7, 17, 21, 9, 30, 43, 40, 15, 31, 38, 23, 29, 58, 4, 7, 28, 16, 43, 18, 31, 76, 30, 13, 24, 9, 3, 43, 27, 7, 14, 22, 44, 17, 34, 5, 42, 9, 13, 25, 20, 25, 13, 29, 38, 7, 12, 37, 21, 24, 38, 10, 8, 25, 10, 20, 8, 16, 35, 24, 35, 21, 29, 16, 10, 36, 23, 18, 23, 24, 16, 13, 39, 12, 28, 20, 53, 47, 38, 27, 5, 15, 29, 5, 25, 21, 58, 32, 20, 81, 32, 59, 4, 33, 22, 25, 65, 5, 5, 24, 10, 10, 11, 7, 10, 17, 37, 5, 17, 41, 22, 26, 38, 35, 52, 15, 6, 54, 54, 23, 23, 5, 16, 17, 19, 32, 22, 10, 26, 19, 23, 9, 20, 41, 16, 39, 51, 33, 23, 6, 49, 4, 54, 16, 9, 43, 49, 7, 26, 66, 49, 42, 18, 33, 47, 9, 21, 33, 6, 48, 20, 22, 22, 25, 27, 6, 22, 40, 10, 15, 15, 42, 28, 20, 8, 31, 26, 14, 43, 14, 21, 13, 46, 27, 24, 26, 21, 26, 24, 76, 6, 18, 6, 8, 21, 5, 11, 18, 53, 23, 55, 23, 40, 44, 25, 24, 45, 56, 19, 35, 26, 11, 17, 10, 57, 17, 16, 69, 76, 6, 7, 17, 13, 5, 16, 33, 69, 21, 30, 28, 33, 4, 20, 48, 62, 21, 25, 18, 8, 21, 7, 17, 27, 5, 74, 52, 46, 38, 48, 19, 50, 30, 20, 5, 8, 24, 9, 21, 13, 40, 16, 36, 21, 18, 33, 13, 10, 4, 39, 42, 7, 8, 66, 8, 26, 12, 4, 41, 21, 34, 23, 50, 30, 6, 31, 11, 30, 11, 23, 8, 13, 20, 24, 18, 7, 20, 29, 9, 17, 43, 11, 25, 24, 24, 18, 18, 83, 9, 11, 6, 56, 19, 23, 24, 10, 17, 46, 25, 45, 4, 41, 37, 25, 59, 26, 30, 47, 39, 19, 4, 18, 49, 5, 52, 40, 4, 27, 51, 18, 4, 38, 28, 11, 75, 5, 43, 29, 14, 24, 10, 41, 32, 14, 5, 12, 11, 37, 26, 14, 47, 36, 29, 4, 60, 23, 9, 26, 28, 32, 26, 63, 26, 33, 4, 29, 19, 7, 13, 20, 27, 46, 4, 22, 19, 31, 19, 11, 26, 18, 29, 15, 9, 67, 16, 32, 11, 63, 25, 32, 21, 55, 5, 24, 8, 19, 31, 18, 21, 8, 4, 50, 8, 17, 5, 4, 25, 5, 40, 16, 23, 36, 20, 5, 6, 5, 8, 53, 25, 6, 4, 9, 8, 8, 9, 8, 22, 38, 48, 23, 14, 35, 17, 4, 12, 20, 21, 23, 52, 5, 45, 6, 20, 24, 64, 5, 24, 65, 19, 22, 25, 32, 28, 6, 9, 27, 7, 6, 33, 15, 22, 50, 27, 31, 20, 21, 41, 34, 12, 11, 18, 38, 17, 28, 9, 33, 24, 15, 39, 22, 10, 25, 17, 17, 11, 31, 5, 27, 14, 54, 11, 21, 17, 17, 12, 22, 26, 22, 71, 20, 7, 29, 7, 14, 74, 21, 28, 33, 19, 17, 39, 34, 37, 20, 68, 6, 18, 17, 65, 40, 32, 48, 19, 33, 4, 26, 30, 5, 39, 38, 26, 33, 34, 13, 32, 38, 25, 27, 7, 10, 26, 18, 5, 25, 6, 20, 17, 60, 10, 6, 29, 35, 18, 16, 30, 49, 36, 37, 22, 9, 20, 5, 37, 6, 20, 19, 28, 22, 9, 20, 26, 39, 17, 27, 18, 6, 32, 38, 6, 12, 9, 38, 13, 52, 52, 6, 29, 21, 7, 18, 4, 31, 22, 18, 27, 19, 22, 9, 5, 45, 40, 14, 18, 24, 38, 16, 5, 18, 22, 28, 4, 60, 23, 6, 39, 15, 30, 10, 41, 26, 38, 8, 48, 4, 17, 35, 91, 9, 40, 24, 5, 26, 24, 43, 56, 45, 59, 8, 17, 46, 53, 34, 5, 22, 21, 59, 8, 23, 8, 6, 37, 20, 38, 24, 36, 7, 32, 26, 16, 58, 22, 13, 49, 23, 24, 38, 22, 24, 5, 20, 7, 19, 10, 24, 22, 17, 23, 57, 38, 41, 73, 15, 7, 28, 34, 18, 17, 6, 29, 17, 29, 72, 39, 5, 44, 28, 10, 12, 10, 44, 17, 9, 17, 13, 27, 78, 23, 32, 57, 115, 13, 36, 11, 23, 20, 24, 26, 11, 16, 10, 23, 26, 28, 19, 31, 11, 37, 11, 14, 40, 6, 18, 26, 5, 24, 7, 47, 16, 19, 16, 22, 49, 6, 6, 12, 57, 30, 54, 18, 17, 28, 7, 4, 56, 16, 10, 17, 96, 45, 19, 12, 72, 21, 19, 21, 6, 26, 17, 4, 28, 23, 6, 37, 28, 18, 18, 41, 32, 19, 43, 29, 18, 12, 22, 29, 42, 4, 44, 7, 29, 35, 19, 17, 7, 5, 26, 8, 53, 28, 8, 19, 19, 60, 9, 41, 32, 13, 19, 29, 12, 22, 50, 25, 18, 26, 7, 6, 25, 63, 30, 28, 25, 47, 33, 10, 21, 20, 32, 6, 35, 18, 18, 43, 26, 14, 20, 22, 71, 26, 26, 18, 25, 19, 6, 29, 9, 8, 34, 22, 4, 12, 8, 24, 10, 24, 17, 27, 50, 8, 24, 9, 5, 5, 5, 32, 25, 37, 6, 43, 50, 18, 25, 38, 17, 20, 43, 27, 19, 22, 8, 43, 27, 31, 29, 5, 43, 42, 27, 18, 5, 26, 6, 17, 37, 20, 6, 8, 61, 10, 27, 8, 23, 30, 35, 25, 5, 43, 21, 20, 29, 4, 25, 46, 52, 21, 25, 16, 21, 11, 71, 7, 15, 64, 18, 37, 38, 20, 52, 8, 26, 24, 26, 81, 38, 20, 7, 7, 8, 21, 14, 35, 28, 27, 10, 48, 11, 30, 41, 7, 20, 76, 19, 22, 21, 6, 32, 21, 35, 42, 5, 7, 9, 52, 20, 17, 27, 42, 27, 42, 30, 11, 26, 4, 76, 6, 22, 4, 35, 27, 64, 28, 19, 23, 41, 6, 4, 24, 13, 62, 60, 9, 24, 47, 37, 16, 39, 67, 4, 22, 24, 18, 20, 61, 6, 13, 7, 37, 33, 17, 6, 26, 15, 8, 23, 5, 29, 41, 7, 20, 24, 19, 76, 43, 8, 23, 20, 25, 31, 30, 5, 8, 61, 3, 9, 39, 15, 23, 9, 14, 6, 10, 8, 51, 19, 25, 7, 7, 39, 6, 21, 6, 67, 43, 22, 27, 29, 4, 24, 59, 23, 6, 23, 25, 11, 60, 9, 39, 32, 21, 7, 24, 8, 4, 34, 25, 21, 90, 9, 9, 22, 6, 23, 69, 12, 23, 35, 40, 11, 72, 38, 26, 24, 36, 26, 35, 57, 31, 38, 33, 22, 28, 35, 5, 25, 19, 28, 31, 10, 41, 11, 76, 35, 23, 11, 27, 13, 43, 23, 11, 34, 23, 28, 20, 27, 23, 17, 30, 9, 44, 7, 26, 35, 19, 41, 38, 26, 31, 25, 34, 34, 30, 16, 29, 8, 9, 20, 19, 25, 40, 7, 9, 16, 32, 43, 23, 10, 10, 23, 25, 21, 38, 32, 5, 17, 12, 10, 25, 54, 9, 64, 12, 31, 18, 21, 29, 23, 28, 8, 21, 34, 34, 19, 13, 5, 17, 59, 31, 27, 24, 15, 42, 58, 28, 37, 25, 31, 17, 42, 30, 17, 38, 23, 6, 7, 47, 34, 9, 21, 26, 7, 6, 14, 32, 45, 37, 5, 53, 5, 5, 22, 43, 32, 21, 13, 11, 39, 5, 18, 17, 40, 20, 40, 18, 9, 4, 42, 24, 6, 6, 27, 20, 17, 12, 16, 19, 21, 43, 8, 31, 16, 21, 12, 14, 23, 39, 17, 37, 20, 9, 16, 28, 11, 31, 23, 10, 8, 16, 24, 29, 29, 9, 27, 25, 5, 20, 27, 10, 5, 4, 36, 44, 10, 32, 23, 8, 34, 53, 8, 49, 51, 40, 33, 6, 22, 7, 20, 13, 39, 10, 8, 5, 17, 7, 6, 19, 31, 30, 21, 31, 31, 39, 4, 36, 23, 29, 54, 18, 40, 26, 29, 40, 23, 18, 22, 35, 24, 26, 26, 59, 8, 9, 16, 24, 7, 18, 10, 55, 48, 27, 27, 19, 7, 17, 26, 22, 56, 22, 6, 9, 20, 30, 40, 24, 7, 31, 39, 7, 40, 24, 20, 20, 15, 6, 12, 46, 24, 35, 13, 10, 42, 32, 41, 26, 34, 5, 5, 41, 10, 41, 3, 17, 29, 23, 23, 15, 50, 88, 8, 15, 16, 4, 21, 7, 34, 11, 59, 28, 24, 18, 25, 6, 31, 26, 10, 26, 53, 19, 4, 42, 19, 5, 33, 18, 42, 31, 13, 29, 9, 68, 10, 19, 36, 18, 7, 18, 50, 26, 19, 30, 8, 28, 34, 7, 17, 20, 12, 43, 39, 18, 31, 23, 44, 27, 20, 33, 23, 13, 36, 69, 25, 13, 33, 34, 47, 17, 24, 29, 15, 23, 18, 8, 30, 7, 31, 7, 24, 14, 19, 23, 77, 34, 14, 33, 6, 6, 14, 21, 19, 9, 43, 87, 30, 8, 29, 7, 36, 61, 5, 10, 8, 13, 34, 7, 5, 18, 19, 14, 7, 7, 54, 24, 18, 21, 11, 35, 6, 17, 62, 51, 13, 5, 52, 97, 38, 42, 46, 29, 16, 17, 26, 37, 17, 14, 8, 42, 37, 28, 18, 11, 46, 35, 29, 5, 30, 9, 34, 21, 16, 55, 30, 7, 18, 18, 15, 17, 19, 17, 35, 26, 8, 28, 77, 8, 6, 41, 12, 47, 54, 39, 31, 17, 7, 16, 28, 9, 37, 7, 22, 9, 18, 15, 8, 5, 20, 8, 16, 5, 49, 19, 30, 52, 27, 6, 6, 8, 22, 66, 31, 38, 21, 15, 18, 25, 10, 45, 17, 13, 12, 4, 21, 11, 10, 7, 6, 4, 47, 10, 59, 27, 18, 71, 17, 15, 24, 7, 9, 17, 13, 21, 22, 28, 29, 7, 55, 31, 12, 7, 16, 46, 9, 73, 30, 18, 16, 13, 36, 7, 23, 8, 16, 19, 19, 58, 50, 21, 22, 40, 31, 5, 57, 9, 38, 20, 19, 14, 5, 20, 47, 9, 19, 27, 16, 11, 13, 20, 18, 31, 7, 17, 50, 23, 23, 36, 9, 10, 26, 28, 5, 12, 18, 13, 28, 8, 24, 64, 8, 7, 48, 73, 15, 25, 13, 27, 38, 13, 35, 52, 18, 21, 61, 23, 76, 25, 45, 9, 6, 20, 23, 23, 15, 8, 39, 27, 17, 29, 30, 18, 10, 27, 37, 10, 27, 19, 8, 47, 22, 41, 7, 23, 8, 5, 25, 22, 63, 9, 10, 20, 51, 17, 6, 22, 37, 72, 22, 31, 11, 31, 9, 18, 29, 56, 12, 26, 52, 62, 20, 8, 12, 10, 60, 19, 23, 27, 31, 69, 29, 24, 6, 18, 14, 24, 6, 10, 5, 14, 28, 15, 10, 25, 24, 18, 21, 39, 12, 47, 19, 5, 45, 11, 26, 23, 38, 58, 5, 34, 55, 18, 7, 22, 33, 31, 19, 9, 16, 17, 17, 21, 16, 41, 7, 11, 17, 8, 35, 43, 5, 4, 33, 21, 34, 15, 18, 25, 14, 28, 13, 22, 15, 32, 8, 6, 18, 49, 46, 7, 7, 20, 31, 11, 8, 18, 41, 18, 22, 8, 29, 40, 69, 18, 16, 38, 27, 7, 16, 15, 28, 14, 14, 8, 12, 18, 27, 16, 18, 22, 11, 18, 18, 7, 27, 5, 32, 44, 30, 4, 19, 22, 26, 22, 20, 4, 7, 23, 27, 80, 25, 4, 26, 18, 8, 19, 27, 31, 8, 20, 17, 54, 21, 9, 6, 29, 17, 20, 48, 15, 10, 19, 71, 23, 34, 51, 66, 6, 71, 6, 32, 10, 13, 17, 8, 50, 36, 22, 16, 24, 6, 21, 23, 27, 19, 40, 4, 19, 5, 15, 50, 38, 4, 16, 18, 18, 24, 18, 25, 27, 37, 52, 20, 8, 39, 26, 26, 27, 7, 24, 25, 35, 20, 26, 25, 21, 10, 19, 22, 39, 10, 38, 31, 34, 6, 28, 13, 44, 20, 23, 20, 17, 21, 8, 50, 30, 8, 15, 19, 29, 20, 26, 10, 17, 9, 24, 32, 32, 4, 26, 49, 22, 19, 9, 16, 9, 22, 9, 21, 17, 30, 15, 14, 31, 22, 21, 44, 24, 15, 9, 22, 41, 4, 23, 18, 53, 21, 4, 6, 49, 18, 5, 6, 8, 19, 20, 5, 25, 12, 46, 8, 3, 10, 8, 27, 78, 6, 11, 13, 20, 42, 51, 8, 17, 7, 83, 19, 19, 4, 18, 63, 32, 5, 17, 16, 23, 17, 30, 19, 14, 58, 25, 16, 29, 9, 24, 8, 16, 59, 17, 12, 31, 9, 11, 41, 8, 40, 9, 18, 18, 24, 15, 26, 47, 12, 31, 18, 19, 33, 50, 9, 48, 4, 14, 53, 17, 29, 9, 18, 14, 15, 13, 39, 29, 108, 9, 12, 8, 22, 30, 44, 27, 20, 17, 22, 14, 9, 53, 13, 34, 23, 21, 20, 20, 20, 5, 24, 31, 13, 51, 17, 19, 30, 16, 19, 64, 20, 5, 25, 29, 16, 23, 59, 20, 18, 11, 18, 19, 17, 8, 43, 9, 17, 22, 3, 17, 20, 16, 9, 10, 29, 18, 23, 70, 17, 36, 25, 6, 9, 22, 21, 6, 50, 18, 18, 21, 28, 21, 26, 39, 23, 51, 14, 11, 13, 41, 6, 26, 31, 10, 35, 44, 16, 7, 11, 8, 9, 19, 9, 4, 13, 65, 20, 30, 10, 33, 19, 28, 20, 18, 28, 35, 21, 29, 4, 7, 15, 24, 17, 21, 32, 8, 23, 29, 34, 24, 18, 19, 8, 13, 34, 64, 26, 8, 13, 21, 26, 24, 14, 14, 58, 39, 27, 18, 31, 49, 15, 53, 28, 33, 28, 27, 33, 28, 85, 35, 42, 11, 56, 14, 27, 6, 5, 14, 9, 70, 12, 25, 13, 7, 43, 11, 27, 18, 36, 6, 24, 68, 4, 20, 23, 23, 43, 19, 33, 32, 14, 51, 29, 25, 41, 19, 31, 22, 29, 18, 20, 40, 29, 51, 18, 25, 23, 38, 28, 37, 39, 7, 23, 20, 19, 25, 36, 21, 29, 29, 23, 31, 26, 24, 80, 26, 9, 57, 24, 26, 36, 20, 20, 8, 9, 17, 25, 21, 32, 4, 21, 25, 12, 50, 67, 18, 9, 21, 50, 44, 33, 20, 20, 33, 17, 26, 18, 11, 52, 24, 11, 18, 53, 11, 19, 48, 25, 5, 15, 25, 11, 20, 41, 42, 21, 38, 45, 5, 13, 12, 16, 7, 53, 12, 21, 23, 26, 44, 21, 24, 16, 20, 28, 79, 30, 25, 15, 22, 20, 36, 5, 43, 20, 31, 9, 17, 7, 22, 41, 19, 19, 19, 8, 21, 59, 37, 9, 3, 16, 35, 21, 19, 27, 45, 15, 29, 6, 40, 26, 26, 25, 6, 23, 30, 27, 6, 18, 11, 24, 19, 28, 18, 29, 21, 17, 28, 15, 11, 13, 34, 9, 3, 22, 24, 6, 28, 40, 4, 17, 20, 8, 11, 39, 10, 33, 19, 64, 47, 4, 28, 28, 18, 5, 9, 5, 6, 38, 25, 43, 12, 11, 27, 7, 18, 29, 37, 8, 68, 35, 18, 24, 39, 12, 12, 15, 21, 19, 25, 16, 10, 23, 35, 18, 13, 33, 27, 10, 43, 6, 20, 15, 36, 17, 5, 8, 20, 6, 41, 17, 20, 46, 38, 21, 10, 10, 27, 9, 18, 17, 27, 15, 22, 33, 21, 15, 61, 15, 40, 23, 14, 43, 9, 49, 8, 8, 19, 30, 18, 18, 36, 15, 8, 31, 19, 37, 37, 29, 35, 38, 8, 10, 26, 49, 43, 21, 3, 56, 9, 5, 5, 24, 21, 4, 30, 7, 25, 46, 43, 71, 72, 19, 20, 34, 65, 5, 12, 18, 24, 38, 7, 14, 6, 16, 46, 5, 5, 27, 18, 28, 7, 35, 30, 6, 18, 77, 4, 14, 7, 22, 8, 23, 25, 4, 53, 48, 17, 36, 22, 26, 16, 18, 8, 39, 30, 17, 39, 28, 15, 30, 16, 35, 15, 14, 16, 23, 8, 40, 6, 4, 44, 5, 18, 21, 18, 36, 17, 27, 4, 17, 22, 63, 44, 11, 15, 51, 9, 42, 5, 21, 28, 16, 26, 18, 28, 18, 35, 52, 41, 17, 7, 66, 12, 43, 77, 56, 7, 36, 24, 46, 6, 18, 10, 34, 28, 19, 21, 20, 9, 22, 11, 5, 9, 66, 8, 5, 24, 26, 5, 21, 20, 16, 9, 15, 36, 18, 24, 23, 9, 8, 17, 31, 32, 20, 25, 20, 31, 60, 23, 56, 54, 29, 54, 20, 21, 17, 74, 18, 30, 19, 31, 18, 9, 59, 11, 44, 20, 7, 27, 33, 7, 35, 26, 19, 25, 28, 30, 28, 17, 8, 32, 47, 20, 19, 16, 24, 10, 17, 9, 8, 13, 25, 29, 15, 34, 4, 7, 12, 16, 15, 11, 15, 16, 17, 18, 69, 28, 5, 45, 8, 8, 14, 17, 66, 12, 7, 5, 28, 32, 41, 29, 12, 41, 19, 69, 21, 19, 19, 5, 16, 16, 36, 9, 13, 27, 18, 20, 26, 4, 42, 26, 19, 34, 55, 32, 31, 55, 19, 29, 23, 8, 4, 8, 15, 47, 31, 38, 18, 33, 21, 25, 23, 13, 32, 4, 5, 18, 6, 8, 30, 29, 27, 33, 51, 11, 25, 18, 6, 17, 8, 11, 21, 23, 6, 21, 20, 21, 26, 21, 51, 5, 62, 19, 11, 11, 25, 7, 32, 41, 23, 24, 35, 15, 5, 21, 46, 12, 5, 19, 18, 5, 15, 6, 4, 27, 36, 34, 14, 26, 31, 17, 24, 18, 43, 24, 23, 25, 10, 22, 4, 13, 35, 53, 26, 27, 35, 9, 8, 57, 25, 28, 24, 17, 53, 13, 26, 8, 18, 26, 11, 64, 48, 24, 6, 16, 26, 39, 34, 47, 7, 38, 50, 5, 16, 26, 27, 23, 27, 5, 23, 19, 7, 39, 19, 35, 54, 5, 50, 32, 4, 6, 35, 17, 31, 25, 36, 32, 25, 11, 22, 18, 14, 26, 10, 32, 6, 45, 21, 36, 13, 36, 22, 51, 30, 18, 62, 10, 6, 8, 72, 17, 21, 31, 14, 19, 48, 18, 31, 25, 40, 48, 28, 28, 34, 38, 60, 7, 49, 9, 24, 18, 24, 10, 32, 18, 29, 23, 34, 26, 20, 31, 32, 49, 37, 39, 15, 4, 24, 67, 5, 15, 5, 25, 30, 14, 51, 4, 44, 10, 9, 14, 38, 21, 21, 10, 22, 17, 32, 11, 23, 12, 12, 28, 21, 4, 17, 35, 7, 26, 36, 15, 8, 46, 44, 80, 8, 41, 38, 24, 24, 31, 5, 45, 26, 25, 25, 32, 5, 20, 32, 30, 21, 28, 21, 24, 28, 9, 26, 10, 17, 18, 24, 18, 17, 46, 4, 24, 41, 18, 41, 45, 19, 42, 15, 14, 78, 20, 16, 36, 19, 8, 22, 69, 69, 28, 75, 22, 22, 8, 17, 40, 18, 9, 29, 42, 17, 56, 74, 20, 16, 33, 5, 20, 20, 31, 17, 21, 37, 32, 9, 19, 19, 16, 25, 10, 26, 27, 7, 15, 16, 18, 75, 20, 21, 34, 14, 5, 8, 33, 5, 8, 54, 5, 13, 8, 52, 20, 20, 41, 25, 17, 14, 8, 32, 11, 36, 30, 18, 26, 17, 9, 61, 10, 35, 24, 26, 7, 75, 53, 20, 33, 7, 81, 7, 17, 18, 52, 34, 14, 8, 23, 61, 20, 14, 24, 41, 24, 54, 39, 12, 5, 34, 5, 71, 10, 14, 20, 36, 34, 31, 27, 49, 80, 65, 50, 23, 9, 23, 38, 11, 21, 25, 39, 5, 17, 60, 18, 24, 44, 21, 24, 5, 17, 17, 18, 30, 7, 3, 22, 48, 17, 7, 7, 63, 12, 20, 21, 27, 11, 34, 48, 16, 28, 29, 30, 9, 54, 31, 9, 39, 24, 34, 37, 23, 56, 30, 54, 68, 9, 21, 7, 14, 88, 13, 24, 12, 10, 21, 7, 14, 10, 23, 23, 27, 21, 15, 39, 24, 19, 21, 49, 25, 65, 50, 19, 11, 12, 17, 26, 27, 11, 12, 20, 81, 71, 33, 8, 8, 21, 29, 22, 47, 7, 19, 58, 18, 23, 16, 13, 6, 22, 19, 47, 7, 18, 27, 33, 11, 12, 21, 4, 25, 7, 73, 27, 41, 9, 3, 8, 17, 40, 20, 24, 40, 10, 9, 7, 18, 29, 27, 9, 5, 84, 22, 30, 11, 65, 46, 18, 32, 5, 17, 12, 33, 25, 15, 41, 32, 42, 9, 25, 39, 28, 25, 5, 34, 7, 46, 22, 24, 18, 19, 23, 60, 24, 5, 22, 27, 25, 15, 21, 4, 17, 58, 62, 19, 17, 13, 27, 7, 12, 34, 20, 4, 23, 39, 7, 6, 12, 25, 5, 10, 35, 7, 21, 56, 17, 40, 9, 44, 40, 21, 6, 27, 20, 27, 75, 20, 12, 27, 17, 21, 18, 33, 33, 45, 29, 34, 75, 7, 16, 29, 7, 36, 12, 20, 42, 28, 5, 6, 12, 11, 4, 60, 51, 68, 5, 44, 45, 9, 7, 50, 41, 23, 28, 5, 7, 5, 30, 25, 12, 43, 6, 11, 18, 88, 6, 19, 14, 33, 19, 36, 5, 6, 6, 42, 6, 9, 38, 27, 18, 52, 8, 5, 16, 4, 22, 31, 16, 33, 29, 20, 27, 34, 19, 65, 18, 19, 39, 20, 24, 22, 31, 24, 51, 6, 51, 32, 24, 43, 7, 16, 15, 16, 43, 4, 8, 21, 24, 6, 29, 21, 24, 25, 8, 7, 35, 29, 17, 18, 11, 18, 22, 32, 60, 50, 29, 6, 42, 5, 23, 27, 33, 24, 8, 15, 59, 38, 33, 29, 50, 22, 37, 20, 13, 23, 17, 20, 7, 67, 9, 17, 14, 31, 16, 21, 10, 31, 46, 24, 7, 61, 8, 14, 23, 11, 7, 20, 42, 24, 9, 16, 17, 7, 5, 5, 4, 23, 12, 20, 68, 18, 34, 8, 27, 31, 28, 11, 24, 20, 7, 9, 13, 17, 8, 50, 28, 24, 31, 59, 23, 20, 30, 35, 34, 17, 38, 6, 26, 29, 18, 32, 19, 96, 4, 8, 58, 18, 16, 24, 7, 18, 