fine_tune_whisper_te.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/bnriiitb/whisper-fine-tuning/blob/main/fine_tune_whisper_te.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "75b58048-7d14-4fc6-8085-1fc08c81b4a6",
      "metadata": {
        "id": "75b58048-7d14-4fc6-8085-1fc08c81b4a6"
      },
      "source": [
        "# Fine-Tune Whisper For Multilingual ASR with 🤗 Transformers"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "fbfa8ad5-4cdc-4512-9058-836cbbf65e1a",
      "metadata": {
        "id": "fbfa8ad5-4cdc-4512-9058-836cbbf65e1a"
      },
      "source": [
        "In this Colab, we present a step-by-step guide on how to fine-tune Whisper \n",
        "for any multilingual ASR dataset using Hugging Face 🤗 Transformers. This is a \n",
        "more \"hands-on\" version of the accompanying [blog post](https://huggingface.co/blog/fine-tune-whisper). \n",
        "For a more in-depth explanation of Whisper, the Common Voice dataset and the theory behind fine-tuning, the reader is advised to refer to the blog post."
      ]
    },
    {
      "cell_type": "markdown",
      "id": "afe0d503-ae4e-4aa7-9af4-dbcba52db41e",
      "metadata": {
        "id": "afe0d503-ae4e-4aa7-9af4-dbcba52db41e"
      },
      "source": [
        "## Introduction"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "9ae91ed4-9c3e-4ade-938e-f4c2dcfbfdc0",
      "metadata": {
        "id": "9ae91ed4-9c3e-4ade-938e-f4c2dcfbfdc0"
      },
      "source": [
        "Whisper is a pre-trained model for automatic speech recognition (ASR) \n",
        "published in [September 2022](https://openai.com/blog/whisper/) by the authors \n",
        "Alec Radford et al. from OpenAI. Unlike many of its predecessors, such as \n",
        "[Wav2Vec 2.0](https://arxiv.org/abs/2006.11477), which are pre-trained \n",
        "on un-labelled audio data, Whisper is pre-trained on a vast quantity of \n",
        "**labelled** audio-transcription data, 680,000 hours to be precise. \n",
        "This is an order of magnitude more data than the un-labelled audio data used \n",
        "to train Wav2Vec 2.0 (60,000 hours). What is more, 117,000 hours of this \n",
        "pre-training data is multilingual ASR data. This results in checkpoints \n",
        "that can be applied to over 96 languages, many of which are considered \n",
        "_low-resource_.\n",
        "\n",
        "When scaled to 680,000 hours of labelled pre-training data, Whisper models \n",
        "demonstrate a strong ability to generalise to many datasets and domains.\n",
        "The pre-trained checkpoints achieve competitive results to state-of-the-art \n",
        "ASR systems, with near 3% word error rate (WER) on the test-clean subset of \n",
        "LibriSpeech ASR and a new state-of-the-art on TED-LIUM with 4.7% WER (_c.f._ \n",
        "Table 8 of the [Whisper paper](https://cdn.openai.com/papers/whisper.pdf)).\n",
        "The extensive multilingual ASR knowledge acquired by Whisper during pre-training \n",
        "can be leveraged for other low-resource languages; through fine-tuning, the \n",
        "pre-trained checkpoints can be adapted for specific datasets and languages \n",
        "to further improve upon these results. We'll show just how Whisper can be fine-tuned \n",
        "for low-resource languages in this Colab."
      ]
    },
    {
      "cell_type": "markdown",
      "id": "e59b91d6-be24-4b5e-bb38-4977ea143a72",
      "metadata": {
        "id": "e59b91d6-be24-4b5e-bb38-4977ea143a72"
      },
      "source": [
        "<figure>\n",
        "<img src=\"https://raw.githubusercontent.com/sanchit-gandhi/notebooks/main/whisper_architecture.svg\" alt=\"Trulli\" style=\"width:100%\">\n",
        "<figcaption align = \"center\"><b>Figure 1:</b> Whisper model. The architecture \n",
        "follows the standard Transformer-based encoder-decoder model. A \n",
        "log-Mel spectrogram is input to the encoder. The last encoder \n",
        "hidden states are input to the decoder via cross-attention mechanisms. The \n",
        "decoder autoregressively predicts text tokens, jointly conditional on the \n",
        "encoder hidden states and previously predicted tokens. Figure source: \n",
        "<a href=\"https://openai.com/blog/whisper/\">OpenAI Whisper Blog</a>.</figcaption>\n",
        "</figure>"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "21b6316e-8a55-4549-a154-66d3da2ab74a",
      "metadata": {
        "id": "21b6316e-8a55-4549-a154-66d3da2ab74a"
      },
      "source": [
        "The Whisper checkpoints come in five configurations of varying model sizes.\n",
        "The smallest four are trained on either English-only or multilingual data.\n",
        "The largest checkpoint is multilingual only. All nine of the pre-trained checkpoints \n",
        "are available on the [Hugging Face Hub](https://huggingface.co/models?search=openai/whisper). The \n",
        "checkpoints are summarised in the following table with links to the models on the Hub:\n",
        "\n",
        "| Size   | Layers | Width | Heads | Parameters | English-only                                         | Multilingual                                      |\n",
        "|--------|--------|-------|-------|------------|------------------------------------------------------|---------------------------------------------------|\n",
        "| tiny   | 4      | 384   | 6     | 39 M       | [✓](https://huggingface.co/openai/whisper-tiny.en)   | [✓](https://huggingface.co/openai/whisper-tiny.)  |\n",
        "| base   | 6      | 512   | 8     | 74 M       | [✓](https://huggingface.co/openai/whisper-base.en)   | [✓](https://huggingface.co/openai/whisper-base)   |\n",
        "| small  | 12     | 768   | 12    | 244 M      | [✓](https://huggingface.co/openai/whisper-small.en)  | [✓](https://huggingface.co/openai/whisper-small)  |\n",
        "| medium | 24     | 1024  | 16    | 769 M      | [✓](https://huggingface.co/openai/whisper-medium.en) | [✓](https://huggingface.co/openai/whisper-medium) |\n",
        "| large  | 32     | 1280  | 20    | 1550 M     | x                                                    | [✓](https://huggingface.co/openai/whisper-large)  |\n",
        "\n",
        "For demonstration purposes, we'll fine-tune the multilingual version of the \n",
        "[`\"small\"`](https://huggingface.co/openai/whisper-small) checkpoint with 244M params (~= 1GB). \n",
        "As for our data, we'll train and evaluate our system on a low-resource language \n",
        "taken from the [Common Voice](https://huggingface.co/datasets/mozilla-foundation/common_voice_11_0)\n",
        "dataset. We'll show that with as little as 8 hours of fine-tuning data, we can achieve \n",
        "strong performance in this language."