24, 18, 44, 30, 16, 8, 19, 5, 56, 22, 5, 21, 66, 24, 17, 6, 22, 10, 24, 23, 12, 4, 22, 39, 18, 70, 59, 15, 49, 5, 4, 8, 28, 20, 19, 7, 22, 14, 6, 4, 19, 15, 50, 32, 10, 20, 24, 95, 51, 17, 12, 29, 5, 9, 15, 25, 20, 35, 5, 25, 6, 17, 11, 35, 14, 42, 50, 22, 5, 18, 35, 5, 32, 32, 29, 45, 25, 17, 14, 11, 28, 22, 20, 15, 20, 6, 21, 17, 18, 7, 24, 30, 21, 23, 22, 17, 17, 29, 4, 33, 21, 21, 22, 17, 21, 61, 25, 29, 24, 16, 37, 20, 16, 18, 8, 20, 17, 42, 7, 20, 23, 9, 35, 59, 58, 9, 18, 12, 12, 4, 20, 11, 30, 42, 7, 23, 22, 38, 43, 11, 21, 34, 4, 36, 59, 19, 70, 23, 35, 6, 24, 26, 44, 20, 18, 7, 17, 12, 22, 31, 20, 7, 17, 64, 51, 23, 32, 19, 17, 5, 25, 40, 26, 47, 13, 29, 11, 75, 21, 32, 3, 38, 19, 20, 23, 8, 23, 5, 32, 18, 24, 29, 6, 7, 7, 7, 56, 19, 36, 22, 10, 20, 36, 19, 78, 56, 5, 27, 46, 57, 66, 10, 22, 56, 54, 17, 18, 19, 30, 48, 38, 28, 11, 10, 12, 29, 10, 50, 57, 14, 11, 72, 15, 10, 24, 26, 5, 23, 21, 9, 11, 8, 96, 26, 31, 22, 12, 21, 10, 26, 64, 45, 19, 59, 25, 34, 24, 8, 25, 13, 29, 68, 47, 12, 26, 18, 17, 17, 43, 8, 25, 6, 8, 24, 27, 23, 24, 9, 6, 23, 44, 5, 34, 28, 64, 6, 28, 23, 4, 15, 21, 40, 40, 17, 25, 21, 27, 28, 21, 28, 30, 24, 24, 41, 25, 14, 8, 20, 17, 29, 17, 23, 52, 8, 34, 27, 21, 5, 11, 15, 31, 30, 17, 5, 16, 22, 53, 18, 33, 6, 17, 4, 10, 100, 38, 27, 46, 11, 22, 65, 47, 37, 40, 18, 23, 21, 105, 18, 25, 5, 7, 54, 27, 9, 27, 22, 35, 56, 20, 34, 51, 17, 6, 17, 17, 53, 32, 4, 6, 13, 5, 32, 18, 34, 25, 13, 10, 48, 21, 27, 43, 23, 20, 7, 8, 17, 18, 23, 17, 26, 24, 20, 7, 5, 10, 23, 4, 83, 35, 13, 24, 45, 15, 45, 44, 21, 18, 7, 7, 7, 10, 17, 39, 32, 27, 40, 11, 20, 4, 9, 28, 28, 35, 99, 27, 54, 5, 19, 6, 11, 7, 59, 7, 6, 7, 10, 61, 7, 32, 43, 18, 17, 21, 20, 30, 64, 9, 8, 11, 31, 19, 26, 11, 7, 6, 20, 21, 45, 34, 13, 4, 67, 35, 20, 20, 23, 24, 21, 6, 19, 11, 23, 22, 31, 37, 29, 18, 19, 7, 18, 4, 5, 25, 14, 26, 65, 19, 8, 72, 8, 19, 17, 22, 6, 27, 5, 53, 18, 19, 46, 8, 18, 6, 64, 7, 35, 35, 41, 21, 18, 39, 45, 34, 21, 22, 27, 18, 77, 32, 10, 20, 26, 11, 10, 15, 13, 20, 15, 13, 17, 38, 11, 53, 57, 20, 40, 32, 30, 6, 6, 13, 19, 43, 30, 38, 34, 16, 78, 41, 73, 69, 22, 57, 16, 29, 18, 22, 26, 6, 17, 21, 40, 19, 28, 25, 29, 15, 27, 25, 9, 22, 16, 12, 8, 22, 38, 22, 18, 8, 10, 8, 4, 8, 56, 6, 8, 10, 17, 43, 28, 17, 31, 27, 11, 20, 26, 36, 21, 5, 18, 10, 26, 22, 10, 10, 23, 16, 27, 16, 13, 5, 70, 4, 24, 13, 42, 10, 54, 34, 32, 31, 19, 47, 17, 14, 36, 26, 35, 19, 18, 7, 19, 42, 51, 26, 5, 30, 60, 19, 14, 6, 24, 22, 17, 22, 41, 46, 19, 38, 28, 54, 34, 72, 11, 28, 5, 17, 5, 5, 29, 49, 77, 24, 24, 10, 24, 6, 34, 29, 13, 16, 56, 15, 22, 12, 21, 18, 18, 34, 16, 12, 8, 67, 17, 28, 18, 21, 33, 38, 34, 20, 36, 10, 4, 6, 7, 20, 23, 40, 28, 18, 42, 15, 36, 53, 43, 10, 5, 14, 26, 39, 11, 24, 6, 20, 54, 67, 19, 19, 5, 50, 19, 57, 25, 21, 53, 7, 43, 5, 8, 48, 23, 39, 58, 23, 24, 24, 19, 18, 18, 22, 15, 17, 21, 4, 7, 23, 27, 18, 11, 20, 18, 7, 8, 18, 22, 9, 7, 20, 10, 64, 14, 7, 36, 4, 34, 30, 48, 12, 5, 28, 5, 22, 11, 24, 21, 26, 20, 6, 24, 43, 10, 21, 4, 13, 14, 7, 40, 16, 35, 72, 75, 49, 31, 26, 24, 67, 30, 23, 6, 25, 11, 58, 10, 11, 37, 27, 24, 18, 26, 36, 29, 29, 37, 9, 27, 45, 22, 6, 21, 9, 30, 24, 30, 17, 18, 6, 22, 7, 32, 9, 73, 28, 19, 6, 10, 18, 18, 5, 25, 12, 20, 6, 35, 34, 6, 37, 12, 26, 20, 5, 26, 28, 47, 20, 10, 8, 39, 12, 17, 11, 6, 7, 25, 13, 32, 39, 22, 6, 54, 18, 24, 52, 22, 40, 13, 4, 52, 17, 37, 21, 49, 7, 36, 20, 18, 10, 19, 4, 24, 25, 12, 34, 5, 5, 22, 10, 41, 5, 24, 31, 24, 5, 11, 16, 7, 7, 30, 41, 86, 58, 32, 22, 8, 18, 18, 17, 26, 18, 34, 5, 6, 9, 25, 18, 23, 20, 6, 26, 9, 23, 22, 19, 27, 9, 8, 36, 51, 7, 26, 35, 4, 25, 30, 13, 35, 51, 5, 21, 21, 31, 32, 49, 18, 35, 8, 35, 4, 5, 36, 18, 33, 38, 15, 11, 57, 10, 25, 22, 21, 66, 26, 30, 17, 52, 18, 8, 67, 39, 9, 8, 19, 23, 26, 18, 24, 31, 31, 19, 18, 21, 5, 20, 27, 11, 25, 42, 6, 12, 20, 18, 36, 25, 32, 13, 12, 5, 30, 9, 21, 14, 123, 22, 33, 34, 21, 7, 9, 10, 15, 17, 52, 6, 52, 16, 20, 62, 16, 50, 23, 48, 17, 39, 34, 44, 6, 59, 24, 60, 17, 4, 22, 20, 31, 45, 8, 38, 10, 46, 5, 10, 20, 8, 22, 26, 20, 8, 20, 13, 27, 28, 21, 31, 26, 49, 81, 4, 21, 32, 41, 31, 27, 21, 5, 43, 24, 38, 34, 6, 9, 17, 6, 6, 31, 32, 20, 34, 18, 63, 68, 29, 28, 22, 5, 58, 24, 43, 8, 8, 13, 8, 30, 58, 17, 11, 28, 26, 35, 18, 68, 24, 4, 7, 14, 24, 18, 14, 51, 44, 22, 17, 36, 16, 24, 26, 26, 22, 27, 6, 6, 38, 29, 26, 22, 30, 31, 41, 5, 10, 28, 18, 22, 5, 34, 20, 33, 25, 60, 21, 17, 21, 13, 15, 15, 30, 29, 26, 39, 28, 26, 37, 18, 10, 21, 70, 16, 21, 19, 25, 67, 10, 22, 24, 18, 18, 44, 42, 10, 19, 4, 21, 7, 9, 50, 19, 34, 7, 33, 9, 22, 22, 10, 4, 15, 16, 7, 46, 14, 8, 12, 35, 6, 18, 18, 15, 15, 4, 8, 22, 15, 39, 23, 46, 25, 21, 26, 11, 23, 49, 29, 26, 16, 33, 21, 7, 30, 21, 9, 6, 7, 21, 28, 13, 37, 47, 9, 64, 4, 5, 10, 4, 65, 39, 4, 26, 16, 10, 19, 9, 18, 4, 6, 23, 24, 37, 17, 32, 81, 43, 18, 9, 7, 38, 18, 34, 19, 22, 9, 5, 50, 4, 22, 6, 21, 35, 13, 21, 8, 29, 21, 33, 22, 51, 8, 32, 16, 28, 15, 18, 20, 28, 6, 14, 30, 30, 21, 29, 22, 6, 7, 8, 13, 7, 22, 37, 29, 19, 8, 7, 26, 7, 20, 20, 44, 15, 23, 13, 35, 11, 49, 29, 15, 14, 74, 25, 7, 34, 38, 19, 34, 8, 8, 23, 4, 88, 39, 15, 33, 32, 34, 20, 23, 9, 19, 4, 90, 6, 5, 45, 38, 22, 27, 19, 35, 5, 29, 23, 9, 9, 17, 16, 10, 47, 48, 36, 21, 21, 36, 17, 6, 26, 32, 54, 13, 20, 18, 55, 13, 41, 20, 8, 50, 21, 9, 9, 21, 27, 8, 15, 8, 37, 5, 10, 69, 16, 24, 9, 74, 7, 41, 36, 24, 34, 8, 9, 6, 50, 11, 17, 19, 17, 25, 79, 48, 16, 9, 25, 18, 31, 16, 28, 28, 45, 30, 8, 11, 35, 20, 17, 61, 10, 30, 25, 5, 8, 75, 9, 12, 22, 28, 33, 29, 39, 75, 35, 21, 18, 5, 37, 40, 22, 33, 41, 21, 45, 20, 5, 12, 5, 25, 42, 36, 20, 18, 9, 19, 70, 17, 19, 23, 19, 4, 60, 47, 7, 12, 18, 42, 7, 7, 33, 9, 18, 12, 25, 33, 62, 22, 27, 19, 70, 29, 16, 6, 27, 36, 42, 60, 7, 18, 43, 55, 17, 26, 19, 9, 43, 36, 31, 30, 26, 26, 18, 19, 17, 24, 8, 33, 28, 10, 17, 25, 7, 31, 36, 59, 9, 45, 20, 7, 17, 33, 21, 5, 36, 33, 14, 20, 15, 23, 52, 31, 16, 26, 32, 28, 41, 12, 5, 15, 47, 11, 5, 5, 33, 31, 6, 20, 6, 23, 29, 36, 33, 25, 53, 16, 23, 44, 23, 13, 4, 51, 25, 16, 25, 46, 17, 9, 49, 19, 12, 53, 65, 40, 31, 13, 7, 9, 19, 6, 15, 47, 7, 9, 29, 55, 37, 41, 15, 26, 13, 30, 20, 36, 24, 26, 16, 15, 5, 72, 46, 18, 29, 19, 29, 37, 29, 12, 16, 5, 61, 20, 20, 11, 17, 60, 19, 14, 38, 22, 58, 27, 27, 13, 21, 19, 6, 39, 5, 27, 25, 21, 21, 47, 61, 8, 9, 16, 10, 42, 29, 33, 5, 14, 21, 27, 18, 31, 26, 63, 67, 9, 6, 41, 13, 30, 18, 17, 19, 67, 16, 5, 53, 7, 20, 8, 34, 47, 18, 15, 53, 6, 37, 18, 22, 32, 7, 7, 23, 22, 10, 26, 17, 26, 46, 16, 17, 20, 29, 44, 36, 34, 23, 10, 36, 7, 9, 21, 17, 19, 31, 4, 26, 5, 27, 19, 18, 5, 44, 29, 24, 28, 25, 46, 46, 6, 29, 16, 56, 14, 11, 12, 4, 46, 7, 9, 6, 19, 7, 28, 20, 27, 14, 8, 7, 23, 32, 12, 5, 11, 19, 27, 30, 15, 23, 20, 56, 46, 26, 20, 38, 34, 34, 17, 28, 18, 17, 27, 17, 27, 38, 12, 10, 20, 4, 48, 12, 48, 19, 42, 32, 21, 22, 62, 44, 23, 28, 18, 21, 11, 36, 19, 6, 18, 6, 22, 56, 7, 56, 14, 31, 75, 48, 7, 25, 15, 8, 54, 7, 8, 19, 37, 6, 8, 19, 36, 17, 18, 16, 15, 19, 32, 36, 24, 16, 56, 27, 14, 25, 37, 34, 19, 18, 28, 54, 29, 20, 20, 75, 30, 46, 36, 28, 39, 14, 31, 45, 7, 31, 39, 23, 5, 6, 24, 36, 6, 28, 26, 27, 31, 8, 6, 22, 16, 47, 19, 24, 32, 17, 16, 20, 13, 35, 10, 12, 27, 60, 18, 49, 17, 80, 9, 36, 37, 34, 42, 22, 37, 12, 4, 16, 11, 19, 21, 66, 4, 26, 26, 9, 42, 9, 65, 31, 5, 6, 6, 14, 40, 18, 5, 8, 17, 17, 17, 47, 5, 31, 22, 12, 59, 7, 12, 60, 15, 49, 49, 26, 8, 25, 46, 17, 21, 28, 10, 10, 4, 25, 38, 18, 8, 16, 75, 21, 26, 37, 6, 11, 19, 19, 25, 23, 19, 10, 27, 35, 32, 57, 15, 29, 21, 36, 34, 32, 23, 18, 13, 8, 22, 21, 23, 5, 15, 20, 6, 38, 27, 35, 19, 45, 12, 6, 8, 20, 23, 13, 26, 27, 32, 27, 35, 21, 24, 42, 5, 18, 14, 10, 4, 16, 5, 17, 29, 12, 22, 21, 125, 4, 21, 21, 19, 6, 20, 7, 23, 42, 22, 49, 15, 23, 17, 32, 7, 13, 19, 38, 18, 4, 27, 26, 5, 86, 18, 7, 39, 9, 28, 21, 7, 13, 51, 5, 25, 22, 17, 17, 5, 23, 20, 21, 14, 33, 4, 4, 26, 19, 37, 68, 33, 23, 8, 21, 31, 30, 42, 13, 18, 23, 34, 15, 17, 28, 12, 52, 30, 21, 5, 7, 16, 5, 24, 24, 21, 17, 24, 4, 5, 40, 46, 10, 72, 52, 31, 38, 25, 27, 17, 26, 13, 19, 23, 14, 25, 25, 21, 8, 62, 20, 22, 14, 36, 15, 39, 32, 80, 19, 64, 20, 37, 18, 7, 44, 24, 12, 12, 23, 7, 5, 55, 16, 16, 23, 18, 26, 20, 17, 24, 25, 9, 21, 18, 21, 5, 34, 7, 21, 23, 47, 31, 18, 26, 38, 27, 15, 7, 5, 7, 13, 40, 11, 10, 41, 11, 6, 21, 16, 16, 30, 61, 53, 20, 20, 11, 44, 34, 16, 15, 4, 38, 18, 5, 20, 9, 7, 20, 44, 14, 7, 19, 64, 45, 28, 25, 23, 57, 8, 32, 23, 45, 19, 28, 25, 58, 18, 22, 5, 26, 7, 17, 17, 24, 40, 29, 15, 31, 61, 9, 25, 30, 27, 19, 44, 33, 74, 16, 20, 41, 31, 8, 41, 62, 23, 21, 24, 57, 22, 26, 11, 24, 27, 17, 5, 33, 22, 46, 43, 29, 11, 39, 57, 20, 6, 13, 5, 41, 26, 40, 19, 42, 58, 24, 29, 7, 10, 17, 25, 22, 12, 38, 20, 21, 10, 22, 7, 7, 14, 37, 28, 22, 18, 63, 15, 9, 8, 39, 13, 32, 22, 20, 31, 20, 47, 43, 17, 18, 46, 17, 15, 58, 16, 26, 11, 53, 14, 8, 36, 34, 9, 32, 60, 45, 29, 26, 35, 6, 82, 19, 52, 5, 18, 43, 25, 92, 16, 20, 17, 8, 19, 23, 8, 26, 25, 51, 5, 22, 31, 5, 25, 62, 47, 6, 31, 42, 23, 65, 33, 31, 9, 9, 43, 20, 10, 5, 21, 61, 84, 8, 20, 5, 48, 36, 22, 23, 7, 4, 43, 9, 29, 31, 10, 21, 9, 19, 19, 9, 15, 22, 15, 61, 23, 45, 13, 41, 34, 19, 32, 12, 17, 25, 19, 33, 19, 40, 60, 16, 31, 17, 9, 39, 60, 18, 33, 20, 23, 6, 24, 18, 4, 30, 61, 24, 68, 55, 58, 37, 21, 25, 50, 34, 22, 31, 22, 6, 21, 29, 31, 14, 19, 5, 20, 64, 7, 38, 25, 16, 49, 19, 8, 21, 23, 39, 43, 76, 29, 9, 17, 32, 25, 24, 14, 46, 154, 30, 37, 12, 37, 27, 64, 25, 46, 24, 20, 8, 18, 58, 4, 19, 27, 17, 17, 40, 5, 28, 28, 45, 29, 33, 31, 7, 54, 41, 14, 29, 4, 34, 20, 23, 21, 14, 23, 55, 57, 9, 24, 10, 23, 25, 47, 5, 17, 16, 9, 17, 22, 17, 33, 56, 27, 21, 23, 34, 40, 7, 10, 5, 27, 72, 6, 51, 19, 20, 19, 18, 15, 5, 26, 36, 22, 56, 35, 23, 34, 21, 4, 52, 26, 39, 24, 39, 7, 35, 23, 7, 32, 30, 18, 6, 22, 22, 26, 9, 44, 10, 20, 23, 10, 50, 9, 45, 8, 8, 33, 34, 36, 8, 15, 47, 45, 18, 58, 39, 33, 21, 38, 89, 45, 25, 21, 29, 24, 6, 4, 41, 7, 43, 30, 5, 13, 5, 9, 13, 50, 24, 60, 26, 27, 8, 26, 24, 32, 41, 13, 44, 19, 20, 37, 11, 21, 16, 20, 16, 26, 7, 5, 7, 6, 5, 22, 7, 30, 8, 25, 7, 34, 47, 22, 32, 37, 46, 23, 77, 17, 4, 6, 44, 21, 23, 6, 14, 14, 24, 6, 12, 23, 38, 34, 32, 5, 5, 25, 15, 6, 14, 11, 7, 35, 3, 28, 17, 12, 23, 5, 28, 43, 9, 8, 25, 33, 20, 29, 23, 16, 20, 5, 27, 23, 13, 32, 15, 6, 30, 4, 19, 25, 35, 30, 22, 25, 16, 45, 40, 30, 8, 31, 10, 25, 17, 35, 10, 45, 77, 35, 23, 35, 18, 36, 19, 12, 5, 18, 36, 22, 25, 5, 65, 22, 20, 17, 22, 18, 24, 19, 13, 23, 10, 32, 21, 52, 19, 20, 20, 12, 61, 6, 28, 22, 18, 19, 55, 54, 41, 21, 38, 17, 21, 33, 24, 31, 23, 30, 4, 6, 16, 18, 39, 18, 30, 43, 64, 9, 25, 18, 17, 33, 12, 5, 78, 24, 8, 26, 5, 6, 10, 19, 45, 15, 28, 23, 39, 9, 36, 15, 53, 17, 24, 21, 41, 15, 22, 25, 8, 8, 7, 31, 18, 27, 8, 7, 23, 16, 11, 27, 7, 19, 6, 19, 48, 27, 6, 22, 5, 30, 18, 6, 52, 29, 9, 8, 28, 33, 6, 32, 28, 46, 31, 17, 34, 8, 26, 18, 21, 10, 16, 9, 5, 51, 6, 51, 47, 21, 50, 8, 6, 6, 62, 31, 51, 8, 24, 31, 67, 45, 42, 33, 26, 29, 14, 23, 18, 25, 23, 13, 23, 33, 22, 54, 39, 19, 11, 34, 71, 57, 28, 28, 5, 13, 16, 9, 24, 23, 6, 16, 18, 43, 16, 57, 40, 24, 6, 29, 27, 4, 34, 10, 32, 23, 48, 46, 30, 20, 16, 21, 10, 6, 50, 33, 48, 46, 16, 20, 32, 19, 5, 19, 47, 40, 18, 6, 44, 24, 18, 30, 8, 21, 21, 20, 37, 14, 25, 43, 13, 14, 18, 23, 50, 16, 16, 5, 15, 17, 30, 29, 20, 32, 21, 40, 15, 49, 19, 8, 20, 46, 18, 30, 11, 8, 4, 31, 15, 48, 36, 15, 27, 6, 23, 25, 67, 21, 19, 54, 25, 34, 36, 43, 21, 7, 6, 44, 18, 25, 19, 7, 7, 26, 23, 5, 18, 33, 24, 47, 30, 9, 60, 24, 30, 12, 55, 14, 22, 5, 15, 22, 22, 21, 24, 13, 36, 26, 16, 18, 62, 12, 10, 19, 11, 21, 26, 33, 51, 66, 35, 9, 6, 5, 63, 4, 45, 4, 11, 23, 22, 19, 6, 56, 22, 27, 18, 30, 23, 28, 3, 27, 35, 28, 69, 15, 29, 32, 14, 12, 10, 10, 59, 17, 53, 53, 28, 13, 26, 35, 13, 18, 7, 6, 17, 20, 18, 26, 14, 7, 48, 50, 17, 60, 4, 25, 19, 20, 29, 6, 27, 8, 23, 20, 25, 37, 33, 16, 33, 31, 20, 5, 19, 38, 6, 8, 8, 23, 8, 7, 34, 23, 22, 8, 45, 23, 76, 25, 22, 22, 60, 9, 48, 8, 16, 17, 52, 32, 19, 18, 18, 23, 6, 29, 7, 91, 19, 35, 5, 68, 9, 22, 15, 25, 29, 13, 26, 26, 28, 16, 74, 44, 17, 10, 6, 25, 36, 18, 38, 11, 16, 6, 8, 15, 11, 22, 13, 7, 38, 22, 7, 23, 7, 30, 19, 27, 18, 27, 24, 56, 8, 32, 19, 51, 42, 47, 12, 74, 25, 22, 28, 6, 23, 18, 9, 35, 43, 12, 6, 6, 66, 15, 9, 47, 23, 29, 32, 16, 7, 6, 33, 26, 13, 8, 18, 25, 20, 28, 25, 8, 29, 33, 6, 7, 17, 13, 31, 13, 30, 43, 19, 7, 21, 30, 6, 44, 26, 4, 7, 25, 36, 40, 25, 10, 14, 10, 5, 7, 13, 7, 31, 23, 54, 31, 8, 13, 5, 9, 23, 19, 24, 34, 20, 23, 20, 24, 21, 24, 14, 23, 6, 6, 52, 26, 29, 22, 30, 32, 18, 42, 19, 9, 19, 20, 6, 39, 23, 11, 21, 31, 27, 10, 10, 20, 18, 26, 10, 52, 48, 15, 17, 28, 17, 5, 9, 22, 17, 25, 34, 19, 48, 13, 29, 63, 21, 19, 19, 5, 6, 19, 25, 19, 25, 24, 6, 67, 21, 51, 31, 49, 26, 59, 8, 12, 19, 49, 19, 25, 46, 20, 17, 31, 4, 24, 7, 8, 10, 15, 30, 30, 19, 22, 24, 4, 6, 19, 18, 30, 12, 24, 24, 34, 83, 39, 4, 12, 22, 29, 19, 26, 31, 14, 34, 19, 6, 16, 4, 11, 32, 20, 6, 25, 9, 49, 7, 3, 25, 38, 31, 18, 23, 11, 17, 7, 23, 33, 7, 24, 29, 13, 10, 16, 17, 24, 22, 6, 27, 24, 10, 27, 10, 19, 7, 23, 21, 33, 26, 31, 7, 17, 22, 8, 20, 21, 14, 15, 33, 24, 6, 15, 40, 6, 26, 19, 22, 42, 40, 13, 29, 30, 8, 21, 52, 12, 10, 27, 11, 22, 12, 33, 8, 36, 33, 5, 4, 27, 17, 41, 16, 10, 54, 4, 29, 29, 5, 30, 41, 8, 6, 35, 41, 6, 41, 7, 41, 21, 17, 38, 26, 61, 34, 25, 9, 4, 10, 31, 12, 19, 4, 8, 44, 7, 6, 16, 19, 11, 23, 10, 8, 35, 19, 15, 14, 7, 73, 4, 18, 56, 75, 16, 57, 16, 12, 26, 5, 54, 6, 58, 22, 50, 46, 19, 17, 39, 49, 7, 17, 24, 19, 21, 10, 41, 6, 11, 25, 43, 6, 30, 46, 39, 20, 14, 4, 6, 29, 5, 60, 11, 16, 8, 30, 13, 10, 46, 12, 20, 37, 24, 5, 17, 45, 6, 15, 25, 21, 18, 33, 42, 52, 51, 4, 7, 20, 19, 31, 11, 12, 5, 7, 25, 10, 34, 8, 8, 34, 7, 51, 12, 5, 24, 46, 22, 6, 23, 42, 25, 16, 7, 57, 20, 10, 19, 21, 39, 26, 23, 11, 35, 38, 18, 30, 24, 38, 4, 9, 14, 4, 21, 10, 16, 23, 11, 19, 12, 13, 6, 29, 13, 18, 44, 19, 21, 25, 25, 30, 25, 9, 19, 23, 31, 48, 11, 12, 18, 14, 38, 44, 11, 16, 28, 11, 20, 8, 21, 22, 14, 31, 7, 5, 8, 9, 16, 18, 31, 34, 16, 18, 13, 38, 38, 16, 24, 27, 37, 8, 17, 20, 10, 7, 16, 9, 26, 12, 59, 5, 35, 28, 13, 6, 21, 72, 21, 39, 7, 39, 8, 19, 20, 5, 28, 53, 24, 8, 4, 9, 10, 62, 41, 20, 40, 80, 23, 21, 8, 6, 26, 48, 20, 11, 11, 9, 58, 24, 43, 19, 94, 16, 60, 28, 4, 19, 22, 5, 22, 21, 46, 32, 15, 20, 29, 55, 25, 6, 12, 56, 21, 18, 5, 21, 41, 44, 25, 61, 35, 19, 6, 6, 5, 11, 25, 28, 21, 9, 20, 38, 34, 13, 12, 32, 61, 24, 32, 12, 16, 28, 14, 33, 23, 59, 5, 26, 31, 39, 23, 23, 25, 4, 52, 7, 28, 40, 21, 20, 30, 17, 18, 29, 4, 61, 17, 9, 17, 16, 29, 30, 6, 36, 17, 43, 32, 21, 26, 34, 20, 26, 31, 14, 19, 17, 14, 38, 9, 4, 61, 73, 22, 10, 40, 10, 27, 23, 20, 8, 6, 21, 13, 46, 37, 24, 13, 25, 14, 16, 8, 35, 19, 16, 6, 26, 19, 27, 36, 22, 37, 6, 18, 27, 29, 40, 24, 11, 37, 10, 24, 66, 10, 29, 39, 23, 31, 19, 21, 28, 17, 19, 14, 90, 5, 28, 20, 51, 25, 36, 9, 7, 29, 43, 21, 38, 18, 24, 5, 9, 19, 54, 53, 19, 11, 36, 8, 30, 12, 16, 20, 13, 33, 18, 26, 9, 50, 16, 26, 18, 8, 22, 57, 75, 5, 32, 14, 10, 18, 16, 6, 34, 61, 25, 36, 8, 27, 14, 23, 8, 23, 24, 26, 24, 12, 5, 80, 6, 31, 12, 37, 31, 6, 19, 5, 20, 15, 16, 22, 33, 21, 8, 22, 25, 24, 46, 24, 17, 20, 25, 23, 26, 25, 12, 18, 8, 52, 5, 28, 19, 90, 22, 16, 32, 5, 38, 13, 18, 19, 44, 34, 39, 33, 11, 37, 17, 21, 42, 40, 38, 26, 80, 25, 16, 42, 24, 10, 17, 50, 39, 27, 9, 8, 56, 27, 12, 10, 22, 7, 15, 18, 24, 36, 27, 32, 8, 46, 36, 20, 5, 30, 15, 36, 42, 27, 6, 27, 18, 20, 45, 39, 8, 21, 54, 27, 8, 24, 8, 21, 17, 9, 40, 34, 18, 12, 6, 16, 38, 13, 20, 14, 60, 30, 6, 17, 33, 93, 35, 49, 7, 24, 30, 10, 27, 7, 6, 19, 17, 19, 8, 36, 23, 20, 8, 19, 18, 56, 20, 18, 28, 4, 17, 5, 73, 59, 67, 18, 9, 10, 6, 6, 33, 23, 8, 17, 9, 7, 18, 12, 27, 38, 15, 28, 5, 26, 6, 47, 48, 15, 10, 28, 20, 16, 27, 27, 23, 7, 5, 17, 22, 11, 7, 10, 25, 4, 34, 20, 33, 16, 20, 12, 17, 17, 52, 72, 23, 12, 19, 12, 43, 21, 23, 8, 15, 15, 29, 24, 11, 45, 36, 19, 18, 51, 9, 31, 39, 4, 41, 19, 13, 7, 20, 8, 19, 18, 7, 17, 107, 21, 32, 25, 27, 42, 25, 30, 23, 27, 23, 10, 50, 11, 36, 20, 9, 20, 56, 47, 25, 45, 55, 14, 19, 37, 29, 34, 5, 20, 36, 41, 20, 17, 5, 39, 32, 21, 9, 23, 16, 23, 25, 12, 27, 9, 21, 21, 38, 4, 7, 16, 23, 43, 18, 29, 23, 43, 6, 22, 31, 25, 71, 21, 65, 21, 31, 18, 17, 7, 17, 6, 4, 19, 6, 13, 18, 7, 27, 19, 17, 5, 19, 58, 25, 4, 47, 7, 25, 23, 5, 17, 4, 22, 10, 19, 29, 6, 24, 16, 39, 27, 17, 18, 6, 26, 65, 5, 8, 23, 6, 10, 25, 28, 9, 6, 44, 23, 43, 17, 49, 24, 23, 18, 42, 24, 5, 22, 54, 9, 19, 23, 3, 26, 43, 62, 32, 14, 25, 11, 26, 14, 17, 6, 4, 72, 18, 21, 34, 32, 18, 18, 18, 9, 37, 44, 10, 7, 26, 21, 41, 17, 35, 10, 5, 41, 7, 29, 13, 42, 8, 24, 31, 39, 6, 35, 27, 5, 8, 19, 17, 20, 4, 16, 38, 44, 10, 14, 16, 35, 40, 12, 70, 36, 6, 21, 7, 36, 30, 22, 27, 23, 8, 12, 22, 27, 31, 35, 17, 74, 32, 4, 26, 22, 51, 56, 27, 16, 21, 35, 18, 24, 9, 63, 17, 7, 10, 30, 9, 26, 44, 25, 27, 8, 22, 7, 77, 23, 17, 23, 24, 10, 5, 66, 14, 31, 18, 24, 26, 23, 29, 9, 8, 46, 5, 10, 6, 19, 36, 31, 4, 39, 23, 7, 12, 50, 7, 30, 16, 14, 31, 23, 40, 9, 4, 26, 26, 6, 10, 9, 79, 23, 18, 4, 10, 47, 39, 9, 85, 17, 6, 11, 9, 30, 19, 15, 20, 7, 5, 23, 33, 18, 27, 6, 47, 32, 17, 49, 13, 26, 34, 11, 21, 18, 44, 13, 5, 16, 8, 12, 14, 6, 30, 19, 18, 27, 40, 6, 16, 27, 21, 26, 32, 28, 10, 10, 20, 14, 51, 8, 23, 5, 35, 63, 12, 25, 35, 40, 69, 8, 32, 27, 28, 6, 27, 20, 37, 23, 65, 16, 30, 11, 15, 80, 33, 15, 32, 4, 5, 4, 5, 25, 6, 36, 33, 41, 16, 4, 29, 26, 22, 6, 21, 58, 26, 16, 33, 24, 42, 5, 22, 17, 17, 7, 12, 18, 21, 34, 35, 29, 7, 5, 46, 18, 7, 19, 41, 29, 19, 28, 25, 37, 9, 33, 27, 23, 18, 8, 24, 12, 30, 26, 64, 48, 29, 24, 26, 18, 56, 21, 40, 18, 6, 5, 32, 30, 20, 16, 34, 48, 21, 8, 9, 25, 32, 64, 15, 21, 8, 10, 30, 9, 37, 75, 21, 42, 5, 35, 26, 61, 15, 18, 11, 19, 36, 11, 62, 9, 29, 29, 51, 5, 8, 7, 11, 37, 7, 19, 21, 10, 38, 17, 19, 21, 19, 20, 26, 6, 25, 17, 15, 21, 18, 33, 7, 8, 17, 30, 25, 16, 26, 21, 20, 8, 9, 18, 4, 38, 13, 5, 18, 64, 7, 25, 32, 22, 7, 32, 17, 17, 17, 31, 19, 11, 20, 54, 22, 28, 39, 25, 54, 6, 20, 26, 38, 15, 61, 44, 25, 23, 30, 55, 26, 34, 28, 35, 10, 39, 53, 5, 12, 17, 23, 62, 11, 17, 21, 69, 19, 29, 31, 29, 60, 70, 30, 32, 7, 35, 18, 26, 36, 13, 6, 21, 8, 25, 22, 20, 22, 4, 42, 20, 47, 47, 25, 19, 35, 21, 35, 53, 21, 5, 30, 4, 20, 14, 4, 16, 37, 36, 27, 19, 5, 8, 17, 10, 25, 24, 57, 9, 34, 28, 20, 33, 26, 20, 20, 19, 19, 4, 34, 40, 32, 19, 12, 20, 17, 35, 16, 30, 29, 7, 24, 25, 23, 26, 12, 12, 6, 17, 17, 18, 27, 27, 23, 4, 35, 4, 8, 18, 36, 25, 10, 6, 9, 20, 55, 18, 11, 16, 21, 19, 30, 23, 22, 66, 9, 17, 31, 49, 94, 8, 4, 19, 10, 33, 22, 8, 36, 25, 19, 4, 18, 9, 27, 37, 45, 26, 8, 32, 7, 54, 4, 23, 51, 49, 4, 37, 48, 19, 25, 41, 21, 14, 17, 38, 5, 27, 17, 25, 9, 21, 15, 20, 20, 23, 42, 13, 55, 22, 34, 80, 24, 6, 16, 5, 8, 66, 6, 23, 26, 19, 44, 20, 91, 7, 47, 20, 57, 13, 4, 23, 47, 10, 36, 21, 26, 15, 6, 10, 37, 20, 5, 27, 13, 36, 14, 34, 7, 77, 46, 19, 19, 14, 30, 16, 22, 25, 5, 19, 5, 50, 9, 6, 39, 24, 39, 51, 27, 12, 23, 7, 22, 12, 18, 41, 21, 50, 24, 33, 63, 12, 6, 59, 8, 25, 29, 26, 30, 26, 7, 20, 40, 21, 44, 6, 39, 51, 71, 33, 35, 53, 20, 28, 33, 31, 18, 8, 23, 18, 19, 21, 21, 11, 7, 6, 66, 56, 19, 30, 20, 21, 45, 24, 25, 8, 44, 17, 5, 11, 18, 9, 52, 16, 33, 23, 72, 44, 18, 27, 13, 31, 14, 21, 56, 7, 20, 10, 35, 20, 14, 24, 20, 13, 50, 21, 21, 10, 18, 18, 19, 28, 39, 39, 23, 33, 5, 25, 7, 6, 25, 22, 8, 9, 14, 33, 28, 10, 17, 28, 18, 13, 15, 31, 16, 42, 33, 7, 75, 19, 26, 32, 4, 5, 43, 14, 22, 12, 26, 30, 10, 25, 28, 7, 24, 30, 4, 22, 34, 56, 19, 10, 5, 37, 29, 25, 6, 18, 8, 18, 23, 20, 30, 5, 34, 11, 17, 17, 36, 29, 18, 22, 17, 32, 18, 7, 22, 46, 17, 32, 57, 10, 46, 40, 19, 25, 40, 11, 8, 18, 6, 26, 31, 12, 6, 22, 20, 49, 22, 5, 20, 28, 40, 33, 7, 22, 5, 11, 8, 30, 43, 13, 7, 25, 12, 35, 76, 40, 7, 29, 26, 17, 22, 21, 14, 28, 23, 12, 14, 21, 10, 12, 20, 29, 7, 39, 22, 16, 16, 22, 18, 7, 24, 19, 5, 24, 6, 16, 74, 4, 25, 19, 42, 23, 18, 48, 20, 16, 14, 42, 17, 24, 24, 40, 28, 35, 11, 58, 13, 32, 7, 10, 20, 33, 43, 9, 44, 6, 12, 23, 19, 32, 49, 20, 8, 24, 19, 20, 17, 6, 17, 22, 29, 43, 13, 44, 39, 44, 26, 31, 29, 43, 18, 9, 7, 80, 12, 21, 23, 7, 22, 25, 17, 23, 20, 21, 21, 32, 19, 22, 45, 22, 22, 35, 17, 5, 5, 21, 9, 33, 61, 10, 38, 8, 41, 25, 37, 18, 29, 26, 26, 42, 29, 8, 21, 7, 22, 41, 29, 24, 11, 18, 17, 21, 21, 36, 40, 13, 24, 76, 5, 19, 40, 16, 35, 23, 40, 12, 23, 8, 16, 22, 27, 23, 27, 27, 70, 14, 73, 40, 25, 22, 24, 11, 18, 50, 5, 10, 5, 9, 9, 20, 5, 5, 80, 31, 13, 17, 6, 11, 25, 20, 33, 41, 8, 20, 30, 20, 8, 8, 18, 6, 31, 20, 9, 10, 24, 16, 15, 17, 22, 21, 22, 9, 50, 17, 9, 14, 23, 38, 34, 29, 13, 7, 11, 26, 14, 15, 33, 23, 33, 41, 7, 5, 11, 7, 8, 18, 21, 5, 42, 28, 29, 27, 48, 4, 19, 20, 27, 23, 28, 6, 8, 18, 26, 14, 26, 48, 55, 66, 28, 32, 57, 10, 7, 20, 29, 6, 5, 6, 34, 33, 36, 31, 19, 20, 67, 45, 18, 22, 9, 14, 21, 14, 32, 20, 24, 15, 25, 21, 28, 20, 21, 36, 20, 23, 36, 38, 17, 33, 26, 8, 37, 33, 21, 34, 27, 21, 5, 12, 15, 20, 4, 20, 6, 29, 19, 18, 7, 44, 20, 43, 33, 30, 20, 24, 13, 12, 20, 46, 5, 13, 18, 19, 27, 26, 23, 19, 62, 21, 42, 18, 4, 47, 7, 31, 6, 26, 24, 20, 67, 5, 17, 12, 21, 61, 25, 15, 18, 14, 8, 32, 31, 38, 17, 4, 6, 21, 18, 32, 18, 48, 25, 16, 5, 17, 45, 18, 18, 10, 18, 21, 21, 49, 22, 50, 5, 30, 7, 17, 39, 31, 5, 19, 11, 17, 26, 22, 8, 10, 32, 16, 34, 27, 26, 11, 37, 28, 18, 10, 23, 15, 36, 5, 19, 17, 6, 98, 77, 3, 17, 40, 55, 23, 7, 23, 25, 19, 21, 26, 30, 43, 6, 10, 22, 5, 25, 57, 25, 50, 13, 7, 5, 23, 23, 37, 50, 34, 38, 7, 5, 41, 17, 48, 29, 37, 20, 11, 23, 16, 37, 8, 24, 30, 5, 66, 35, 85, 9, 14, 8, 12, 5, 9, 36, 8, 22, 15, 16, 38, 38, 20, 30, 31, 5, 60, 26, 24, 79, 22, 18, 33, 18, 23, 24, 35, 31, 20, 7, 27, 26, 64, 27, 40, 11, 6, 51, 30, 23, 35, 25, 12, 24, 30, 20, 37, 12, 8, 6, 6, 27, 9, 37, 26, 56, 17, 15, 26, 49, 10, 43, 6, 12, 67, 30, 40, 4, 34, 47, 14, 23, 4, 4, 20, 5, 14, 15, 33, 33, 8, 12, 8, 40, 16, 14, 23, 12, 18, 14, 26, 16, 9, 9, 51, 5, 5, 29, 21, 18, 17, 31, 68, 40, 18, 69, 13, 40, 46, 9, 34, 19, 23, 10, 22, 20, 15, 21, 28, 26, 38, 51, 22, 24, 25, 7, 6, 17, 23, 56, 10, 27, 30, 20, 20, 27, 33, 14, 5, 13, 45, 29, 40, 8, 17, 18, 10, 55, 8, 6, 5, 54, 19, 20, 32, 9, 33, 9, 17, 15, 23, 26, 33, 18, 32, 14, 24, 23, 5, 30, 51, 28, 57, 66, 6, 21, 4, 17, 18, 6, 40, 33, 21, 27, 11, 5, 24, 11, 23, 38, 51, 8, 59, 6, 19, 47, 97, 26, 56, 21, 41, 37, 46, 34, 33, 20, 19, 7, 68, 20, 17, 5, 51, 7, 5, 17, 30, 26, 21, 45, 38, 8, 24, 31, 25, 19, 19, 15, 20, 4, 35, 17, 30, 37, 27, 10, 20, 8, 45, 16, 10, 38, 27, 21, 37, 11, 37, 27, 30, 38, 14, 59, 12, 22, 25, 39, 3, 34, 20, 77, 21, 9, 24, 65, 41, 16, 36, 47, 26, 79, 5, 64, 20, 17, 10, 29, 43, 13, 12, 30, 11, 52, 42, 17, 37, 29, 42, 14, 61, 17, 16, 21, 10, 21, 25, 27, 33, 19, 6, 16, 21, 27, 11, 4, 35, 37, 36, 21, 7, 4, 25, 9, 27, 8, 29, 29, 21, 25, 22, 32, 20, 25, 16, 21, 17, 27, 29, 28, 20, 26, 20, 20, 17, 23, 48, 14, 15, 10, 11, 20, 23, 9, 5, 4, 16, 39, 27, 42, 16, 34, 10, 42, 8, 30, 4, 5, 29, 4, 4, 39, 8, 42, 23, 5, 30, 31, 19, 18, 22, 17, 17, 34, 22, 17, 4, 22, 18, 24, 70, 22, 21, 9, 11, 31, 6, 10, 31, 30, 28, 29, 28, 18, 10, 13, 50, 31, 18, 7, 6, 25, 20, 19, 24, 22, 24, 31, 30, 36, 79, 22, 37, 6, 21, 26, 27, 24, 33, 5, 21, 22, 52, 67, 8, 19, 10, 45, 7, 19, 31, 33, 36, 8, 13, 9, 31, 26, 63, 19, 13, 6, 41, 46, 6, 21, 40, 17, 24, 4, 7, 39, 6, 40, 19, 29, 26, 17, 9, 36, 17, 27, 25, 21, 18, 25, 25, 18, 6, 9, 18, 15, 29, 30, 21, 7, 8, 21, 7, 24, 8, 3, 24, 25, 51, 14, 19, 67, 5, 8, 20, 67, 25, 12, 19, 17, 39, 31, 9, 19, 11, 42, 27, 45, 22, 35, 6, 31, 25, 24, 22, 22, 22, 64, 18, 8, 5, 18, 10, 14, 18, 32, 22, 50, 14, 4, 20, 42, 5, 36, 28, 29, 4, 31, 15, 10, 51, 20, 41, 32, 30, 32, 25, 5, 31, 43, 60, 28, 6, 21, 41, 40, 34, 22, 26, 12, 34, 19, 81, 34, 9, 38, 18, 17, 27, 16, 40, 16, 26, 6, 48, 21, 53, 15, 27, 19, 28, 19, 23, 52, 28, 19, 16, 72, 6, 17, 34, 21, 19, 22, 8, 5, 59, 4, 5, 22, 33, 33, 51, 23, 6, 29, 7, 7, 12, 18, 17, 6, 18, 36, 29, 61, 38, 5, 42, 10, 37, 44, 36, 8, 31, 38, 5, 38, 21, 23, 7, 27, 47, 8, 27, 19, 12, 22, 9, 28, 13, 5, 18, 77, 17, 27, 32, 24, 24, 16, 44, 7, 31, 5, 18, 28, 38, 11, 21, 13, 25, 5, 5, 29, 18, 24, 43, 17, 16, 21, 26, 16, 7, 8, 24, 55, 12, 18, 26, 21, 7, 27, 6, 10, 13, 26, 6, 4, 25, 28, 11, 7, 50, 24, 21, 24, 24, 20, 7, 17, 28, 23, 14, 20, 40, 23, 5, 6, 39, 6, 14, 11, 9, 16, 53, 30, 30, 16, 29, 29, 19, 37, 15, 22, 24, 21, 12, 19, 19, 4, 79, 21, 24, 22, 53, 47, 11, 17, 20, 72, 11, 22, 75, 18, 18, 58, 18, 36, 33, 27, 18, 32, 8, 22, 51, 6, 53, 34, 10, 43, 16, 17, 31, 7, 29, 45, 65, 4, 30, 44, 31, 32, 21, 35, 20, 63, 32, 18, 60, 7, 25, 10, 19, 19, 11, 20, 17, 21, 48, 11, 31, 25, 25, 51, 11, 30, 29, 34, 20, 39, 16, 25, 28, 25, 41, 35, 6, 21, 16, 28, 43, 49, 20, 11, 6, 63, 7, 18, 19, 24, 25, 79, 23, 11, 7, 22, 33, 6, 6, 6, 73, 8, 12, 3, 10, 21, 26, 11, 37, 6, 29, 36, 22, 29, 20, 36, 24, 17, 13, 21, 11, 20, 12, 6, 28, 58, 5, 41, 10, 41, 26, 23, 6, 25, 6, 19, 22, 6, 19, 35, 23, 28, 34, 13, 67, 14, 28, 4, 31, 34, 29, 20, 23, 23, 43, 49, 17, 35, 59, 22, 27, 32, 22, 43, 24, 18, 18, 18, 19, 8, 14, 20, 24, 10, 18, 6, 17, 9, 7, 16, 39, 9, 20, 79, 29, 69, 4, 8, 16, 12, 6, 11, 17, 65, 21, 21, 44, 39, 27, 34, 78, 15, 18, 26, 49, 45, 62, 54, 23, 9, 8, 26, 68, 18, 12, 50, 60, 67, 42, 16, 7, 16, 7, 35, 6, 9, 39, 11, 26, 44, 6, 17, 23, 39, 23, 21, 17, 6, 33, 7, 4, 21, 25, 34, 8, 5, 37, 7, 31, 25, 23, 26, 69, 42, 7, 25, 5, 17, 28, 31, 47, 7, 51, 5, 8, 14, 5, 6, 15, 16, 5, 6, 13, 21, 33, 20, 34, 44, 30, 43, 16, 24, 13, 152, 15, 23, 25, 27, 32, 24, 23, 29, 7, 19, 6, 16, 6, 12, 29, 73, 14, 8, 30, 19, 19, 40, 32, 11, 35, 28, 21, 21, 4, 13, 52, 13, 23, 45, 13, 23, 11, 19, 57, 16, 29, 22, 5, 56, 10, 18, 19, 47, 6, 13, 16, 19, 24, 25, 5, 29, 15, 11, 14, 34, 16, 21, 45, 10, 11, 19, 12, 42, 30, 25, 30, 44, 37, 9, 25, 50, 4, 31, 29, 18, 19, 6, 76, 30, 13, 26, 25, 34, 8, 6, 4, 40, 28, 3, 44, 22, 22, 9, 63, 16, 16, 9, 10, 32, 26, 5, 21, 24, 9, 70, 50, 8, 31, 8, 7, 5, 8, 52, 55, 19, 8, 23, 34, 7, 10, 36, 7, 24, 8, 39, 24, 16, 15, 10, 27, 8, 20, 6, 16, 54, 33, 30, 20, 7, 39, 23, 19, 23, 24, 49, 26, 62, 26, 23, 44, 5, 10, 35, 11, 9, 15, 17, 34, 5, 30, 18, 8, 36, 30, 9, 25, 44, 11, 19, 22, 23, 23, 32, 65, 46, 13, 18, 28, 43, 21, 43, 45, 80, 7, 27, 9, 35, 55, 45, 30, 31, 26, 87, 6, 19, 12, 7, 6, 33, 55, 18, 46, 34, 22, 33, 36, 20, 37, 9, 4, 5, 25, 63, 5, 28, 18, 13, 45, 22, 57, 17, 29, 16, 33, 22, 13, 37, 9, 54, 34, 25, 18, 47, 57, 34, 33, 17, 24, 18, 22, 9, 21, 13, 75, 21, 13, 61, 15, 7, 5, 7, 21, 22, 20, 14, 18, 26, 7, 16, 5, 36, 37, 28, 19, 30, 29, 37, 29, 47, 23, 26, 7, 66, 21, 8, 24, 37, 17, 9, 24, 28, 27, 8, 7, 21, 8, 14, 7, 70, 8, 8, 19, 43, 8, 47, 21, 39, 23, 13, 19, 13, 27, 47, 41, 9, 15, 8, 59, 14, 20, 7, 19, 38, 34, 38, 58, 19, 35, 31, 19, 27, 17, 17, 58, 15, 6, 7, 17, 27, 8, 6, 31, 14, 12, 20, 17, 11, 10, 5, 57, 27, 28, 18, 22, 10, 35, 26, 19, 40, 29, 11, 16, 24, 42, 45, 7, 12, 5, 7, 28, 38, 25, 22, 9, 27, 10, 21, 15, 31, 24, 19, 11, 45, 16, 19, 47, 26, 16, 22, 35, 10, 13, 34, 27, 21, 38, 23, 55, 19, 54, 25, 22, 18, 25, 81, 5, 30, 29, 20, 17, 41, 6, 31, 16, 20, 4, 18, 35, 16, 32, 30, 29, 18, 6, 19, 21, 19, 11, 13, 20, 46, 13, 40, 27, 21, 8, 27, 31, 18, 6, 12, 29, 44, 22, 20, 7, 10, 31, 18, 50, 4, 11, 8, 12, 23, 15, 8, 37, 37, 49, 22, 7, 39, 22, 34, 18, 27, 35, 10, 20, 15, 36, 7, 25, 13, 18, 25, 7, 19, 35, 58, 27, 6, 38, 54, 28, 22, 13, 59, 41, 38, 20, 34, 28, 18, 49, 23, 24, 18, 16, 20, 59, 24, 22, 22, 19, 18, 43, 27, 11, 14, 13, 24, 20, 11, 45, 37, 47, 30, 26, 4, 47, 66, 59, 26, 15, 7, 18, 44, 40, 5, 71, 20, 22, 47, 12, 20, 31, 43, 20, 6, 17, 22, 16, 46, 60, 9, 7, 33, 25, 8, 8, 18, 56, 40, 5, 21, 7, 6, 4, 53, 33, 14, 23, 54, 37, 6, 17, 72, 7, 43, 49, 30, 22, 17, 46, 12, 6, 43, 25, 4, 27, 32, 19, 92, 20, 4, 16, 32, 28, 8, 39, 70, 19, 6, 12, 17, 8, 26, 41, 38, 15, 22, 31, 7, 71, 16, 6, 17, 4, 51, 47, 11, 9, 25, 60, 7, 16, 32, 32, 11, 8, 10, 30, 9, 26, 25, 13, 31, 21, 28, 11, 22, 24, 26, 9, 4, 14, 20, 8, 29, 5, 38, 27, 59, 55, 31, 63, 14, 23, 51, 49, 29, 5, 72, 21, 26, 25, 22, 45, 6, 16, 23, 25, 14, 11, 31, 27, 15, 6, 9, 22, 53, 44, 18, 44, 30, 21, 9, 36, 