      ]
    },
    {
      "cell_type": "markdown",
      "id": "3a680dfc-cbba-4f6c-8a1f-e1a5ff3f123a",
      "metadata": {
        "id": "3a680dfc-cbba-4f6c-8a1f-e1a5ff3f123a"
      },
      "source": [
        "------------------------------------------------------------------------\n",
        "\n",
        "\\\\({}^1\\\\) The name Whisper follows from the acronym “WSPSR”, which stands for “Web-scale Supervised Pre-training for Speech Recognition”."
      ]
    },
    {
      "cell_type": "markdown",
      "id": "55fb8d21-df06-472a-99dd-b59567be6dad",
      "metadata": {
        "id": "55fb8d21-df06-472a-99dd-b59567be6dad"
      },
      "source": [
        "## Prepare Environment"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "844a4861-929c-4762-b29b-80b1e95aba4b",
      "metadata": {
        "id": "844a4861-929c-4762-b29b-80b1e95aba4b"
      },
      "source": [
        "First of all, let's try to secure a decent GPU for our Colab! Unfortunately, it's becoming much harder to get access to a good GPU with the free version of Google Colab. However, with Google Colab Pro one should have no issues in being allocated a V100 or P100 GPU.\n",
        "\n",
        "To get a GPU, click _Runtime_ -> _Change runtime type_, then change _Hardware accelerator_ from _None_ to _GPU_."
      ]
    },
    {
      "cell_type": "markdown",
      "id": "9abea5d7-9d54-434b-a6bd-399d1b3c6c1a",
      "metadata": {
        "id": "9abea5d7-9d54-434b-a6bd-399d1b3c6c1a"
      },
      "source": [
        "We can verify that we've been assigned a GPU and view its specifications:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 37,
      "id": "95048026-a3b7-43f0-a274-1bad65e407b4",
      "metadata": {
        "id": "95048026-a3b7-43f0-a274-1bad65e407b4",
        "outputId": "014a7ef7-19a7-48ed-b37c-57dbc0502db3",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mon Nov 21 19:41:57 2022       \n",
            "+-----------------------------------------------------------------------------+\n",
            "| NVIDIA-SMI 460.32.03    Driver Version: 460.32.03    CUDA Version: 11.2     |\n",
            "|-------------------------------+----------------------+----------------------+\n",
            "| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |\n",
            "| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |\n",
            "|                               |                      |               MIG M. |\n",
            "|===============================+======================+======================|\n",
            "|   0  Tesla T4            Off  | 00000000:00:04.0 Off |                    0 |\n",
            "| N/A   73C    P0    33W /  70W |   7460MiB / 15109MiB |      0%      Default |\n",
            "|                               |                      |                  N/A |\n",
            "+-------------------------------+----------------------+----------------------+\n",
            "                                                                               \n",
            "+-----------------------------------------------------------------------------+\n",
            "| Processes:                                                                  |\n",
            "|  GPU   GI   CI        PID   Type   Process name                  GPU Memory |\n",
            "|        ID   ID                                                   Usage      |\n",
            "|=============================================================================|\n",
            "+-----------------------------------------------------------------------------+\n"
          ]
        }
      ],
      "source": [
        "gpu_info = !nvidia-smi\n",
        "gpu_info = '\\n'.join(gpu_info)\n",
        "if gpu_info.find('failed') >= 0:\n",
        "  print('Not connected to a GPU')\n",
        "else:\n",
        "  print(gpu_info)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "9cd52dc1-ade1-44bb-a2d7-2ed98f110fed",
      "metadata": {
        "id": "9cd52dc1-ade1-44bb-a2d7-2ed98f110fed"
      },
      "source": [
        "Next, we need to update the Unix package `ffmpeg` to version 4:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 38,
      "id": "69ee227d-60c5-44bf-b04d-c2092f997454",
      "metadata": {
        "id": "69ee227d-60c5-44bf-b04d-c2092f997454",
        "outputId": "d89115ec-1542-41c7-dbee-8d63b42b389d",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\r0% [Working]\r            \rHit:1 https://cloud.r-project.org/bin/linux/ubuntu bionic-cran40/ InRelease\n",
            "\r0% [Connecting to archive.ubuntu.com (185.125.190.36)] [Connecting to security.\r0% [1 InRelease gpgv 3,626 B] [Connecting to archive.ubuntu.com (185.125.190.36\r                                                                               \rIgn:2 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64  InRelease\n",
            "\r0% [1 InRelease gpgv 3,626 B] [Connecting to archive.ubuntu.com (185.125.190.36\r                                                                               \rHit:3 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  InRelease\n",
            "\r0% [1 InRelease gpgv 3,626 B] [Connecting to archive.ubuntu.com (185.125.190.36\r                                                                               \rHit:4 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64  Release\n",
            "Get:5 http://security.ubuntu.com/ubuntu bionic-security InRelease [88.7 kB]\n",
            "Hit:6 http://archive.ubuntu.com/ubuntu bionic InRelease\n",
            "Hit:7 http://ppa.launchpad.net/c2d4u.team/c2d4u4.0+/ubuntu bionic InRelease\n",
            "Get:8 http://archive.ubuntu.com/ubuntu bionic-updates InRelease [88.7 kB]\n",
            "Hit:10 http://ppa.launchpad.net/cran/libgit2/ubuntu bionic InRelease\n",
            "Hit:11 http://ppa.launchpad.net/deadsnakes/ppa/ubuntu bionic InRelease\n",
            "Get:12 http://archive.ubuntu.com/ubuntu bionic-backports InRelease [83.3 kB]\n",
            "Hit:13 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic InRelease\n",
            "Get:14 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 Packages [2,338 kB]\n",
            "Hit:15 http://ppa.launchpad.net/jonathonf/ffmpeg-4/ubuntu bionic InRelease\n",
            "Fetched 2,599 kB in 5s (531 kB/s)\n",
            "Reading package lists... Done\n",
            "Hit:1 https://cloud.r-project.org/bin/linux/ubuntu bionic-cran40/ InRelease\n",
            "Ign:2 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64  InRelease\n",
            "Hit:3 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  InRelease\n",