38, 53, 15, 7, 9, 25, 15, 7, 72, 27, 77, 14, 29, 31, 22, 39, 16, 64, 20, 67, 13, 31, 40, 6, 38, 6, 19, 53, 10, 4, 18, 28, 63, 16, 40, 5, 27, 25, 17, 6, 29, 14, 46, 18, 19, 77, 8, 27, 19, 37, 16, 12, 5, 67, 7, 64, 32, 37, 60, 11, 20, 36, 13, 26, 19, 12, 20, 21, 12, 23, 22, 30, 24, 88, 26, 16, 29, 23, 26, 20, 17, 60, 12, 17, 35, 26, 4, 511, 21, 5, 61, 16, 19, 65, 30, 30, 12, 25, 24, 51, 19, 26, 39, 71, 11, 18, 35, 20, 103, 6, 19, 25, 18, 38, 43, 29, 12, 24, 21, 16, 76, 36, 12, 25, 19, 22, 26, 32, 28, 31, 6, 23, 4, 5, 46, 45, 41, 18, 20, 28, 30, 18, 20, 44, 40, 10, 38, 6, 20, 9, 37, 42, 55, 30, 13, 5, 49, 23, 29, 27, 70, 8, 35, 8, 19, 61, 57, 19, 10, 48, 28, 6, 19, 27, 20, 21, 16, 23, 8, 18, 28, 8, 16, 17, 50, 27, 12, 42, 24, 48, 7, 16, 29, 30, 6, 12, 38, 50, 55, 23, 13, 59, 15, 22, 38, 5, 26, 52, 15, 34, 41, 16, 75, 27, 64, 15, 17, 7, 49, 46, 17, 5, 21, 37, 49, 9, 27, 25, 21, 18, 39, 13, 20, 50, 25, 16, 32, 29, 23, 15, 30, 8, 29, 6, 18, 59, 21, 29, 5, 53, 23, 9, 54, 22, 23, 30, 22, 11, 11, 49, 6, 18, 45, 26, 58, 26, 11, 14, 13, 26, 19, 29, 26, 7, 31, 20, 20, 5, 43, 11, 17, 19, 7, 12, 48, 27, 4, 14, 28, 24, 17, 4, 21, 25, 15, 19, 10, 10, 20, 47, 28, 16, 19, 31, 19, 9, 8, 24, 35, 26, 58, 4, 20, 26, 4, 53, 19, 24, 30, 5, 23, 18, 43, 66, 17, 4, 22, 15, 54, 5, 8, 33, 36, 17, 3, 11, 89, 58, 19, 6, 20, 21, 78, 13, 8, 6, 31, 25, 4, 4, 40, 25, 4, 17, 21, 23, 22, 31, 19, 17, 24, 18, 23, 31, 55, 21, 18, 18, 20, 10, 9, 25, 4, 34, 31, 35, 25, 12, 30, 61, 23, 30, 13, 22, 14, 54, 32, 29, 68, 77, 45, 26, 14, 20, 62, 28, 7, 26, 38, 17, 5, 26, 5, 23, 11, 60, 27, 9, 30, 36, 22, 44, 9, 16, 9, 11, 14, 33, 18, 25, 6, 24, 17, 20, 21, 8, 17, 45, 34, 47, 17, 5, 4, 6, 17, 20, 22, 7, 22, 9, 22, 17, 10, 15, 31, 28, 14, 23, 10, 16, 12, 49, 25, 41, 32, 22, 8, 22, 29, 9, 47, 13, 10, 22, 20, 28, 13, 28, 28, 36, 26, 11, 5, 42, 8, 33, 18, 54, 34, 10, 20, 5, 12, 25, 23, 34, 15, 18, 80, 6, 33, 15, 52, 56, 6, 8, 21, 64, 31, 82, 21, 26, 22, 8, 47, 4, 7, 23, 7, 16, 62, 8, 47, 7, 5, 39, 10, 27, 59, 43, 18, 56, 21, 17, 11, 31, 67, 8, 31, 29, 7, 23, 35, 43, 13, 17, 29, 29, 24, 23, 19, 4, 16, 6, 32, 5, 31, 10, 22, 49, 16, 24, 24, 38, 20, 25, 18, 10, 35, 20, 23, 8, 64, 4, 18, 22, 45, 36, 36, 31, 38, 4, 17, 49, 21, 24, 44, 31, 11, 22, 17, 30, 127, 38, 38, 8, 37, 20, 26, 25, 20, 32, 13, 46, 34, 8, 28, 4, 12, 31, 19, 20, 7, 21, 11, 26, 10, 9, 22, 8, 53, 19, 21, 37, 9, 18, 17, 27, 8, 30, 67, 18, 17, 16, 5, 19, 23, 14, 23, 27, 20, 46, 8, 16, 40, 21, 9, 42, 41, 4, 23, 36, 22, 43, 16, 22, 23, 23, 17, 53, 32, 20, 26, 15, 9, 28, 18, 40, 4, 13, 9, 6, 31, 7, 28, 17, 13, 17, 19, 9, 5, 7, 16, 7, 46, 21, 20, 15, 76, 46, 40, 60, 21, 22, 39, 23, 10, 57, 17, 37, 37, 8, 5, 5, 18, 5, 43, 11, 18, 29, 8, 7, 21, 14, 31, 26, 15, 87, 14, 35, 13, 21, 11, 8, 4, 19, 15, 11, 20, 31, 9, 34, 23, 6, 21, 73, 19, 10, 41, 38, 22, 9, 20, 19, 23, 26, 9, 4, 8, 6, 20, 54, 35, 18, 30, 45, 51, 36, 62, 22, 35, 22, 4, 3, 21, 23, 14, 25, 10, 4, 25, 21, 5, 29, 28, 8, 21, 68, 24, 28, 9, 4, 46, 22, 35, 4, 5, 21, 26, 24, 52, 8, 30, 8, 29, 58, 20, 21, 35, 26, 22, 47, 27, 44, 22, 12, 84, 25, 19, 19, 6, 43, 46, 17, 56, 17, 29, 50, 18, 29, 17, 43, 80, 19, 51, 8, 11, 23, 4, 26, 18, 18, 89, 25, 7, 24, 47, 24, 18, 16, 25, 8, 18, 29, 54, 4, 9, 26, 4, 30, 40, 17, 12, 5, 12, 23, 59, 50, 53, 43, 10, 8, 31, 5, 19, 24, 48, 18, 7, 20, 19, 19, 57, 8, 26, 8, 37, 13, 9, 35, 28, 32, 17, 16, 41, 18, 12, 16, 20, 57, 9, 14, 19, 55, 6, 31, 27, 20, 11, 54, 46, 18, 4, 24, 22, 66, 28, 22, 7, 33, 25, 32, 23, 76, 13, 20, 16, 29, 47, 47, 59, 27, 38, 57, 24, 20, 29, 26, 17, 24, 17, 20, 11, 21, 88, 11, 6, 15, 56, 10, 57, 22, 16, 40, 31, 6, 8, 37, 7, 71, 59, 36, 36, 8, 7, 53, 21, 34, 30, 20, 68, 26, 21, 4, 21, 5, 58, 37, 47, 14, 35, 30, 17, 8, 7, 19, 33, 30, 3, 67, 27, 11, 26, 18, 13, 54, 4, 11, 13, 18, 26, 4, 19, 25, 29, 5, 18, 21, 7, 15, 23, 66, 45, 19, 17, 32, 25, 70, 37, 9, 23, 18, 6, 51, 18, 46, 13, 46, 24, 44, 17, 7, 22, 33, 16, 24, 63, 26, 27, 32, 49, 20, 19, 29, 19, 17, 8, 35, 21, 20, 32, 28, 22, 22, 4, 18, 35, 12, 38, 5, 10, 22, 57, 26, 18, 27, 20, 12, 22, 24, 17, 12, 18, 4, 12, 140, 6, 22, 9, 20, 7, 47, 5, 5, 28, 21, 58, 17, 8, 9, 28, 29, 29, 28, 60, 18, 36, 20, 45, 11, 45, 28, 60, 18, 14, 5, 19, 22, 51, 11, 6, 77, 35, 52, 74, 8, 8, 28, 84, 48, 23, 33, 22, 7, 35, 25, 16, 46, 54, 30, 16, 8, 51, 45, 44, 34, 13, 27, 6, 6, 31, 23, 26, 16, 16, 7, 8, 8, 23, 16, 35, 11, 20, 47, 26, 61, 30, 6, 29, 30, 23, 7, 50, 26, 12, 14, 24, 17, 22, 47, 10, 4, 5, 66, 16, 32, 9, 25, 20, 6, 25, 75, 20, 7, 16, 21, 45, 4, 8, 21, 4, 7, 31, 30, 14, 16, 4, 36, 18, 14, 6, 19, 33, 66, 7, 12, 8, 5, 23, 24, 9, 15, 73, 21, 23, 6, 7, 14, 25, 7, 22, 29, 18, 5, 9, 17, 19, 19, 5, 16, 23, 52, 14, 20, 19, 7, 55, 4, 28, 22, 7, 18, 4, 8, 26, 4, 36, 21, 22, 22, 28, 72, 7, 49, 41, 26, 5, 26, 21, 12, 17, 24, 34, 18, 5, 23, 30, 28, 6, 87, 13, 44, 47, 82, 20, 13, 35, 5, 23, 18, 60, 7, 34, 41, 26, 16, 27, 25, 22, 27, 14, 25, 19, 32, 46, 15, 46, 12, 29, 19, 11, 19, 7, 6, 4, 56, 9, 22, 18, 7, 28, 72, 29, 19, 7, 27, 24, 6, 10, 29, 45, 9, 29, 43, 15, 31, 29, 16, 24, 38, 34, 26, 21, 13, 7, 14, 32, 37, 23, 26, 39, 43, 53, 24, 21, 28, 10, 41, 41, 6, 17, 22, 22, 6, 28, 34, 23, 7, 21, 17, 16, 32, 7, 8, 33, 12, 37, 51, 36, 32, 53, 5, 19, 20, 12, 24, 26, 11, 9, 21, 51, 22, 22, 16, 4, 19, 11, 30, 26, 24, 6, 29, 4, 6, 39, 24, 33, 21, 23, 51, 29, 27, 20, 22, 44, 9, 6, 30, 57, 23, 38, 38, 17, 48, 16, 21, 27, 12, 16, 5, 22, 8, 15, 5, 19, 7, 24, 22, 8, 24, 24, 24, 25, 23, 28, 28, 6, 12, 33, 22, 16, 45, 8, 23, 22, 42, 22, 17, 22, 8, 29, 50, 44, 20, 21, 50, 54, 28, 31, 33, 28, 15, 31, 8, 18, 26, 16, 24, 22, 16, 23, 31, 7, 52, 40, 33, 24, 16, 16, 36, 10, 6, 23, 29, 23, 43, 26, 61, 24, 3, 21, 24, 23, 17, 37, 9, 18, 58, 30, 14, 45, 52, 81, 25, 45, 30, 6, 22, 9, 39, 24, 47, 14, 28, 8, 39, 40, 29, 26, 24, 16, 21, 15, 12, 21, 31, 6, 27, 38, 40, 23, 23, 5, 18, 20, 12, 20, 15, 17, 63, 23, 11, 37, 7, 63, 29, 59, 34, 23, 17, 20, 25, 18, 28, 9, 6, 26, 7, 28, 33, 20, 39, 21, 61, 28, 24, 19, 30, 27, 20, 41, 31, 13, 54, 20, 27, 24, 43, 33, 23, 8, 5, 16, 40, 19, 72, 84, 49, 21, 6, 26, 57, 38, 6, 31, 16, 31, 11, 19, 53, 43, 29, 27, 9, 22, 17, 5, 28, 9, 5, 19, 15, 16, 27, 5, 21, 7, 15, 13, 28, 10, 18, 5, 8, 7, 30, 34, 7, 5, 24, 5, 23, 20, 28, 13, 10, 23, 6, 6, 59, 26, 15, 6, 8, 58, 18, 39, 33, 6, 25, 14, 23, 18, 23, 26, 22, 8, 7, 18, 27, 7, 29, 3, 24, 21, 27, 22, 20, 17, 22, 5, 18, 19, 73, 20, 22, 4, 24, 6, 19, 38, 34, 21, 26, 20, 39, 16, 16, 8, 11, 21, 36, 8, 86, 20, 53, 13, 10, 18, 24, 10, 39, 26, 48, 18, 6, 5, 73, 40, 23, 9, 66, 21, 16, 34, 30, 51, 20, 5, 17, 52, 20, 7, 9, 25, 17, 6, 29, 30, 32, 17, 10, 9, 21, 17, 8, 6, 5, 21, 18, 13, 41, 20, 28, 16, 24, 30, 9, 6, 20, 5, 9, 22, 8, 17, 71, 27, 19, 51, 4, 12, 17, 55, 6, 16, 14, 16, 38, 69, 17, 15, 20, 21, 25, 4, 26, 15, 15, 34, 8, 20, 6, 24, 17, 36, 21, 47, 19, 27, 15, 28, 38, 17, 18, 12, 16, 27, 24, 43, 23, 20, 18, 32, 30, 23, 16, 21, 33, 16, 31, 19, 24, 20, 30, 44, 23, 38, 10, 8, 55, 40, 11, 6, 10, 27, 9, 32, 55, 6, 23, 10, 27, 9, 32, 8, 21, 21, 17, 8, 23, 11, 20, 23, 75, 14, 17, 80, 3, 37, 20, 19, 15, 28, 5, 18, 19, 17, 8, 8, 7, 7, 18, 51, 3, 44, 5, 23, 34, 6, 18, 9, 44, 58, 76, 55, 8, 22, 19, 25, 27, 6, 53, 7, 41, 11, 4, 18, 38, 6, 41, 50, 22, 11, 12, 5, 36, 30, 6, 25, 33, 37, 16, 11, 26, 26, 8, 3, 18, 17, 19, 27, 5, 17, 29, 6, 20, 5, 49, 25, 21, 28, 5, 33, 18, 12, 16, 31, 47, 23, 20, 22, 20, 33, 13, 75, 35, 18, 38, 5, 17, 30, 23, 24, 12, 4, 18, 56, 6, 8, 22, 33, 47, 17, 65, 26, 7, 8, 20, 38, 10, 22, 49, 9, 27, 20, 24, 17, 24, 29, 9, 14, 73, 8, 30, 36, 19, 32, 17, 4, 7, 16, 6, 52, 18, 30, 40, 58, 21, 44, 35, 20, 6, 32, 6, 8, 20, 27, 68, 26, 14, 45, 12, 23, 18, 34, 4, 15, 8, 31, 36, 26, 16, 33, 10, 8, 45, 19, 51, 27, 9, 26, 21, 11, 24, 6, 25, 20, 21, 30, 56, 25, 36, 19, 19, 23, 4, 37, 20, 27, 32, 66, 23, 8, 53, 21, 26, 38, 16, 19, 5, 33, 28, 25, 21, 20, 23, 37, 6, 5, 29, 32, 36, 16, 15, 8, 25, 39, 25, 80, 30, 6, 23, 13, 45, 39, 39, 17, 32, 40, 34, 7, 19, 62, 9, 4, 37, 11, 17, 13, 27, 21, 55, 26, 18, 22, 30, 24, 28, 22, 16, 18, 9, 17, 44, 33, 51, 37, 26, 31, 30, 27, 6, 9, 16, 12, 15, 15, 37, 25, 278, 9, 17, 24, 42, 20, 15, 24, 10, 27, 44, 18, 6, 8, 15, 19, 10, 45, 8, 5, 25, 31, 25, 21, 12, 7, 34, 10, 30, 8, 13, 8, 18, 5, 14, 62, 13, 43, 39, 22, 11, 48, 18, 37, 22, 9, 31, 10, 68, 7, 23, 5, 42, 12, 27, 7, 28, 5, 28, 20, 6, 43, 32, 16, 39, 20, 10, 43, 86, 45, 33, 12, 44, 53, 15, 27, 8, 65, 36, 39, 12, 17, 14, 20, 9, 26, 11, 36, 6, 12, 11, 17, 51, 25, 15, 6, 19, 12, 21, 29, 32, 33, 22, 79, 48, 17, 35, 28, 32, 44, 9, 21, 25, 25, 27, 64, 21, 28, 32, 28, 28, 21, 27, 49, 19, 45, 41, 50, 4, 16, 11, 18, 26, 32, 9, 33, 42, 48, 12, 29, 18, 9, 72, 30, 8, 54, 25, 28, 37, 48, 28, 30, 36, 28, 22, 30, 5, 17, 8, 44, 4, 19, 6, 30, 17, 3, 33, 30, 20, 23, 30, 20, 25, 17, 25, 40, 17, 29, 45, 86, 12, 23, 35, 19, 20, 22, 37, 18, 30, 9, 6, 20, 16, 32, 6, 21, 22, 16, 78, 45, 24, 4, 16, 59, 35, 57, 5, 20, 17, 30, 75, 38, 26, 19, 9, 18, 29, 25, 28, 33, 40, 38, 26, 7, 62, 24, 5, 18, 8, 6, 49, 55, 35, 7, 35, 25, 8, 36, 22, 38, 5, 58, 3, 12, 50, 20, 5, 12, 21, 25, 16, 22, 19, 23, 20, 11, 23, 19, 4, 19, 27, 50, 10, 19, 16, 21, 12, 22, 18, 32, 51, 9, 49, 45, 20, 9, 6, 25, 16, 11, 16, 16, 44, 4, 5, 23, 20, 4, 15, 8, 22, 6, 22, 56, 21, 31, 4, 33, 7, 13, 33, 30, 4, 19, 10, 24, 53, 15, 6, 17, 28, 21, 4, 27, 10, 6, 31, 20, 35, 7, 72, 9, 20, 17, 15, 30, 8, 5, 10, 7, 8, 48, 31, 14, 34, 12, 8, 6, 8, 28, 36, 82, 21, 22, 25, 19, 19, 32, 21, 47, 16, 23, 21, 4, 23, 22, 23, 24, 25, 15, 14, 6, 21, 7, 49, 8, 18, 24, 26, 14, 10, 8, 22, 25, 15, 23, 17, 38, 47, 16, 43, 22, 30, 30, 20, 16, 22, 27, 19, 24, 9, 19, 9, 9, 26, 35, 18, 80, 19, 12, 20, 9, 10, 44, 18, 12, 9, 28, 11, 4, 20, 29, 4, 23, 16, 33, 40, 13, 26, 27, 11, 23, 5, 6, 18, 7, 34, 44, 47, 7, 33, 8, 21, 20, 25, 18, 6, 26, 28, 17, 12, 10, 22, 8, 32, 11, 19, 6, 20, 16, 4, 42, 22, 19, 4, 25, 29, 13, 27, 34, 22, 22, 22, 48, 18, 24, 14, 44, 18, 23, 18, 31, 12, 11, 19, 25, 65, 10, 11, 60, 9, 12, 10, 4, 17, 22, 37, 18, 20, 4, 26, 22, 35, 5, 6, 22, 20, 21, 8, 60, 23, 29, 16, 68, 7, 21, 18, 33, 18, 16, 34, 10, 63, 19, 10, 7, 11, 9, 9, 11, 27, 30, 26, 8, 54, 8, 50, 10, 18, 11, 24, 36, 15, 103, 44, 39, 23, 20, 17, 48, 11, 6, 17, 32, 6, 23, 11, 31, 19, 7, 29, 25, 15, 49, 28, 3, 21, 5, 33, 22, 35, 31, 23, 23, 20, 17, 16, 23, 19, 19, 17, 17, 30, 37, 11, 7, 47, 35, 17, 27, 36, 9, 20, 72, 20, 12, 34, 51, 24, 12, 18, 17, 18, 30, 47, 35, 20, 15, 8, 12, 29, 27, 7, 27, 44, 5, 30, 7, 22, 5, 10, 25, 25, 70, 7, 13, 33, 18, 41, 42, 33, 37, 5, 46, 4, 5, 45, 69, 7, 12, 8, 8, 32, 7, 35, 60, 19, 72, 21, 28, 22, 23, 7, 5, 23, 23, 36, 20, 10, 19, 7, 44, 83, 23, 79, 17, 13, 27, 12, 13, 81, 47, 4, 34, 28, 9, 41, 9, 6, 6, 42, 17, 26, 20, 13, 17, 26, 23, 4, 11, 18, 8, 37, 11, 19, 20, 32, 9, 45, 8, 23, 8, 24, 36, 27, 30, 9, 36, 25, 9, 22, 71, 38, 23, 37, 72, 21, 8, 18, 8, 30, 20, 14, 9, 7, 9, 46, 21, 51, 27, 28, 19, 8, 27, 24, 36, 8, 26, 20, 27, 20, 19, 6, 29, 17, 8, 25, 19, 29, 32, 7, 25, 49, 8, 36, 16, 30, 17, 16, 22, 15, 29, 25, 23, 17, 13, 45, 78, 6, 43, 20, 30, 38, 23, 8, 34, 34, 31, 21, 22, 20, 7, 4, 22, 35, 31, 15, 7, 20, 21, 35, 25, 39, 23, 26, 25, 29, 35, 63, 28, 20, 7, 38, 28, 16, 11, 29, 18, 5, 49, 10, 9, 19, 7, 21, 43, 31, 34, 69, 17, 20, 35, 19, 9, 49, 20, 8, 18, 6, 15, 12, 31, 37, 28, 61, 65, 23, 33, 26, 31, 30, 7, 27, 27, 25, 22, 7, 39, 34, 31, 40, 39, 51, 8, 15, 35, 7, 12, 35, 16, 21, 55, 19, 46, 5, 63, 18, 6, 19, 10, 16, 22, 51, 16, 32, 11, 16, 21, 35, 7, 25, 11, 12, 22, 10, 63, 28, 39, 49, 5, 42, 9, 10, 19, 38, 20, 21, 21, 10, 12, 7, 19, 28, 26, 27, 22, 9, 19, 7, 8, 43, 29, 23, 13, 7, 24, 30, 22, 43, 19, 13, 29, 16, 20, 17, 30, 22, 66, 29, 29, 23, 7, 5, 10, 13, 17, 20, 22, 6, 21, 33, 9, 8, 18, 25, 8, 21, 15, 67, 20, 5, 11, 44, 16, 5, 20, 11, 37, 62, 25, 8, 10, 15, 48, 12, 27, 28, 20, 16, 32, 7, 9, 13, 13, 19, 63, 7, 35, 55, 25, 15, 21, 50, 20, 42, 19, 8, 27, 42, 9, 20, 35, 28, 20, 39, 12, 65, 15, 8, 4, 18, 3, 34, 31, 72, 4, 7, 6, 24, 24, 6, 21, 5, 18, 19, 19, 19, 17, 21, 29, 24, 16, 62, 9, 31, 27, 16, 17, 26, 20, 35, 68, 17, 22, 15, 17, 30, 9, 22, 16, 6, 27, 38, 5, 10, 28, 31, 7, 21, 9, 30, 20, 28, 18, 8, 20, 22, 21, 8, 21, 18, 4, 26, 31, 15, 4, 7, 23, 5, 14, 19, 69, 23, 30, 30, 4, 20, 43, 44, 5, 44, 11, 89, 5, 20, 24, 27, 5, 13, 26, 3, 25, 22, 8, 41, 28, 11, 27, 26, 17, 25, 19, 35, 19, 31, 18, 18, 6, 23, 25, 10, 13, 9, 9, 18, 36, 31, 39, 8, 29, 7, 10, 38, 30, 20, 32, 20, 6, 22, 20, 33, 16, 21, 21, 22, 49, 16, 25, 4, 80, 20, 16, 16, 20, 24, 10, 6, 21, 19, 6, 34, 24, 8, 24, 41, 48, 22, 52, 37, 7, 80, 7, 13, 13, 21, 26, 26, 46, 35, 56, 30, 10, 19, 9, 19, 30, 33, 17, 21, 6, 12, 15, 57, 6, 12, 9, 36, 9, 7, 5, 8, 61, 11, 18, 21, 13, 17, 36, 23, 7, 25, 7, 22, 5, 24, 21, 50, 29, 10, 42, 26, 16, 20, 106, 17, 23, 33, 16, 59, 12, 20, 8, 9, 19, 24, 18, 18, 10, 18, 7, 16, 18, 33, 26, 28, 25, 13, 18, 54, 53, 4, 38, 15, 15, 11, 31, 25, 22, 29, 40, 19, 5, 23, 18, 20, 26, 13, 28, 20, 20, 21, 16, 12, 10, 5, 47, 21, 10, 6, 10, 23, 18, 16, 20, 6, 7, 57, 18, 47, 80, 39, 19, 25, 29, 12, 23, 67, 19, 75, 7, 43, 25, 21, 19, 7, 21, 30, 9, 7, 28, 5, 5, 26, 18, 14, 18, 31, 16, 45, 16, 19, 41, 27, 69, 53, 8, 30, 7, 6, 62, 29, 22, 19, 30, 36, 27, 68, 9, 16, 55, 8, 3, 50, 16, 19, 32, 9, 26, 40, 10, 37, 19, 32, 5, 77, 9, 24, 137, 8, 10, 28, 23, 42, 39, 25, 52, 38, 40, 27, 24, 48, 11, 22, 46, 18, 6, 23, 21, 25, 27, 17, 26, 17, 5, 24, 23, 24, 5, 16, 37, 16, 7, 32, 52, 9, 31, 8, 6, 10, 16, 63, 38, 25, 31, 18, 43, 26, 45, 8, 16, 36, 9, 3, 42, 14, 55, 19, 14, 11, 17, 8, 5, 10, 19, 32, 511, 19, 4, 17, 15, 53, 31, 16, 8, 42, 18, 24, 6, 10, 20, 6, 31, 18, 59, 85, 17, 18, 7, 28, 37, 11, 14, 6, 46, 5, 24, 15, 20, 55, 27, 11, 61, 23, 27, 5, 6, 19, 34, 24, 22, 27, 6, 21, 23, 22, 23, 7, 26, 4, 12, 6, 44, 36, 4, 11, 34, 27, 17, 55, 6, 29, 28, 17, 9, 20, 7, 33, 36, 6, 53, 7, 6, 22, 45, 23, 64, 10, 48, 24, 17, 31, 14, 38, 26, 6, 33, 36, 36, 44, 32, 18, 14, 17, 34, 29, 18, 55, 7, 27, 5, 11, 20, 49, 77, 7, 5, 8, 17, 23, 39, 17, 24, 18, 8, 16, 6, 20, 28, 22, 8, 21, 25, 6, 45, 18, 22, 44, 6, 67, 7, 6, 16, 22, 6, 10, 48, 19, 16, 31, 5, 4, 18, 15, 19, 27, 68, 15, 28, 21, 5, 31, 25, 77, 24, 21, 11, 22, 18, 17, 20, 10, 51, 29, 5, 8, 20, 20, 5, 21, 6, 32, 21, 7, 10, 7, 35, 17, 31, 6, 6, 24, 19, 44, 22, 29, 6, 14, 13, 26, 19, 9, 5, 19, 25, 70, 26, 10, 39, 20, 56, 7, 18, 19, 13, 34, 18, 40, 34, 7, 32, 3, 17, 60, 18, 18, 11, 20, 16, 17, 15, 4, 4, 97, 52, 28, 17, 49, 10, 6, 24, 18, 22, 17, 4, 23, 6, 9, 49, 11, 20, 38, 20, 23, 11, 5, 23, 7, 20, 30, 14, 27, 61, 15, 6, 21, 58, 18, 16, 18, 33, 49, 15, 32, 80, 33, 14, 17, 30, 18, 23, 46, 33, 26, 49, 68, 21, 20, 17, 54, 19, 20, 21, 22, 18, 3, 19, 18, 21, 51, 21, 16, 10, 51, 21, 27, 75, 29, 13, 22, 16, 12, 4, 46, 19, 28, 15, 20, 31, 13, 19, 25, 61, 12, 31, 4, 11, 24, 4, 38, 5, 20, 72, 6, 36, 18, 45, 16, 46, 25, 37, 30, 17, 18, 11, 19, 60, 14, 43, 15, 22, 5, 54, 25, 4, 5, 77, 5, 9, 7, 16, 45, 7, 21, 16, 54, 59, 8, 6, 17, 21, 13, 56, 18, 33, 27, 11, 18, 19, 5, 18, 17, 54, 20, 26, 5, 26, 5, 8, 27, 11, 28, 22, 19, 23, 22, 9, 10, 40, 17, 34, 7, 20, 18, 48, 42, 9, 23, 12, 49, 17, 9, 23, 9, 4, 26, 33, 8, 30, 20, 20, 63, 11, 10, 43, 54, 41, 7, 16, 29, 49, 18, 49, 35, 8, 24, 9, 31, 23, 5, 28, 18, 22, 31, 18, 4, 21, 29, 51, 14, 12, 70, 29, 12, 18, 29, 20, 17, 28, 11, 46, 21, 25, 22, 6, 35, 15, 19, 20, 19, 35, 45, 5, 22, 27, 6, 16, 23, 41, 41, 24, 17, 27, 8, 20, 50, 10, 28, 22, 9, 32, 20, 62, 7, 6, 11, 19, 24, 20, 18, 75, 4, 22, 13, 20, 17, 39, 8, 16, 21, 34, 22, 52, 20, 21, 53, 61, 20, 7, 28, 28, 36, 31, 31, 9, 53, 33, 18, 5, 23, 5, 8, 6, 11, 23, 29, 38, 5, 18, 26, 47, 7, 64, 14, 50, 26, 20, 11, 26, 20, 19, 41, 19, 15, 14, 47, 51, 13, 36, 31, 8, 33, 37, 16, 19, 27, 30, 6, 21, 6, 7, 64, 14, 43, 22, 29, 21, 20, 35, 8, 18, 29, 9, 19, 22, 67, 43, 17, 22, 12, 4, 26, 42, 26, 47, 63, 22, 8, 9, 20, 6, 12, 11, 18, 25, 72, 20, 20, 18, 20, 55, 6, 26, 14, 42, 18, 20, 8, 27, 37, 24, 14, 29, 55, 4, 5, 22, 17, 31, 13, 19, 7, 9, 5, 18, 40, 48, 23, 11, 29, 24, 5, 36, 59, 65, 42, 20, 25, 16, 34, 44, 33, 21, 27, 28, 8, 19, 10, 7, 8, 9, 42, 22, 16, 20, 41, 42, 4, 20, 20, 45, 5, 46, 9, 29, 9, 8, 8, 38, 29, 13, 19, 20, 20, 22, 27, 18, 51, 18, 63, 5, 23, 43, 39, 18, 7, 25, 6, 23, 22, 4, 24, 15, 28, 22, 36, 28, 5, 7, 36, 34, 38, 27, 24, 20, 17, 18, 28, 32, 20, 23, 66, 25, 11, 29, 12, 6, 15, 40, 4, 23, 11, 21, 6, 25, 55, 33, 13, 26, 23, 20, 10, 48, 5, 37, 51, 11, 26, 10, 37, 37, 33, 17, 19, 23, 26, 7, 17, 28, 14, 43, 62, 21, 12, 6, 51, 18, 9, 9, 25, 31, 50, 25, 53, 22, 5, 19, 20, 25, 41, 20, 18, 21, 15, 27, 53, 47, 16, 7, 6, 9, 28, 58, 27, 11, 27, 33, 65, 9, 17, 17, 7, 17, 14, 8, 13, 33, 40, 10, 24, 6, 8, 12, 24, 26, 5, 29, 33, 45, 20, 47, 27, 35, 36, 28, 4, 23, 22, 6, 13, 21, 47, 27, 7, 16, 23, 22, 19, 21, 21, 35, 33, 42, 45, 4, 11, 11, 25, 6, 17, 59, 10, 69, 10, 15, 16, 25, 20, 26, 19, 10, 17, 17, 13, 18, 25, 24, 33, 33, 19, 9, 18, 7, 9, 7, 52, 10, 67, 33, 19, 64, 42, 20, 32, 48, 5, 13, 14, 6, 28, 18, 42, 21, 22, 20, 6, 24, 22, 3, 4, 8, 22, 9, 23, 24, 28, 34, 62, 21, 29, 17, 7, 12, 12, 4, 17, 17, 43, 45, 17, 55, 15, 23, 29, 21, 39, 10, 30, 11, 23, 39, 46, 46, 25, 58, 54, 19, 21, 9, 8, 41, 17, 6, 28, 8, 15, 40, 25, 55, 16, 7, 6, 6, 9, 15, 21, 64, 30, 45, 12, 16, 39, 47, 27, 16, 20, 26, 21, 24, 26, 22, 18, 24, 6, 27, 17, 9, 18, 28, 45, 7, 27, 12, 20, 43, 4, 47, 44, 24, 5, 18, 13, 32, 17, 40, 23, 19, 28, 9, 43, 23, 25, 42, 9, 59, 71, 28, 22, 12, 70, 23, 39, 4, 4, 5, 50, 33, 15, 23, 55, 13, 39, 20, 10, 10, 23, 8, 15, 23, 6, 18, 43, 61, 20, 39, 20, 9, 29, 27, 6, 23, 27, 31, 21, 45, 46, 53, 10, 31, 21, 23, 16, 66, 19, 19, 24, 4, 20, 32, 20, 7, 12, 23, 8, 20, 6, 42, 41, 51, 37, 18, 18, 30, 46, 27, 55, 7, 8, 53, 34, 7, 20, 17, 19, 13, 24, 33, 33, 40, 18, 15, 38, 31, 9, 22, 19, 18, 42, 35, 28, 34, 6, 20, 28, 40, 33, 39, 5, 28, 21, 5, 9, 29, 7, 38, 30, 19, 50, 54, 11, 37, 9, 11, 17, 10, 30, 3, 9, 22, 22, 98, 17, 18, 60, 29, 31, 23, 4, 21, 6, 19, 39, 43, 33, 22, 34, 34, 7, 7, 18, 30, 4, 23, 20, 16, 20, 35, 50, 6, 20, 18, 33, 17, 33, 22, 19, 23, 26, 32, 6, 18, 26, 18, 73, 48, 15, 40, 18, 24, 22, 32, 21, 6, 11, 24, 18, 8, 6, 19, 38, 18, 15, 21, 16, 4, 25, 12, 31, 17, 16, 42, 22, 31, 30, 27, 18, 59, 20, 5, 26, 43, 10, 23, 24, 32, 5, 26, 13, 70, 17, 11, 24, 31, 14, 11, 28, 24, 33, 17, 25, 18, 46, 17, 21, 25, 45, 31, 37, 27, 19, 30, 6, 18, 29, 19, 18, 17, 16, 31, 31, 77, 29, 7, 59, 10, 7, 22, 22, 29, 5, 46, 25, 5, 31, 26, 29, 19, 10, 4, 10, 58, 7, 5, 7, 20, 8, 6, 9, 20, 9, 48, 5, 6, 40, 17, 18, 24, 45, 9, 9, 4, 7, 14, 25, 23, 24, 25, 25, 6, 34, 25, 4, 26, 27, 23, 6, 37, 22, 20, 27, 9, 26, 20, 22, 37, 4, 20, 15, 53, 53, 27, 8, 19, 13, 28, 21, 29, 20, 29, 19, 22, 23, 20, 29, 35, 30, 44, 36, 8, 37, 18, 16, 31, 59, 18, 63, 44, 20, 51, 18, 39, 38, 32, 5, 18, 40, 29, 58, 28, 5, 13, 22, 71, 19, 33, 77, 9, 17, 3, 11, 37, 19, 19, 30, 7, 9, 28, 23, 9, 34, 27, 19, 30, 27, 9, 35, 36, 6, 24, 65, 34, 16, 49, 14, 38, 9, 24, 31, 40, 77, 11, 9, 7, 19, 6, 19, 13, 23, 13, 17, 83, 25, 7, 37, 37, 21, 22, 39, 10, 25, 6, 34, 51, 18, 22, 62, 12, 23, 29, 11, 34, 24, 18, 11, 21, 47, 37, 24, 8, 22, 25, 4, 77, 19, 21, 12, 21, 10, 14, 24, 50, 11, 23, 29], 'eval_runtime': 4253.3485, 'eval_samples_per_second': 6.916, 'eval_steps_per_second': 0.865, 'epoch': 1.0}\n"
          ]
        }
      ],
      "source": [
        "print(metrics)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vwb4QP_VuBnX"
      },
      "source": [
        "### Notes & Other Takeaways From This Project\n",
        "****\n",
        "- Average Results!\n",
        "- It would have been nice for the opportunity to fine tune this dataset for 4-6 epochs, but this result is nonetheless an excellent start.\n",
        "\n",
        "****"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "k4EywqbluBnX"
      },
      "source": [
        "#### Citations\n",
        "\n",
        "- Model Checkpoint\n",
        "    > https://huggingface.co/Helsinki-NLP/opus-mt-ko-en\n",
        "\n",
        "- Metrics\n",
        "    - Bleu\n",
        "        > @INPROCEEDINGS{Papineni02bleu:a, author = {Kishore Papineni and Salim Roukos and Todd Ward and Wei-jing Zhu}, title = {BLEU: a Method for Automatic Evaluation of Machine Translation}, booktitle = {}, year = {2002}, pages = {311--318}}\n",
        "        \n",
        "        > @inproceedings{lin-och-2004-orange, title = \"{ORANGE}: a Method for Evaluating Automatic Evaluation Metrics for Machine Translation\", author = \"Lin, Chin-Yew and Och, Franz Josef\", booktitle = \"{COLING} 2004: Proceedings of the 20th International Conference on Computational Linguistics\", month = \"aug 23{--}aug 27\", year = \"2004\", address = \"Geneva, Switzerland\", publisher = \"COLING\", url = \"https://www.aclweb.org/anthology/C04-1072\", pages = \"501--507\",}\n",
        "    \n",
        "    - Rouge\n",
        "        > @inproceedings{lin-2004-rouge, title = '{ROUGE}: A Package for Automatic Evaluation of Summaries', author = 'Lin, Chin-Yew', booktitle = 'Text Summarization Branches Out', month = jul, year = '2004', address = 'Barcelona, Spain', publisher = 'Association for Computational Linguistics', url = 'https://www.aclweb.org/anthology/W04-1013', pages = '74--81',}"
      ]
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "gpuType": "T4",
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.9.12"
    },
    "orig_nbformat": 4,
    "vscode": {
      "interpreter": {
        "hash": "0b7a754c5aaaa44a21e2f2148f50b931a5abdffe7ef71537f5954179554f39df"
      }
    },
    "widgets": {
      "application/vnd.jupyter.widget-state+json": {
        "6e12e60b0449469ea89ed0bc5dcf42c6": {
          "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_fdad1403e8394bb28cc6fc5f169f775c",
              "IPY_MODEL_fc95f024d91e4d41961ec2ac5fdbfc3a",
              "IPY_MODEL_9bb058b97edb4a38a129439b4601e7d5"
            ],
            "layout": "IPY_MODEL_d8f3955c4ff443439b489b853ae61433"
          }
        },
        "fdad1403e8394bb28cc6fc5f169f775c": {
          "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_9937542befeb434c9309a26194bd51de",
            "placeholder": "​",
            "style": "IPY_MODEL_783d32560c9a46d79cc398b10c5fe126",
            "value": "Downloading builder script: 100%"
          }
        },
        "fc95f024d91e4d41961ec2ac5fdbfc3a": {
          "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_146d664e66fe4cd384f30e98465e993f",
            "max": 7250,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_ba851b6564104ef8ba89c4f21c4ede52",
            "value": 7250
          }
        },
        "9bb058b97edb4a38a129439b4601e7d5": {
          "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_1605e7b3cd374c2794cccca961c05eec",
            "placeholder": "​",
            "style": "IPY_MODEL_7d63cb6ff54c49ca90f5e61ccf3afccf",
            "value": " 7.25k/7.25k [00:00&lt;00:00, 266kB/s]"
          }
        },
        "d8f3955c4ff443439b489b853ae61433": {
          "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
          }
        },
        "9937542befeb434c9309a26194bd51de": {
          "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
          }
        },
        "783d32560c9a46d79cc398b10c5fe126": {
          "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": ""
          }
        },
        "146d664e66fe4cd384f30e98465e993f": {
          "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
          }
        },
        "ba851b6564104ef8ba89c4f21c4ede52": {
          "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": ""
          }
        },
        "1605e7b3cd374c2794cccca961c05eec": {
          "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
          }
        },
        "7d63cb6ff54c49ca90f5e61ccf3afccf": {
          "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": ""
          }
        },
        "18cf4d206c91499c82c12e249059d6dc": {
          "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_fc462cb7b68c490595cf35aa00470fe7",
              "IPY_MODEL_030a2a7720c64e29b4da9621008908e1",
              "IPY_MODEL_90e150e7c9e64e1dba2ed44dd76243a3"
            ],
            "layout": "IPY_MODEL_505ebb110ad44c79a2c13198ac6ccbbf"
          }
        },
        "fc462cb7b68c490595cf35aa00470fe7": {
          "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_35ddc1c8ded5439982f5e7b7717bdb0f",
            "placeholder": "​",
            "style": "IPY_MODEL_01b4f52984674e4eb3ebc61d6fd1e876",
            "value": "Downloading metadata: 100%"
          }
        },
        "030a2a7720c64e29b4da9621008908e1": {
          "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_209a9cf6ab29421ba7587d07b575619e",
            "max": 191662,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_6e1b1b9f885e4aa18a9b60ded14ff1f8",
            "value": 191662
          }
        },
        "90e150e7c9e64e1dba2ed44dd76243a3": {
          "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_0d61acc88b0646d480f6c6c8a5fd25cb",
            "placeholder": "​",
            "style": "IPY_MODEL_b2065e21e0294f5cb42784523eb1f47d",
            "value": " 192k/192k [00:00&lt;00:00, 617kB/s]"
          }
        },
        "505ebb110ad44c79a2c13198ac6ccbbf": {
          "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
          }
        },
        "35ddc1c8ded5439982f5e7b7717bdb0f": {
          "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
          }
        },
        "01b4f52984674e4eb3ebc61d6fd1e876": {
          "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": ""
          }
        },
        "209a9cf6ab29421ba7587d07b575619e": {
          "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
          }
        },
        "6e1b1b9f885e4aa18a9b60ded14ff1f8": {
          "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": ""
          }
        },
        "0d61acc88b0646d480f6c6c8a5fd25cb": {
          "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
          }
        },
        "b2065e21e0294f5cb42784523eb1f47d": {
          "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": ""
          }
        },
        "ffe531c5afba4465b9fa8561dcc85f26": {
          "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_16f3d9380dd942f9a2ac70d3066f40c9",
              "IPY_MODEL_27446e0dda544adb904d5607c83c6ad9",
              "IPY_MODEL_c8d9eb46b31940c38a5a884f7eb5063c"
            ],
            "layout": "IPY_MODEL_1f99740af5934afc81f51316b252f2f5"
          }
        },
        "16f3d9380dd942f9a2ac70d3066f40c9": {
          "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_19908434a4e0456aae054b31dde92aa0",
            "placeholder": "​",
            "style": "IPY_MODEL_32b5ac4dc52c401d8e96c4c37edf8f39",
            "value": "Downloading readme: 100%"
          }
        },
        "27446e0dda544adb904d5607c83c6ad9": {
          "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_b2513f76b59f4214b0d0726b4ed05411",
            "max": 46668,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_19ad061694fb413299bff9e8ebffb04d",
            "value": 46668
          }
        },
        "c8d9eb46b31940c38a5a884f7eb5063c": {
          "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_24c92ad968754676a4df9c33f4868baa",
            "placeholder": "​",
            "style": "IPY_MODEL_14896b78917b4ab4b21497912a53b460",
            "value": " 46.7k/46.7k [00:00&lt;00:00, 577kB/s]"
          }
        },
        "1f99740af5934afc81f51316b252f2f5": {
          "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
          }
        },
        "19908434a4e0456aae054b31dde92aa0": {
          "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
          }
        },
        "32b5ac4dc52c401d8e96c4c37edf8f39": {
          "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": ""
          }
        },
        "b2513f76b59f4214b0d0726b4ed05411": {
          "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
          }
        },
        "19ad061694fb413299bff9e8ebffb04d": {