            "Hit:4 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64  Release\n",
            "Hit:5 http://archive.ubuntu.com/ubuntu bionic InRelease\n",
            "Hit:6 http://ppa.launchpad.net/c2d4u.team/c2d4u4.0+/ubuntu bionic InRelease\n",
            "Hit:7 http://archive.ubuntu.com/ubuntu bionic-updates InRelease\n",
            "Hit:8 http://archive.ubuntu.com/ubuntu bionic-backports InRelease\n",
            "Hit:9 http://security.ubuntu.com/ubuntu bionic-security InRelease\n",
            "Hit:11 http://ppa.launchpad.net/cran/libgit2/ubuntu bionic InRelease\n",
            "Hit:12 http://ppa.launchpad.net/deadsnakes/ppa/ubuntu bionic InRelease\n",
            "Hit:13 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic InRelease\n",
            "Hit:14 http://ppa.launchpad.net/jonathonf/ffmpeg-4/ubuntu bionic InRelease\n",
            "Reading package lists... Done\n",
            "Building dependency tree       \n",
            "Reading state information... Done\n",
            "16 packages can be upgraded. Run 'apt list --upgradable' to see them.\n",
            "Reading package lists... Done\n",
            "Building dependency tree       \n",
            "Reading state information... Done\n",
            "ffmpeg is already the newest version (7:4.3.2-0york0~18.04).\n",
            "The following package was automatically installed and is no longer required:\n",
            "  libnvidia-common-460\n",
            "Use 'apt autoremove' to remove it.\n",
            "0 upgraded, 0 newly installed, 0 to remove and 16 not upgraded.\n"
          ]
        }
      ],
      "source": [
        "!add-apt-repository -y ppa:jonathonf/ffmpeg-4\n",
        "!apt update\n",
        "!apt install -y ffmpeg"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "1d85d613-1c7e-46ac-9134-660bbe7ebc9d",
      "metadata": {
        "id": "1d85d613-1c7e-46ac-9134-660bbe7ebc9d"
      },
      "source": [
        "We'll employ several popular Python packages to fine-tune the Whisper model.\n",
        "We'll use `datasets` to download and prepare our training data and \n",
        "`transformers` to load and train our Whisper model. We'll also require\n",
        "the `soundfile` package to pre-process audio files, `evaluate` and `jiwer` to\n",
        "assess the performance of our model. Finally, we'll\n",
        "use `gradio` to build a flashy demo of our fine-tuned model."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 39,
      "id": "e68ea9f8-9b61-414e-8885-3033b67c2850",
      "metadata": {
        "id": "e68ea9f8-9b61-414e-8885-3033b67c2850",
        "outputId": "9cdd0677-ca9e-465a-c544-4487dd8f2049",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Collecting git+https://github.com/huggingface/transformers\n",
            "  Cloning https://github.com/huggingface/transformers to /tmp/pip-req-build-aqvij82l\n",
            "  Running command git clone -q https://github.com/huggingface/transformers /tmp/pip-req-build-aqvij82l\n",
            "  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
            "  Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n",
            "    Preparing wheel metadata ... \u001b[?25l\u001b[?25hdone\n",
            "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.7/dist-packages (from transformers==4.25.0.dev0) (1.21.6)\n",
            "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.7/dist-packages (from transformers==4.25.0.dev0) (21.3)\n",
            "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.7/dist-packages (from transformers==4.25.0.dev0) (2022.6.2)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from transformers==4.25.0.dev0) (2.23.0)\n",
            "Requirement already satisfied: importlib-metadata in /usr/local/lib/python3.7/dist-packages (from transformers==4.25.0.dev0) (4.13.0)\n",
            "Requirement already satisfied: tqdm>=4.27 in /usr/local/lib/python3.7/dist-packages (from transformers==4.25.0.dev0) (4.64.1)\n",
            "Requirement already satisfied: huggingface-hub<1.0,>=0.10.0 in /usr/local/lib/python3.7/dist-packages (from transformers==4.25.0.dev0) (0.11.0)\n",
            "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.7/dist-packages (from transformers==4.25.0.dev0) (6.0)\n",
            "Requirement already satisfied: tokenizers!=0.11.3,<0.14,>=0.11.1 in /usr/local/lib/python3.7/dist-packages (from transformers==4.25.0.dev0) (0.13.2)\n",
            "Requirement already satisfied: filelock in /usr/local/lib/python3.7/dist-packages (from transformers==4.25.0.dev0) (3.8.0)\n",
            "Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.7/dist-packages (from huggingface-hub<1.0,>=0.10.0->transformers==4.25.0.dev0) (4.1.1)\n",
            "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /usr/local/lib/python3.7/dist-packages (from packaging>=20.0->transformers==4.25.0.dev0) (3.0.9)\n",
            "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata->transformers==4.25.0.dev0) (3.10.0)\n",
            "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests->transformers==4.25.0.dev0) (1.25.11)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests->transformers==4.25.0.dev0) (2022.9.24)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests->transformers==4.25.0.dev0) (3.0.4)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->transformers==4.25.0.dev0) (2.10)\n",
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Requirement already satisfied: librosa in /usr/local/lib/python3.7/dist-packages (0.8.1)\n",
            "Requirement already satisfied: decorator>=3.0.0 in /usr/local/lib/python3.7/dist-packages (from librosa) (4.4.2)\n",
            "Requirement already satisfied: scipy>=1.0.0 in /usr/local/lib/python3.7/dist-packages (from librosa) (1.7.3)\n",
            "Requirement already satisfied: numpy>=1.15.0 in /usr/local/lib/python3.7/dist-packages (from librosa) (1.21.6)\n",
            "Requirement already satisfied: resampy>=0.2.2 in /usr/local/lib/python3.7/dist-packages (from librosa) (0.4.2)\n",
            "Requirement already satisfied: scikit-learn!=0.19.0,>=0.14.0 in /usr/local/lib/python3.7/dist-packages (from librosa) (1.0.2)\n",
            "Requirement already satisfied: numba>=0.43.0 in /usr/local/lib/python3.7/dist-packages (from librosa) (0.56.4)\n",
            "Requirement already satisfied: audioread>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from librosa) (3.0.0)\n",
            "Requirement already satisfied: joblib>=0.14 in /usr/local/lib/python3.7/dist-packages (from librosa) (1.2.0)\n",