          "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": ""
          }
        },
        "24c92ad968754676a4df9c33f4868baa": {
          "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
          }
        },
        "14896b78917b4ab4b21497912a53b460": {
          "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": ""
          }
        },
        "28539717cfde44c99c4cd8ad185b209c": {
          "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_4e83e22422c7464483e4777db6e337d2",
              "IPY_MODEL_1e64bf55d71b426eb88f22def9076925",
              "IPY_MODEL_2d7ffba73263415abe8785a59300ed50"
            ],
            "layout": "IPY_MODEL_9871c05548094ab0a89afdb3a3f96920"
          }
        },
        "4e83e22422c7464483e4777db6e337d2": {
          "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_b20364408ae14568849578c823e5f9b7",
            "placeholder": "​",
            "style": "IPY_MODEL_2b5f472a4e4c4f49a09d4754ab6a0c27",
            "value": "Downloading data: 100%"
          }
        },
        "1e64bf55d71b426eb88f22def9076925": {
          "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_d3ea945de6c04934b5543265b14013a4",
            "max": 83265500,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_83be872e093247459682e76c1609537a",
            "value": 83265500
          }
        },
        "2d7ffba73263415abe8785a59300ed50": {
          "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_87ec217d51ce4fc5b4f4311a7f0c0980",
            "placeholder": "​",
            "style": "IPY_MODEL_1c09159f2a0b42afaa8bac46fc12f6ca",
            "value": " 83.3M/83.3M [00:03&lt;00:00, 16.3MB/s]"
          }
        },
        "9871c05548094ab0a89afdb3a3f96920": {
          "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
          }
        },
        "b20364408ae14568849578c823e5f9b7": {
          "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
          }
        },
        "2b5f472a4e4c4f49a09d4754ab6a0c27": {
          "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": ""
          }
        },
        "d3ea945de6c04934b5543265b14013a4": {
          "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
          }
        },
        "83be872e093247459682e76c1609537a": {
          "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": ""
          }
        },
        "87ec217d51ce4fc5b4f4311a7f0c0980": {
          "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
          }
        },
        "1c09159f2a0b42afaa8bac46fc12f6ca": {
          "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": ""
          }
        },
        "83cab33b2c314a25946d9be7aa66f1fb": {
          "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_471385b4ec7c49bc94bdb7eca55dcbf6",
              "IPY_MODEL_d4b0a669dece4b3796ae7e6e3aa52385",
              "IPY_MODEL_8da875a8c2d7492fb0056678d2ec5e2d"
            ],
            "layout": "IPY_MODEL_8378e3063d4d4f1f9ee09ababfb937fd"
          }
        },
        "471385b4ec7c49bc94bdb7eca55dcbf6": {
          "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_f2683f44204d4f008e8d954bc3845d39",
            "placeholder": "​",
            "style": "IPY_MODEL_8968f2c088974840990f197abc650063",
            "value": "Generating test split: 100%"
          }
        },
        "d4b0a669dece4b3796ae7e6e3aa52385": {
          "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_e0e4896beb324a16ba2c8e634b81ddc6",
            "max": 2000,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_2bdf42e973194403846e514c04258469",
            "value": 2000
          }
        },
        "8da875a8c2d7492fb0056678d2ec5e2d": {
          "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_e420ef26a6324db795ad7ac3c257e27e",
            "placeholder": "​",
            "style": "IPY_MODEL_3aec128b5b7d4614bdf9e49f499aba43",
            "value": " 2000/2000 [00:01&lt;00:00, 834.51 examples/s]"
          }
        },
        "8378e3063d4d4f1f9ee09ababfb937fd": {
          "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
          }
        },
        "f2683f44204d4f008e8d954bc3845d39": {
          "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
          }
        },
        "8968f2c088974840990f197abc650063": {
          "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": ""
          }
        },
        "e0e4896beb324a16ba2c8e634b81ddc6": {
          "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
          }
        },
        "2bdf42e973194403846e514c04258469": {
          "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": ""
          }
        },
        "e420ef26a6324db795ad7ac3c257e27e": {
          "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
          }
        },
        "3aec128b5b7d4614bdf9e49f499aba43": {
          "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": ""
          }
        },
        "a213b9eb216241ddbc5bc30e7fbca40d": {
          "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_f941d7004d0a4c0ba0a055f573864127",
              "IPY_MODEL_2046c9fae4294b39a6c10f2dd4b9cef2",
              "IPY_MODEL_7af8ee4906f54c6695aed2ff4d3406ed"
            ],
            "layout": "IPY_MODEL_d87899b70c704fb5b57add444091f1a5"
          }
        },
        "f941d7004d0a4c0ba0a055f573864127": {
          "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_eece9a9e349a488db02a243accbbba8a",
            "placeholder": "​",
            "style": "IPY_MODEL_2fc3b06ea6064525a4ce3de6ce17da8e",
            "value": "Generating train split: 100%"
          }
        },
        "2046c9fae4294b39a6c10f2dd4b9cef2": {
          "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_53c244edd0c04fde823a3478084f23c0",
            "max": 1000000,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_ed33ca8b391744fdb244f15892084fb0",
            "value": 1000000
          }
        },
        "7af8ee4906f54c6695aed2ff4d3406ed": {
          "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_b6a124d29347444e88608414eda586d8",
            "placeholder": "​",
            "style": "IPY_MODEL_7c579ef39d874a82b7e8aae42183734f",
            "value": " 1000000/1000000 [00:42&lt;00:00, 34121.99 examples/s]"
          }
        },
        "d87899b70c704fb5b57add444091f1a5": {
          "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
          }
        },
        "eece9a9e349a488db02a243accbbba8a": {
          "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
          }
        },
        "2fc3b06ea6064525a4ce3de6ce17da8e": {
          "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": ""
          }
        },
        "53c244edd0c04fde823a3478084f23c0": {
          "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
          }
        },
        "ed33ca8b391744fdb244f15892084fb0": {
          "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": ""
          }
        },
        "b6a124d29347444e88608414eda586d8": {
          "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
          }
        },
        "7c579ef39d874a82b7e8aae42183734f": {
          "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": ""
          }
        },
        "b1cba0fa561947b78e16d83d48753352": {
          "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_b620c8ed320440f197b4fb8346243ad0",
              "IPY_MODEL_6df3404bcf49462abef031c9599cff06",
              "IPY_MODEL_2ca5c1b0edd74818bee4b51ccc82e127"
            ],
            "layout": "IPY_MODEL_92234ee9b8be4b70831b272d3bb4b460"
          }
        },
        "b620c8ed320440f197b4fb8346243ad0": {
          "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_82d78d4904b143a4a81d4e749835d90f",
            "placeholder": "​",
            "style": "IPY_MODEL_023a19ea668d4415abbaa372f4810439",
            "value": "Generating validation split: 100%"
          }
        },
        "6df3404bcf49462abef031c9599cff06": {
          "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_6974a1b1b4c544dba59f2703193daf5a",
            "max": 2000,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_43060e01e80e4f47bea65c691cac0b6f",
            "value": 2000
          }
        },
        "2ca5c1b0edd74818bee4b51ccc82e127": {
          "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_1009b33773014e81ab87470968ab03bd",
            "placeholder": "​",
            "style": "IPY_MODEL_0499bcd16f654a2682b8e0e19980a288",
            "value": " 2000/2000 [00:01&lt;00:00,  1.22s/ examples]"
          }
        },
        "92234ee9b8be4b70831b272d3bb4b460": {
          "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
          }
        },
        "82d78d4904b143a4a81d4e749835d90f": {
          "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
          }
        },
        "023a19ea668d4415abbaa372f4810439": {
          "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": ""
          }
        },
        "6974a1b1b4c544dba59f2703193daf5a": {
          "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
          }
        },
        "43060e01e80e4f47bea65c691cac0b6f": {
          "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": ""
          }
        },
        "1009b33773014e81ab87470968ab03bd": {
          "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
          }
        },
        "0499bcd16f654a2682b8e0e19980a288": {
          "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": ""
          }
        },
        "93cd173a466a406bb59c2c9a7e711e4d": {
          "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_c4b540c426884099a0a721c8bcf30c79",
              "IPY_MODEL_26fed54afcb549deb7098a629060feec",
              "IPY_MODEL_0acb141583224af5918896d46e6d5c54"
            ],
            "layout": "IPY_MODEL_3ea8bc5895f845bca24aff4310f29b87"
          }
        },
        "c4b540c426884099a0a721c8bcf30c79": {
          "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_da72e935a91f45ed97399ebdc947a070",
            "placeholder": "​",
            "style": "IPY_MODEL_a0762147cbe748a885236ad3807cb29d",
            "value": "Downloading (…)okenizer_config.json: 100%"
          }
        },
        "26fed54afcb549deb7098a629060feec": {
          "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_0932bde61bf24613aa83db8090f1b2d0",
            "max": 44,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_5df2dda7299742228137bace77119ae5",
            "value": 44
          }
        },
        "0acb141583224af5918896d46e6d5c54": {
          "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_4ec816ca566e4643ad7aabec5a668a4b",
            "placeholder": "​",
            "style": "IPY_MODEL_c03fc4b65fb04f4ca449f6fcc81d6418",
            "value": " 44.0/44.0 [00:00&lt;00:00, 1.80kB/s]"
          }
        },
        "3ea8bc5895f845bca24aff4310f29b87": {
          "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
          }
        },
        "da72e935a91f45ed97399ebdc947a070": {
          "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
          }
        },
        "a0762147cbe748a885236ad3807cb29d": {
          "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": ""
          }
        },
        "0932bde61bf24613aa83db8090f1b2d0": {
          "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
          }
        },
        "5df2dda7299742228137bace77119ae5": {
          "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": ""
          }
        },
        "4ec816ca566e4643ad7aabec5a668a4b": {
          "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
          }
        },
        "c03fc4b65fb04f4ca449f6fcc81d6418": {
          "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": ""
          }
        },
        "24e8d68e2aac4e91af7b3998474c0425": {
          "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_d20c829616ee42b4bdb8ec38c5de89ad",
              "IPY_MODEL_4668e08b3259432a9c37569c42cad7d2",
              "IPY_MODEL_39c802f7c9184e48b12c8ee5362ec52c"
            ],
            "layout": "IPY_MODEL_5443b9eb24614c2882593da37b19e2a2"
          }
        },
        "d20c829616ee42b4bdb8ec38c5de89ad": {
          "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_9c7f1ebdcfd74a98b0739e388995e356",
            "placeholder": "​",
            "style": "IPY_MODEL_5e38d7a969f2458e994773f1da65439a",
            "value": "Downloading (…)lve/main/config.json: 100%"
          }
        },
        "4668e08b3259432a9c37569c42cad7d2": {
          "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_eb932c4607a14940a6b075980f6bba9c",
            "max": 1394,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_ce87e162e961420492111644cbeb599b",
            "value": 1394
          }
        },
        "39c802f7c9184e48b12c8ee5362ec52c": {
          "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_37747ef283ec48399a91e5e3b68407b6",
            "placeholder": "​",
            "style": "IPY_MODEL_13f5bbc65bd7449dbb0b27620fcd6e1b",
            "value": " 1.39k/1.39k [00:00&lt;00:00, 89.8kB/s]"
          }
        },
        "5443b9eb24614c2882593da37b19e2a2": {
          "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
          }
        },
        "9c7f1ebdcfd74a98b0739e388995e356": {
          "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
          }
        },
        "5e38d7a969f2458e994773f1da65439a": {
          "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": ""
          }
        },
        "eb932c4607a14940a6b075980f6bba9c": {
          "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
          }
        },
        "ce87e162e961420492111644cbeb599b": {
          "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": ""
          }
        },
        "37747ef283ec48399a91e5e3b68407b6": {