            "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.7/dist-packages (from librosa) (21.3)\n",
            "Requirement already satisfied: pooch>=1.0 in /usr/local/lib/python3.7/dist-packages (from librosa) (1.6.0)\n",
            "Requirement already satisfied: soundfile>=0.10.2 in /usr/local/lib/python3.7/dist-packages (from librosa) (0.11.0)\n",
            "Requirement already satisfied: llvmlite<0.40,>=0.39.0dev0 in /usr/local/lib/python3.7/dist-packages (from numba>=0.43.0->librosa) (0.39.1)\n",
            "Requirement already satisfied: importlib-metadata in /usr/local/lib/python3.7/dist-packages (from numba>=0.43.0->librosa) (4.13.0)\n",
            "Requirement already satisfied: setuptools in /usr/local/lib/python3.7/dist-packages (from numba>=0.43.0->librosa) (57.4.0)\n",
            "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /usr/local/lib/python3.7/dist-packages (from packaging>=20.0->librosa) (3.0.9)\n",
            "Requirement already satisfied: requests>=2.19.0 in /usr/local/lib/python3.7/dist-packages (from pooch>=1.0->librosa) (2.23.0)\n",
            "Requirement already satisfied: appdirs>=1.3.0 in /usr/local/lib/python3.7/dist-packages (from pooch>=1.0->librosa) (1.4.4)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests>=2.19.0->pooch>=1.0->librosa) (2.10)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests>=2.19.0->pooch>=1.0->librosa) (2022.9.24)\n",
            "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests>=2.19.0->pooch>=1.0->librosa) (1.25.11)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests>=2.19.0->pooch>=1.0->librosa) (3.0.4)\n",
            "Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from scikit-learn!=0.19.0,>=0.14.0->librosa) (3.1.0)\n",
            "Requirement already satisfied: cffi>=1.0 in /usr/local/lib/python3.7/dist-packages (from soundfile>=0.10.2->librosa) (1.15.1)\n",
            "Requirement already satisfied: pycparser in /usr/local/lib/python3.7/dist-packages (from cffi>=1.0->soundfile>=0.10.2->librosa) (2.21)\n",
            "Requirement already satisfied: typing-extensions>=3.6.4 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata->numba>=0.43.0->librosa) (4.1.1)\n",
            "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata->numba>=0.43.0->librosa) (3.10.0)\n",
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Requirement already satisfied: jiwer in /usr/local/lib/python3.7/dist-packages (2.5.1)\n",
            "Requirement already satisfied: levenshtein==0.20.2 in /usr/local/lib/python3.7/dist-packages (from jiwer) (0.20.2)\n",
            "Requirement already satisfied: rapidfuzz<3.0.0,>=2.3.0 in /usr/local/lib/python3.7/dist-packages (from levenshtein==0.20.2->jiwer) (2.13.2)\n",
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Requirement already satisfied: gradio in /usr/local/lib/python3.7/dist-packages (3.10.1)\n",
            "Requirement already satisfied: pydub in /usr/local/lib/python3.7/dist-packages (from gradio) (0.25.1)\n",
            "Requirement already satisfied: uvicorn in /usr/local/lib/python3.7/dist-packages (from gradio) (0.20.0)\n",
            "Requirement already satisfied: python-multipart in /usr/local/lib/python3.7/dist-packages (from gradio) (0.0.5)\n",
            "Requirement already satisfied: orjson in /usr/local/lib/python3.7/dist-packages (from gradio) (3.8.2)\n",
            "Requirement already satisfied: markdown-it-py[linkify,plugins] in /usr/local/lib/python3.7/dist-packages (from gradio) (2.1.0)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from gradio) (1.21.6)\n",
            "Requirement already satisfied: ffmpy in /usr/local/lib/python3.7/dist-packages (from gradio) (0.3.0)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from gradio) (2.23.0)\n",
            "Requirement already satisfied: websockets>=10.0 in /usr/local/lib/python3.7/dist-packages (from gradio) (10.4)\n",
            "Requirement already satisfied: pillow in /usr/local/lib/python3.7/dist-packages (from gradio) (7.1.2)\n",
            "Requirement already satisfied: fastapi in /usr/local/lib/python3.7/dist-packages (from gradio) (0.87.0)\n",
            "Requirement already satisfied: fsspec in /usr/local/lib/python3.7/dist-packages (from gradio) (2022.11.0)\n",
            "Requirement already satisfied: aiohttp in /usr/local/lib/python3.7/dist-packages (from gradio) (3.8.3)\n",
            "Requirement already satisfied: pandas in /usr/local/lib/python3.7/dist-packages (from gradio) (1.3.5)\n",
            "Requirement already satisfied: pycryptodome in /usr/local/lib/python3.7/dist-packages (from gradio) (3.15.0)\n",
            "Requirement already satisfied: h11<0.13,>=0.11 in /usr/local/lib/python3.7/dist-packages (from gradio) (0.12.0)\n",
            "Requirement already satisfied: jinja2 in /usr/local/lib/python3.7/dist-packages (from gradio) (2.11.3)\n",
            "Requirement already satisfied: pyyaml in /usr/local/lib/python3.7/dist-packages (from gradio) (6.0)\n",
            "Requirement already satisfied: paramiko in /usr/local/lib/python3.7/dist-packages (from gradio) (2.12.0)\n",
            "Requirement already satisfied: pydantic in /usr/local/lib/python3.7/dist-packages (from gradio) (1.10.2)\n",
            "Requirement already satisfied: httpx in /usr/local/lib/python3.7/dist-packages (from gradio) (0.23.1)\n",
            "Requirement already satisfied: matplotlib in /usr/local/lib/python3.7/dist-packages (from gradio) (3.2.2)\n",
            "Requirement already satisfied: multidict<7.0,>=4.5 in /usr/local/lib/python3.7/dist-packages (from aiohttp->gradio) (6.0.2)\n",
            "Requirement already satisfied: asynctest==0.13.0 in /usr/local/lib/python3.7/dist-packages (from aiohttp->gradio) (0.13.0)\n",
            "Requirement already satisfied: typing-extensions>=3.7.4 in /usr/local/lib/python3.7/dist-packages (from aiohttp->gradio) (4.1.1)\n",
            "Requirement already satisfied: charset-normalizer<3.0,>=2.0 in /usr/local/lib/python3.7/dist-packages (from aiohttp->gradio) (2.1.1)\n",
            "Requirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.7/dist-packages (from aiohttp->gradio) (22.1.0)\n",
            "Requirement already satisfied: async-timeout<5.0,>=4.0.0a3 in /usr/local/lib/python3.7/dist-packages (from aiohttp->gradio) (4.0.2)\n",
            "Requirement already satisfied: frozenlist>=1.1.1 in /usr/local/lib/python3.7/dist-packages (from aiohttp->gradio) (1.3.3)\n",
            "Requirement already satisfied: aiosignal>=1.1.2 in /usr/local/lib/python3.7/dist-packages (from aiohttp->gradio) (1.3.1)\n",
            "Requirement already satisfied: yarl<2.0,>=1.0 in /usr/local/lib/python3.7/dist-packages (from aiohttp->gradio) (1.8.1)\n",
            "Requirement already satisfied: idna>=2.0 in /usr/local/lib/python3.7/dist-packages (from yarl<2.0,>=1.0->aiohttp->gradio) (2.10)\n",
            "Requirement already satisfied: starlette==0.21.0 in /usr/local/lib/python3.7/dist-packages (from fastapi->gradio) (0.21.0)\n",
            "Requirement already satisfied: anyio<5,>=3.4.0 in /usr/local/lib/python3.7/dist-packages (from starlette==0.21.0->fastapi->gradio) (3.6.2)\n",
            "Requirement already satisfied: sniffio>=1.1 in /usr/local/lib/python3.7/dist-packages (from anyio<5,>=3.4.0->starlette==0.21.0->fastapi->gradio) (1.3.0)\n",
            "Requirement already satisfied: certifi in /usr/local/lib/python3.7/dist-packages (from httpx->gradio) (2022.9.24)\n",
            "Requirement already satisfied: rfc3986[idna2008]<2,>=1.3 in /usr/local/lib/python3.7/dist-packages (from httpx->gradio) (1.5.0)\n",
            "Requirement already satisfied: httpcore<0.17.0,>=0.15.0 in /usr/local/lib/python3.7/dist-packages (from httpx->gradio) (0.15.0)\n",
            "Requirement already satisfied: MarkupSafe>=0.23 in /usr/local/lib/python3.7/dist-packages (from jinja2->gradio) (2.0.1)\n",
            "Requirement already satisfied: mdurl~=0.1 in /usr/local/lib/python3.7/dist-packages (from markdown-it-py[linkify,plugins]->gradio) (0.1.2)\n",
            "Requirement already satisfied: mdit-py-plugins in /usr/local/lib/python3.7/dist-packages (from markdown-it-py[linkify,plugins]->gradio) (0.3.1)\n",
            "Requirement already satisfied: linkify-it-py~=1.0 in /usr/local/lib/python3.7/dist-packages (from markdown-it-py[linkify,plugins]->gradio) (1.0.3)\n",
            "Requirement already satisfied: uc-micro-py in /usr/local/lib/python3.7/dist-packages (from linkify-it-py~=1.0->markdown-it-py[linkify,plugins]->gradio) (1.0.1)\n",
            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib->gradio) (0.11.0)\n",
            "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->gradio) (1.4.4)\n",
            "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->gradio) (2.8.2)\n",
            "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->gradio) (3.0.9)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.1->matplotlib->gradio) (1.15.0)\n",
            "Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas->gradio) (2022.6)\n",
            "Requirement already satisfied: cryptography>=2.5 in /usr/local/lib/python3.7/dist-packages (from paramiko->gradio) (38.0.3)\n",
            "Requirement already satisfied: bcrypt>=3.1.3 in /usr/local/lib/python3.7/dist-packages (from paramiko->gradio) (4.0.1)\n",
            "Requirement already satisfied: pynacl>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from paramiko->gradio) (1.5.0)\n",
            "Requirement already satisfied: cffi>=1.12 in /usr/local/lib/python3.7/dist-packages (from cryptography>=2.5->paramiko->gradio) (1.15.1)\n",
            "Requirement already satisfied: pycparser in /usr/local/lib/python3.7/dist-packages (from cffi>=1.12->cryptography>=2.5->paramiko->gradio) (2.21)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests->gradio) (3.0.4)\n",
            "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests->gradio) (1.25.11)\n",
            "Requirement already satisfied: click>=7.0 in /usr/local/lib/python3.7/dist-packages (from uvicorn->gradio) (7.1.2)\n"
          ]
        }
      ],
      "source": [
        "!pip install datasets>=2.6.1\n",
        "!pip install git+https://github.com/huggingface/transformers\n",
        "!pip install librosa\n",
        "!pip install evaluate>=0.30\n",
        "!pip install jiwer\n",
        "!pip install gradio"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "1f60d173-8de1-4ed7-bc9a-d281cf237203",
      "metadata": {
        "id": "1f60d173-8de1-4ed7-bc9a-d281cf237203"
      },
      "source": [
        "We strongly advise you to upload model checkpoints directly the [Hugging Face Hub](https://huggingface.co/) \n",
        "whilst training. The Hub provides:\n",
        "- Integrated version control: you can be sure that no model checkpoint is lost during training.\n",
        "- Tensorboard logs: track important metrics over the course of training.\n",
        "- Model cards: document what a model does and its intended use cases.\n",
        "- Community: an easy way to share and collaborate with the community!\n",
        "\n",
        "Linking the notebook to the Hub is straightforward - it simply requires entering your \n",
        "Hub authentication token when prompted. Find your Hub authentication token [here](https://huggingface.co/settings/tokens):"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 40,
      "id": "b045a39e-2a3e-4153-bdb5-281500bcd348",
      "metadata": {
        "id": "b045a39e-2a3e-4153-bdb5-281500bcd348",
        "outputId": "cc52f297-37b0-46e2-9fe3-817154875433",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 331,
          "referenced_widgets": [
            "7a44549f956048e2af96a962cec5d793",
            "dc30e76db9cf4e8198a638ba3490e31b",
            "aa92789ff83d42a8b0c44f4ce4b714b1",
            "89c563fbdbac499596b24ba7243ce9ce",
            "cc5f01450838442ba356c9befde3e5bb",
            "33399c7f338240ec8eae9f85c41df21a",
            "754e667d9ae3435a8763522421660d78",
            "ab3da82d469c4e9e901c17052ac59911",
            "9a496c2e4aa84ff680ea1342dd46340c",
            "5cdea47e6c6f45bd9faf7a16a4348113",
            "fc02818f6d9548a38113e6efbb8a69a3",
            "2bcbb122c978442f8cdd8d45bd9ee1de",
            "19aee3fc38dd455fa73305037581cb32",
            "b597af6e2c104d7ba715533e0c2457ee",
            "d9002e62de1245f4b85ec810df4604f8",
            "0b6967dbc66e4267a680ce044e9b1d42",
            "08eb5e86d42d4693bba0a7d6c20724e7"
          ]
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "VBox(children=(HTML(value='<center> <img\\nsrc=https://huggingface.co/front/assets/huggingface_logo-noborder.sv…"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "7a44549f956048e2af96a962cec5d793"
            }
          },
          "metadata": {}
        }
      ],
      "source": [
        "from huggingface_hub import notebook_login\n",
        "\n",
        "notebook_login()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "b219c9dd-39b6-4a95-b2a1-3f547a1e7bc0",
      "metadata": {
        "id": "b219c9dd-39b6-4a95-b2a1-3f547a1e7bc0"
      },
      "source": [
        "## Load Dataset"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "674429c5-0ab4-4adf-975b-621bb69eca38",
      "metadata": {