          "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
          }
        },
        "13f5bbc65bd7449dbb0b27620fcd6e1b": {
          "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": ""
          }
        },
        "f7c5ddc2f8bb4871b57f7f7312b0d90b": {
          "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_388b29e58e9a46dab5edd3fb8b2e8076",
              "IPY_MODEL_e9378c7a1703445db54dcd5b38d3786d",
              "IPY_MODEL_6fc00f931f1e42db839655faf21eddea"
            ],
            "layout": "IPY_MODEL_f3c55fcc557a49658cfcf9c7280f0785"
          }
        },
        "388b29e58e9a46dab5edd3fb8b2e8076": {
          "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_9704b0c361b84b3fbda9403139e8edc3",
            "placeholder": "​",
            "style": "IPY_MODEL_836476b0df894b53bd617d316f45c0f3",
            "value": "Downloading (…)olve/main/source.spm: 100%"
          }
        },
        "e9378c7a1703445db54dcd5b38d3786d": {
          "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_5f0df46d59ad46eea1d66f6866581d19",
            "max": 804677,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_3db40261c1174580ad9b4fe869f71ac9",
            "value": 804677
          }
        },
        "6fc00f931f1e42db839655faf21eddea": {
          "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_e062ec43fb1d4e7484073ba571756689",
            "placeholder": "​",
            "style": "IPY_MODEL_4d5057f9d58947bdaa3a49daa6c83f0a",
            "value": " 805k/805k [00:00&lt;00:00, 2.44MB/s]"
          }
        },
        "f3c55fcc557a49658cfcf9c7280f0785": {
          "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
          }
        },
        "9704b0c361b84b3fbda9403139e8edc3": {
          "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
          }
        },
        "836476b0df894b53bd617d316f45c0f3": {
          "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": ""
          }
        },
        "5f0df46d59ad46eea1d66f6866581d19": {
          "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
          }
        },
        "3db40261c1174580ad9b4fe869f71ac9": {
          "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": ""
          }
        },
        "e062ec43fb1d4e7484073ba571756689": {
          "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
          }
        },
        "4d5057f9d58947bdaa3a49daa6c83f0a": {
          "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": ""
          }
        },
        "d23b9548529d4ece89dddea172e9f0fc": {
          "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_a19bea2a3b7642068eb73fc08b85132b",
              "IPY_MODEL_1203977692644304b617d728a390ad84",
              "IPY_MODEL_7dfb6990deb441d8af76207f24c197c6"
            ],
            "layout": "IPY_MODEL_4605f5f3d6d84bfaa8389e8c7933e413"
          }
        },
        "a19bea2a3b7642068eb73fc08b85132b": {
          "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_1c9facfacccc4b97b57d82cfa0fd7092",
            "placeholder": "​",
            "style": "IPY_MODEL_61d086fc6318495ba9b1edc2ab362acf",
            "value": "Downloading (…)olve/main/target.spm: 100%"
          }
        },
        "1203977692644304b617d728a390ad84": {
          "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_35064f19ff514564a53fa1c2248b8160",
            "max": 806530,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_3e9805a6eafd407c8ff2e038fa60e0f3",
            "value": 806530
          }
        },
        "7dfb6990deb441d8af76207f24c197c6": {
          "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_b36554cbe33947ecbbe9bc625c9c8a10",
            "placeholder": "​",
            "style": "IPY_MODEL_9dd4fe11eb9441a8ac7e46387698c353",
            "value": " 807k/807k [00:00&lt;00:00, 2.49MB/s]"
          }
        },
        "4605f5f3d6d84bfaa8389e8c7933e413": {
          "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
          }
        },
        "1c9facfacccc4b97b57d82cfa0fd7092": {
          "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
          }
        },
        "61d086fc6318495ba9b1edc2ab362acf": {
          "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": ""
          }
        },
        "35064f19ff514564a53fa1c2248b8160": {
          "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
          }
        },
        "3e9805a6eafd407c8ff2e038fa60e0f3": {
          "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": ""
          }
        },
        "b36554cbe33947ecbbe9bc625c9c8a10": {
          "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
          }
        },
        "9dd4fe11eb9441a8ac7e46387698c353": {
          "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": ""
          }
        },
        "1db43f63eec1454dbe05581855d2c662": {
          "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_81c8cb5b6892449cb9500a21b54b1133",
              "IPY_MODEL_15114758e8774c57a710be62a9c92d19",
              "IPY_MODEL_0f65a7b2eab741a7a0204239e5c41742"
            ],
            "layout": "IPY_MODEL_4b520c0d8a45400bb82f1ebeb7c0803e"
          }
        },
        "81c8cb5b6892449cb9500a21b54b1133": {
          "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_dae4df89abe84d45b47fae350721baae",
            "placeholder": "​",
            "style": "IPY_MODEL_0a07b633f91c407eafe5e89592e2a0d6",
            "value": "Downloading (…)olve/main/vocab.json: 100%"
          }
        },
        "15114758e8774c57a710be62a9c92d19": {
          "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_d1e13120132f4c349961d90fbbb1c7da",
            "max": 1617902,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_26541d494e544573bd621f726909d136",
            "value": 1617902
          }
        },
        "0f65a7b2eab741a7a0204239e5c41742": {
          "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_31465a21ea454ad48a499457ee224009",
            "placeholder": "​",
            "style": "IPY_MODEL_57fc62bccfdf4fe5ac876a2bd106f097",
            "value": " 1.62M/1.62M [00:00&lt;00:00, 17.9MB/s]"
          }
        },
        "4b520c0d8a45400bb82f1ebeb7c0803e": {
          "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
          }
        },
        "dae4df89abe84d45b47fae350721baae": {
          "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
          }
        },
        "0a07b633f91c407eafe5e89592e2a0d6": {
          "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": ""
          }
        },
        "d1e13120132f4c349961d90fbbb1c7da": {
          "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
          }
        },
        "26541d494e544573bd621f726909d136": {
          "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": ""
          }
        },
        "31465a21ea454ad48a499457ee224009": {
          "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
          }
        },
        "57fc62bccfdf4fe5ac876a2bd106f097": {
          "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": ""
          }
        },
        "04af9c121be1405e999cb894b63384ea": {
          "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_a2362b605b6b4e6589e10734c3272781",
              "IPY_MODEL_660e9881908443799abbb936c7423337",
              "IPY_MODEL_5eb82b45b9be415f93498075a8df5e71"
            ],
            "layout": "IPY_MODEL_2feeac37086646c39fc9ee94fc76d7c8"
          }
        },
        "a2362b605b6b4e6589e10734c3272781": {
          "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_b7b88eb7ba5144eca6f69a10c80d2d24",
            "placeholder": "​",
            "style": "IPY_MODEL_923e4c7d939441619ec2887d9305ecd8",
            "value": "Map: 100%"
          }
        },
        "660e9881908443799abbb936c7423337": {
          "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_5ada6b6d7eae456199f194e06de76fe9",
            "max": 833495,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_669c38df68484ec88f66224112c8425f",
            "value": 833495
          }
        },
        "5eb82b45b9be415f93498075a8df5e71": {
          "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_0535a093062848a0b35e6b61712003a6",
            "placeholder": "​",
            "style": "IPY_MODEL_8fcc85e431464f9ab5b9753a50a17b6c",
            "value": " 833495/833495 [03:58&lt;00:00, 4715.80 examples/s]"
          }
        },
        "2feeac37086646c39fc9ee94fc76d7c8": {
          "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
          }
        },
        "b7b88eb7ba5144eca6f69a10c80d2d24": {
          "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
          }
        },
        "923e4c7d939441619ec2887d9305ecd8": {
          "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": ""
          }
        },
        "5ada6b6d7eae456199f194e06de76fe9": {
          "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
          }
        },
        "669c38df68484ec88f66224112c8425f": {
          "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": ""
          }
        },
        "0535a093062848a0b35e6b61712003a6": {
          "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
          }
        },
        "8fcc85e431464f9ab5b9753a50a17b6c": {
          "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": ""
          }
        },
        "aa3a7b544bd74da396f971fa13f5b537": {
          "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_52818c686bcd46a2b37b5cf665c695fe",
              "IPY_MODEL_da07c09744aa4822a39c5106f996f5be",
              "IPY_MODEL_2fe14aabbfb94b18b0224d7d943fd38f"
            ],
            "layout": "IPY_MODEL_0c4befb12bfa4bfba1f966dbda5fbbc7"
          }
        },
        "52818c686bcd46a2b37b5cf665c695fe": {
          "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_b9fc8b0ca9bf45bfb54cdcbad3b39ef0",
            "placeholder": "​",
            "style": "IPY_MODEL_da46839e14c040c58b5234250a726105",
            "value": "Map: 100%"
          }
        },
        "da07c09744aa4822a39c5106f996f5be": {
          "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_c842d43e83c3458abef23a8b8975eb81",
            "max": 117670,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_adfb81a976224ac38f8a8786311609aa",
            "value": 117670
          }
        },
        "2fe14aabbfb94b18b0224d7d943fd38f": {
          "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_cfe4450dc1a94aafb48bdad27599f11e",
            "placeholder": "​",
            "style": "IPY_MODEL_97cda8f861b445d28a20eb4636997889",
            "value": " 117670/117670 [00:30&lt;00:00, 4505.56 examples/s]"
          }
        },
        "0c4befb12bfa4bfba1f966dbda5fbbc7": {
          "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
          }
        },
        "b9fc8b0ca9bf45bfb54cdcbad3b39ef0": {
          "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
          }
        },
        "da46839e14c040c58b5234250a726105": {
          "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": ""
          }
        },
        "c842d43e83c3458abef23a8b8975eb81": {
          "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
          }
        },
        "adfb81a976224ac38f8a8786311609aa": {
          "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": ""
          }
        },
        "cfe4450dc1a94aafb48bdad27599f11e": {
          "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
          }
        },
        "97cda8f861b445d28a20eb4636997889": {
          "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": ""
          }
        },
        "ca5fd06ba9904f5ab8c0e4e90fd8ec91": {
          "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_bf07ad33866c4d25883834706a4fd02a",
              "IPY_MODEL_54a085669c294661b3ca60a1c89ffc38",
              "IPY_MODEL_c573be66407446859f38ff74128c3df1"
            ],
            "layout": "IPY_MODEL_bccce3b3184141cdb3d3a18482976752"
          }
        },
        "bf07ad33866c4d25883834706a4fd02a": {
          "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_fb00eec14a284f83aabe71bd3facd5d2",
            "placeholder": "​",
            "style": "IPY_MODEL_1db40f2d41504941a8ebd363183b6fc4",
            "value": "Map: 100%"
          }
        },
        "54a085669c294661b3ca60a1c89ffc38": {
          "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_074fcf71d5524ac09df1c3d7d4263673",
            "max": 29418,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_df13a8d5ce7a415b828378636248b848",
            "value": 29418
          }
        },
        "c573be66407446859f38ff74128c3df1": {
          "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_129b172a71d942d2bc8db57d7100c72c",
            "placeholder": "​",
            "style": "IPY_MODEL_a73e772953694b228ee76447a7ac5d95",
            "value": " 29418/29418 [00:09&lt;00:00, 2369.78 examples/s]"
          }
        },
        "bccce3b3184141cdb3d3a18482976752": {
          "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
          }
        },
        "fb00eec14a284f83aabe71bd3facd5d2": {
          "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
          }
        },
        "1db40f2d41504941a8ebd363183b6fc4": {
          "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": ""
          }
        },
        "074fcf71d5524ac09df1c3d7d4263673": {
          "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
          }
        },
        "df13a8d5ce7a415b828378636248b848": {
          "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": ""
          }
        },
        "129b172a71d942d2bc8db57d7100c72c": {
          "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
          }
        },
        "a73e772953694b228ee76447a7ac5d95": {
          "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": ""