        "id": "674429c5-0ab4-4adf-975b-621bb69eca38"
      },
      "source": [
        "Using 🤗 Datasets, downloading and preparing data is extremely simple. \n",
        "We can download and prepare the Common Voice splits in just one line of code. \n",
        "\n",
        "First, ensure you have accepted the terms of use on the Hugging Face Hub: [mozilla-foundation/common_voice_11_0](https://huggingface.co/datasets/mozilla-foundation/common_voice_11_0). Once you have accepted the terms, you will have full access to the dataset and be able to download the data locally.\n",
        "\n",
        "Since Hindi is very low-resource, we'll combine the `train` and `validation` \n",
        "splits to give approximately 8 hours of training data. We'll use the 4 hours \n",
        "of `test` data as our held-out test set:"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from datasets import load_dataset, DatasetDict\n",
        "common_voice = DatasetDict()"
      ],
      "metadata": {
        "id": "PPRfGmwekCo4"
      },
      "id": "PPRfGmwekCo4",
      "execution_count": 41,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "common_voice[\"train\"] = load_dataset(\"google/fleurs\", \"te_in\", split=\"train+validation\", use_auth_token=True)\n",
        "common_voice[\"test\"] = load_dataset(\"google/fleurs\", \"te_in\", split=\"test\", use_auth_token=True)\n",
        "\n",
        "\n",
        "# google/fleurs\n",
        "\n",
        "\n",
        "print(common_voice)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "C0m0B3l0kFnU",
        "outputId": "de07d8e5-cbb2-41ef-dfd2-5aa635c9e144"
      },
      "id": "C0m0B3l0kFnU",
      "execution_count": 42,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "WARNING:datasets.builder:Found cached dataset fleurs (/root/.cache/huggingface/datasets/google___fleurs/te_in/2.0.0/aabb39fb29739c495517ac904e2886819b6e344702f0a5b5283cb178b087c94a)\n",
            "WARNING:datasets.builder:Found cached dataset fleurs (/root/.cache/huggingface/datasets/google___fleurs/te_in/2.0.0/aabb39fb29739c495517ac904e2886819b6e344702f0a5b5283cb178b087c94a)\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "DatasetDict({\n",
            "    train: Dataset({\n",
            "        features: ['id', 'num_samples', 'path', 'audio', 'transcription', 'raw_transcription', 'gender', 'lang_id', 'language', 'lang_group_id'],\n",
            "        num_rows: 2613\n",
            "    })\n",
            "    test: Dataset({\n",
            "        features: ['id', 'num_samples', 'path', 'audio', 'transcription', 'raw_transcription', 'gender', 'lang_id', 'language', 'lang_group_id'],\n",
            "        num_rows: 472\n",
            "    })\n",
            "})\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 43,
      "id": "a2787582-554f-44ce-9f38-4180a5ed6b44",
      "metadata": {
        "id": "a2787582-554f-44ce-9f38-4180a5ed6b44"
      },
      "outputs": [],
      "source": [
        "# from datasets import load_dataset, DatasetDict\n",
        "\n",
        "# common_voice = DatasetDict()\n",
        "\n",
        "# auth_token = \"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\"\n",
        "\n",
        "# common_voice[\"train\"] = load_dataset(\"mozilla-foundation/common_voice_11_0\", \"hi\", split=\"train+validation\", use_auth_token=True)\n",
        "# common_voice[\"test\"] = load_dataset(\"mozilla-foundation/common_voice_11_0\", \"hi\", split=\"test\", use_auth_token=True)\n",
        "\n",
        "# print(common_voice)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "d5c7c3d6-7197-41e7-a088-49b753c1681f",
      "metadata": {
        "id": "d5c7c3d6-7197-41e7-a088-49b753c1681f"
      },
      "source": [
        "Most ASR datasets only provide input audio samples (`audio`) and the \n",
        "corresponding transcribed text (`sentence`). Common Voice contains additional \n",
        "metadata information, such as `accent` and `locale`, which we can disregard for ASR.\n",
        "Keeping the notebook as general as possible, we only consider the input audio and\n",
        "transcribed text for fine-tuning, discarding the additional metadata information:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 44,
      "id": "20ba635d-518c-47ac-97ee-3cad25f1e0ce",
      "metadata": {
        "id": "20ba635d-518c-47ac-97ee-3cad25f1e0ce",
        "outputId": "f6895e0b-6c5a-41f7-b908-1977c122cb92",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "DatasetDict({\n",
            "    train: Dataset({\n",
            "        features: ['audio', 'transcription'],\n",
            "        num_rows: 2613\n",
            "    })\n",
            "    test: Dataset({\n",
            "        features: ['audio', 'transcription'],\n",
            "        num_rows: 472\n",
            "    })\n",
            "})\n"
          ]
        }
      ],
      "source": [
        "common_voice = common_voice.remove_columns(['id', 'num_samples', 'path',  'raw_transcription', 'gender', 'lang_id', 'language', 'lang_group_id'])\n",
        "print(common_voice)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "2d63b2d2-f68a-4d74-b7f1-5127f6d16605",
      "metadata": {
        "id": "2d63b2d2-f68a-4d74-b7f1-5127f6d16605"
      },
      "source": [
        "## Prepare Feature Extractor, Tokenizer and Data"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "601c3099-1026-439e-93e2-5635b3ba5a73",
      "metadata": {
        "id": "601c3099-1026-439e-93e2-5635b3ba5a73"
      },
      "source": [
        "The ASR pipeline can be de-composed into three stages: \n",
        "1) A feature extractor which pre-processes the raw audio-inputs\n",
        "2) The model which performs the sequence-to-sequence mapping \n",
        "3) A tokenizer which post-processes the model outputs to text format\n",
        "\n",
        "In 🤗 Transformers, the Whisper model has an associated feature extractor and tokenizer, \n",
        "called [WhisperFeatureExtractor](https://huggingface.co/docs/transformers/main/model_doc/whisper#transformers.WhisperFeatureExtractor)\n",
        "and [WhisperTokenizer](https://huggingface.co/docs/transformers/main/model_doc/whisper#transformers.WhisperTokenizer) \n",
        "respectively.\n",
        "\n",
        "We'll go through details for setting-up the feature extractor and tokenizer one-by-one!"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "560332eb-3558-41a1-b500-e83a9f695f84",
      "metadata": {
        "id": "560332eb-3558-41a1-b500-e83a9f695f84"
      },
      "source": [
        "### Load WhisperFeatureExtractor"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "32ec8068-0bd7-412d-b662-0edb9d1e7365",