          }
        },
        "f73de187bc45444bba8f2e9783f794a2": {
          "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_7949b29ea3534c63820edfcf44f54b9d",
              "IPY_MODEL_a79436c0b7f14df7b14d70be2e278df3",
              "IPY_MODEL_c53b9cf34a9548fcb13dc6f1937cd6cf"
            ],
            "layout": "IPY_MODEL_879d1c2bd9ed4807ac9f66afe51cb9bb"
          }
        },
        "7949b29ea3534c63820edfcf44f54b9d": {
          "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_dddc1c621741499ab7cfbae292b3a631",
            "placeholder": "​",
            "style": "IPY_MODEL_d2c097fc18294d9b9ec88764225602d2",
            "value": "Downloading pytorch_model.bin: 100%"
          }
        },
        "a79436c0b7f14df7b14d70be2e278df3": {
          "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_ef30bbedca8043fbadead00f310bb0dc",
            "max": 312087009,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_866b2401963c47bab1fd1ff92742fa3c",
            "value": 312087009
          }
        },
        "c53b9cf34a9548fcb13dc6f1937cd6cf": {
          "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_0f9138686e7a452c84cd805fe411625e",
            "placeholder": "​",
            "style": "IPY_MODEL_bc7b43c06c2d46abb8a6d7789802e8fd",
            "value": " 312M/312M [00:05&lt;00:00, 71.7MB/s]"
          }
        },
        "879d1c2bd9ed4807ac9f66afe51cb9bb": {
          "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
          }
        },
        "dddc1c621741499ab7cfbae292b3a631": {
          "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
          }
        },
        "d2c097fc18294d9b9ec88764225602d2": {
          "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": ""
          }
        },
        "ef30bbedca8043fbadead00f310bb0dc": {
          "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
          }
        },
        "866b2401963c47bab1fd1ff92742fa3c": {
          "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": ""
          }
        },
        "0f9138686e7a452c84cd805fe411625e": {
          "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
          }
        },
        "bc7b43c06c2d46abb8a6d7789802e8fd": {
          "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": ""
          }
        },
        "85574a0caa5e4129a9975d1393094b3e": {
          "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_864a448eeff14f41aa9c99d8d839d68a",
              "IPY_MODEL_e4f3272b56f1473d83ef471c336f0b4a",
              "IPY_MODEL_fe7c650d503b42c090e6932eb2ab794a"
            ],
            "layout": "IPY_MODEL_a1e0a23302504844b3eea51748514f15"
          }
        },
        "864a448eeff14f41aa9c99d8d839d68a": {
          "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_bb53382fa3f048d9aaed59e9072bf035",
            "placeholder": "​",
            "style": "IPY_MODEL_76eea8acfa6a45b999a4c3b95e1de566",
            "value": "Downloading (…)neration_config.json: 100%"
          }
        },
        "e4f3272b56f1473d83ef471c336f0b4a": {
          "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_024cfe2b146b4d569375e06f9d5baedc",
            "max": 293,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_d23da4390a87444190229660e7629eef",
            "value": 293
          }
        },
        "fe7c650d503b42c090e6932eb2ab794a": {
          "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_b7c8f3d76c5b4a01b167de25d60e63f6",
            "placeholder": "​",
            "style": "IPY_MODEL_067a47e6cef246fc8badd03086486e34",
            "value": " 293/293 [00:00&lt;00:00, 17.0kB/s]"
          }
        },
        "a1e0a23302504844b3eea51748514f15": {
          "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
          }
        },
        "bb53382fa3f048d9aaed59e9072bf035": {
          "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
          }
        },
        "76eea8acfa6a45b999a4c3b95e1de566": {
          "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": ""
          }
        },
        "024cfe2b146b4d569375e06f9d5baedc": {
          "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
          }
        },
        "d23da4390a87444190229660e7629eef": {
          "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": ""
          }
        },
        "b7c8f3d76c5b4a01b167de25d60e63f6": {
          "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
          }
        },
        "067a47e6cef246fc8badd03086486e34": {
          "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": ""
          }
        },
        "2412f40db61b4c8ca959c5794d49c205": {
          "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_b44945c3ef964d7ebc98d50d7390bebf",
              "IPY_MODEL_0378182cd0ff4020a1d4e45bd8c26d27",
              "IPY_MODEL_09af5af4958c46d1a84ab818d1edcf62"
            ],
            "layout": "IPY_MODEL_ce55a69c93b441ce96e4805bd1e54758"
          }
        },
        "b44945c3ef964d7ebc98d50d7390bebf": {
          "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_c9be01ed617742fd9c4606e459f1fedf",
            "placeholder": "​",
            "style": "IPY_MODEL_be4e85ab6f0542ba83fd09b552dc3b94",
            "value": "Downloading builder script: 100%"
          }
        },
        "0378182cd0ff4020a1d4e45bd8c26d27": {
          "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_82c63063b80243fca94030f520820ac8",
            "max": 8146,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_9c646bb1a3834be98f055aa68aecf56d",
            "value": 8146
          }
        },
        "09af5af4958c46d1a84ab818d1edcf62": {
          "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_704293dfd28d47429f59ec6bf14fc987",
            "placeholder": "​",
            "style": "IPY_MODEL_a7287b7a1e5a4ff9a5468d8629743e16",
            "value": " 8.15k/8.15k [00:00&lt;00:00, 583kB/s]"
          }
        },
        "ce55a69c93b441ce96e4805bd1e54758": {
          "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
          }
        },
        "c9be01ed617742fd9c4606e459f1fedf": {
          "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
          }
        },
        "be4e85ab6f0542ba83fd09b552dc3b94": {
          "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": ""
          }
        },
        "82c63063b80243fca94030f520820ac8": {
          "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
          }
        },
        "9c646bb1a3834be98f055aa68aecf56d": {
          "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": ""
          }
        },
        "704293dfd28d47429f59ec6bf14fc987": {
          "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
          }
        },
        "a7287b7a1e5a4ff9a5468d8629743e16": {
          "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": ""
          }
        },
        "4a2f224ba2274cae8fea72fa13579c8f": {
          "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_6dc58ff9646747f5acfeb13ae9d3e3d1",
              "IPY_MODEL_ee986e1cc031404cbe51907084e937c6",
              "IPY_MODEL_c29ba4acabe348568a635181ec026cfd"
            ],
            "layout": "IPY_MODEL_e023f3db29e44d5a80d8c4350079ed77"
          }
        },
        "6dc58ff9646747f5acfeb13ae9d3e3d1": {
          "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_98559aa49fef48db81be58cfe25cf0c7",
            "placeholder": "​",
            "style": "IPY_MODEL_99708e7cd55b4fea87c9a91d76b43def",
            "value": "Downloading builder script: 100%"
          }
        },
        "ee986e1cc031404cbe51907084e937c6": {
          "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_2b4021cfccdf4c0a97809416e3c34d81",
            "max": 6270,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_bfc12096c3884d02ab38d84ca77148eb",
            "value": 6270
          }
        },
        "c29ba4acabe348568a635181ec026cfd": {
          "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_85ee225c6d82457d842f14d38060329f",
            "placeholder": "​",
            "style": "IPY_MODEL_bf2af45d4ed04daeb8bd735c92c6d0b9",
            "value": " 6.27k/6.27k [00:00&lt;00:00, 431kB/s]"
          }
        },
        "e023f3db29e44d5a80d8c4350079ed77": {
          "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
          }
        },
        "98559aa49fef48db81be58cfe25cf0c7": {
          "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
          }
        },
        "99708e7cd55b4fea87c9a91d76b43def": {
          "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": ""
          }
        },
        "2b4021cfccdf4c0a97809416e3c34d81": {
          "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
          }
        },
        "bfc12096c3884d02ab38d84ca77148eb": {
          "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": ""
          }
        },
        "85ee225c6d82457d842f14d38060329f": {
          "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
          }
        },
        "bf2af45d4ed04daeb8bd735c92c6d0b9": {
          "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": ""
          }
        },
        "e0bfe982f3fb4ce3b559b3711cde2ad8": {
          "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_f37e19a85917449a9bc85645712f881f",
              "IPY_MODEL_1cd87c45123f429fa89b0d746a3e9821",
              "IPY_MODEL_e9d357b45cd14453ac9a313e4e96aa9e"
            ],
            "layout": "IPY_MODEL_1cdda6478aac498bb6dd78e13166bf53"
          }
        },
        "f37e19a85917449a9bc85645712f881f": {
          "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_c97ffe674e384916a67f41a45033a31a",
            "placeholder": "​",
            "style": "IPY_MODEL_4696e88e00bc4451ac323a5f167a1681",
            "value": "Upload file pytorch_model.bin: 100%"
          }
        },
        "1cd87c45123f429fa89b0d746a3e9821": {
          "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_3d3c6abe560442e8b0352588e078a9b2",
            "max": 310022533,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_bc832b40bb17457997a2479120f8e1d9",
            "value": 310022533
          }
        },
        "e9d357b45cd14453ac9a313e4e96aa9e": {
          "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_5326dda57c7f45a8a858db75189a500a",
            "placeholder": "​",
            "style": "IPY_MODEL_eab3f01c8d244d3a992d23a105109eaa",
            "value": " 296M/296M [00:13&lt;00:00, 24.6MB/s]"
          }
        },
        "1cdda6478aac498bb6dd78e13166bf53": {
          "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
          }
        },
        "c97ffe674e384916a67f41a45033a31a": {
          "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
          }
        },
        "4696e88e00bc4451ac323a5f167a1681": {
          "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": ""
          }
        },
        "3d3c6abe560442e8b0352588e078a9b2": {
          "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
          }
        },
        "bc832b40bb17457997a2479120f8e1d9": {
          "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": ""
          }
        },
        "5326dda57c7f45a8a858db75189a500a": {
          "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
          }
        },
        "eab3f01c8d244d3a992d23a105109eaa": {
          "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": ""
          }
        },
        "5f982ee9f60e41cea15dce86c4e66913": {
          "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_e87f8c56b3f5453ab55f7d05e2cf6c7f",
              "IPY_MODEL_62500299825545369301ed1d2559d278",
              "IPY_MODEL_72beb70abf7945bc978890b145e92e18"
            ],
            "layout": "IPY_MODEL_bd7b2fa89c2440beb48a64228ee51515"
          }
        },
        "e87f8c56b3f5453ab55f7d05e2cf6c7f": {
          "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_685985b8126a47c8a14feffe16a201e0",
            "placeholder": "​",
            "style": "IPY_MODEL_9ccc77f6ee0847e79b716b05b5c46db6",
            "value": "Upload file runs/Aug21_21-35-44_5da225ddecbc/events.out.tfevents.1692653833.5da225ddecbc.1178.0: 100%"
          }
        },
        "62500299825545369301ed1d2559d278": {
          "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_88b7894b871e4880ab648aec69780028",
            "max": 21936,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_9e9d84d1078048afa0082615ea271f21",
            "value": 21936
          }
        },
        "72beb70abf7945bc978890b145e92e18": {
          "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_6bf76223f2ce41a3b8c5cefd889e0cec",
            "placeholder": "​",
            "style": "IPY_MODEL_a0a08b9d55924889b7a7366f50736779",
            "value": " 21.4k/21.4k [00:13&lt;00:00, 15.6MB/s]"
          }
        },
        "bd7b2fa89c2440beb48a64228ee51515": {
          "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
          }
        },
        "685985b8126a47c8a14feffe16a201e0": {
          "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
          }
        },
        "9ccc77f6ee0847e79b716b05b5c46db6": {
          "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": ""
          }
        },
        "88b7894b871e4880ab648aec69780028": {
          "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
          }
        },
        "9e9d84d1078048afa0082615ea271f21": {
          "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": ""
          }
        },
        "6bf76223f2ce41a3b8c5cefd889e0cec": {
          "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
          }
        },
        "a0a08b9d55924889b7a7366f50736779": {
          "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": ""
          }
        }
      }
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}