      "metadata": {
        "id": "32ec8068-0bd7-412d-b662-0edb9d1e7365"
      },
      "source": [
        "The Whisper feature extractor performs two operations:\n",
        "1. Pads / truncates the audio inputs to 30s: any audio inputs shorter than 30s are padded to 30s with silence (zeros), and those longer that 30s are truncated to 30s\n",
        "2. Converts the audio inputs to _log-Mel spectrogram_ input features, a visual representation of the audio and the form of the input expected by the Whisper model"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "589d9ec1-d12b-4b64-93f7-04c63997da19",
      "metadata": {
        "id": "589d9ec1-d12b-4b64-93f7-04c63997da19"
      },
      "source": [
        "<figure>\n",
        "<img src=\"https://raw.githubusercontent.com/sanchit-gandhi/notebooks/main/spectrogram.jpg\" alt=\"Trulli\" style=\"width:100%\">\n",
        "<figcaption align = \"center\"><b>Figure 2:</b> Conversion of sampled audio array to log-Mel spectrogram.\n",
        "Left: sampled 1-dimensional audio signal. Right: corresponding log-Mel spectrogram. Figure source:\n",
        "<a href=\"https://ai.googleblog.com/2019/04/specaugment-new-data-augmentation.html\">Google SpecAugment Blog</a>.\n",
        "</figcaption>"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "b2ef54d5-b946-4c1d-9fdc-adc5d01b46aa",
      "metadata": {
        "id": "b2ef54d5-b946-4c1d-9fdc-adc5d01b46aa"
      },
      "source": [
        "We'll load the feature extractor from the pre-trained checkpoint with the default values:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 45,
      "id": "bc77d7bb-f9e2-47f5-b663-30f7a4321ce5",
      "metadata": {
        "id": "bc77d7bb-f9e2-47f5-b663-30f7a4321ce5",
        "outputId": "0d7502ab-c11f-4807-ab5f-f872d50b0408",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0011703289346769452,\n",
            "      0.003898728871718049,\n",
            "      0.006627128925174475,\n",
            "      0.0070473202504217625,\n",
            "      0.004421714693307877,\n",
            "      0.0017961094854399562,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0010892992140725255,\n",
            "      0.003615982597693801,\n",
            "      0.006142666097730398,\n",
            "      0.007102936040610075,\n",
            "      0.004671447444707155,\n",
            "      0.002239959081634879,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0007392280967906117,\n",
            "      0.0030791081953793764,\n",
            "      0.005418988410383463,\n",
            "      0.007397185545414686,\n",
            "      0.005145462695509195,\n",
            "      0.002893739379942417,\n",
            "      0.0006420162972062826,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.00017068670422304422,\n",
            "      0.0023375742603093386,\n",
            "      0.004504461772739887,\n",
            "      0.0066713495180010796,\n",
            "      0.005798479542136192,\n",
            "      0.003713231300935149,\n",
            "      0.0016279831761494279,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0014345343224704266,\n",
            "      0.0034412189852446318,\n",
            "      0.005447904113680124,\n",
            "      0.006591092795133591,\n",
            "      0.004660011734813452,\n",
            "      0.002728930441662669,\n",
            "      0.0007978491485118866,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0004075043834745884,\n",
            "      0.002265830524265766,\n",
            "      0.004124156199395657,\n",
            "      0.005982482805848122,\n",
            "      0.005700822453945875,\n",
            "      0.003912510350346565,\n",
            "      0.0021241982467472553,\n",
            "      0.0003358862304594368,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0010099108330905437,\n",
            "      0.002730846870690584,\n",
            "      0.004451782442629337,\n",
            "      0.006172718480229378,\n",
            "      0.005150905344635248,\n",
            "      0.0034948070533573627,\n",
            "      0.0018387088784947991,\n",
            "      0.0001826105872169137,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0012943691108375788,\n",
            "      0.002888072282075882,\n",
            "      0.004481775686144829,\n",
            "      0.006075479090213776,\n",
            "      0.0048866597935557365,\n",
            "      0.003353001084178686,\n",
            "      0.0018193417927250266,\n",
            "      0.00028568264679051936,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0013131388695910573,\n",
            "      0.0027890161145478487,\n",
            "      0.004264893010258675,\n",
            "      0.0057407706044614315,\n",
            "      0.004859979264438152,\n",
            "      0.0034397069830447435,\n",
            "      0.0020194342359900475,\n",
            "      0.0005991620710119605,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0011121684219688177,\n",
            "      0.002478930866345763,\n",
            "      0.0038456933107227087,\n",
            "      0.0052124555222690105,\n",
            "      0.005028639920055866,\n",
            "      0.0037133716978132725,\n",
            "      0.002398103242740035,\n",
            "      0.0010828346712514758,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0007317548734135926,\n",
            "      0.0019974694587290287,\n",
            "      0.003263183869421482,\n",
            "      0.004528898745775223,\n",
            "      0.005355686880648136,\n",
            "      0.004137659445405006,\n",
            "      0.0029196315445005894,\n",
            "      0.0017016039928421378,\n",
            "      0.0004835762665607035,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.00020713974663522094,\n",
            "      0.0013792773243039846,\n",
            "      0.0025514145381748676,\n",
            "      0.003723552217707038,\n",
            "      0.004895689897239208,\n",
            "      0.004680895246565342,\n",
            "      0.0035529187880456448,\n",
            "      0.0024249425623565912,\n",
            "      0.0012969663366675377,\n",
            "      0.00016899015463422984,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0006545265205204487,\n",
            "      0.0017400053329765797,\n",
            "      0.0028254841454327106,\n",
            "      0.003910962492227554,\n",
            "      0.004996441304683685,\n",
            "      0.0042709787376224995,\n",
            "      0.003226396394893527,\n",
            "      0.002181813819333911,\n",
            "      0.0011372314766049385,\n",
            "      9.264905384043232e-05,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.000854626705404371,\n",
            "      0.001859853626228869,\n",
            "      0.002865080488845706,\n",
            "      0.003870307235047221,\n",
            "      0.00487553421407938,\n",
            "      0.00408313749358058,\n",
            "      0.003115783678367734,\n",
            "      0.0021484296303242445,\n",
            "      0.001181075582280755,\n",
            "      0.0002137213887181133,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0008483415003865957,\n",
            "      0.0017792496364563704,\n",
            "      0.0027101580053567886,\n",
            "      0.0036410661414265633,\n",
            "      0.004571974277496338,\n",
            "      0.004079728852957487,\n",
            "      0.003183893393725157,\n",
            "      0.002288057701662183,\n",
            "      0.0013922222424298525,\n",
            "      0.0004963868414051831,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0006716204807162285,\n",
            "      0.0015337044605985284,\n",
            "      0.002395788673311472,\n",
            "      0.0032578727696090937,\n",
            "      0.004119956865906715,\n",
            "      0.004227725323289633,\n",
            "      0.0033981208689510822,\n",
            "      0.0025685166474431753,\n",
            "      0.0017389123095199466,\n",
            "      0.0009093079133890569,\n",
            "      7.970355363795534e-05,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0003559796023182571,\n",
            "      0.0011543278815224767,\n",
            "      0.0019526762189343572,\n",
            "      0.002751024439930916,\n",
            "      0.0035493727773427963,\n",
            "      0.004347721114754677,\n",
            "      0.0037299629766494036,\n",
            "      0.002961693098768592,\n",
            "      0.00219342322088778,\n",
            "      0.0014251532265916467,\n",
            "      0.0006568834069184959,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0006682946113869548,\n",
            "      0.0014076193328946829,\n",
            "      0.0021469437051564455,\n",
            "      0.002886268775910139,\n",
            "      0.0036255933810025454,\n",
            "      0.004154576454311609,\n",
            "      0.0034431067761033773,\n",
            "      0.0027316368650645018,\n",
            "      0.0020201667211949825,\n",
            "      0.0013086966937407851,\n",
            "      0.0005972267827019095,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      9.926508937496692e-05,\n",
            "      0.0007839298341423273,\n",
            "      0.001468594535253942,\n",
            "      0.0021532592363655567,\n",
            "      0.0028379240538924932,\n",
            "      0.0035225888714194298,\n",
            "      0.0039915177039802074,\n",
            "      0.0033326479606330395,\n",
            "      0.002673778682947159,\n",
            "      0.002014909405261278,\n",
            "      0.0013560398947447538,\n",
            "      0.0006971705006435513,\n",
            "      3.8301113818306476e-05,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.00010181095422012731,\n",
            "      0.0007358568836934865,\n",
            "      0.0013699028640985489,\n",
            "      0.0020039486698806286,\n",
            "      0.002637994708493352,\n",
            "      0.0032720407471060753,\n",
            "      0.003906086552888155,\n",
            "      0.0033682563807815313,\n",
            "      0.0027580985333770514,\n",
            "      0.002147940918803215,\n",
            "      0.0015377833042293787,\n",
            "      0.0009276255150325596,\n",
            "      0.000317467754939571,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0005530364578589797,\n",
            "      0.0011402058880776167,\n",
            "      0.0017273754347115755,\n",
            "      0.0023145449813455343,\n",
            "      0.002901714527979493,\n",
            "      0.003488884074613452,\n",
            "      0.003523340215906501,\n",
            "      0.002958292607218027,\n",
            "      0.002393245231360197,\n",
            "      0.0018281979719176888,\n",
            "      0.001263150479644537,\n",
            "      0.0006981031037867069,\n",
            "      0.0001330557424807921,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0002608386566862464,\n",
            "      0.0008045974536798894,\n",
            "      0.0013483562506735325,\n",
            "      0.0018921148730441928,\n",
            "      0.0024358737282454967,\n",
            "      0.002979632467031479,\n",
            "      0.003523391205817461,\n",
            "      0.003251380519941449,\n",
            "      0.0027281083166599274,\n",
            "      0.002204835880547762,\n",
            "      0.001681563793681562,\n",
            "      0.001158291706815362,\n",
            "      0.0006350195035338402,\n",
            "      0.00011174729297636077,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0003849811910185963,\n",
            "      0.0008885387214832008,\n",
            "      0.001392096164636314,\n",
            "      0.0018956535495817661,\n",
            "      0.00239921105094254,\n",
            "      0.002902768552303314,\n",
            "      0.0034063260536640882,\n",
            "      0.003132763085886836,\n",
            "      0.0026481777895241976,\n",
            "      0.0021635922603309155,\n",
            "      0.0016790067311376333,\n",
            "      0.0011944210855290294,\n",
            "      0.0007098356145434082,\n",
            "      0.00022525011445395648,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.000366741674952209,\n",
            "      0.0008330700220540166,\n",
            "      0.0012993983691558242,\n",
            "      0.0017657268326729536,\n",
            "      0.0022320549469441175,\n",
            "      0.002698383294045925,\n",
            "      0.0031647118739783764,\n",
            "      0.003141313325613737,\n",
            "      0.002692554146051407,\n",
            "      0.0022437951993197203,\n",
            "      0.00179503601975739,\n",
            "      0.0013462770730257034,\n",
            "      0.000897518009878695,\n",
            "      0.0004487590049393475,\n",
            "      0.0\n",
            "    ]\n",
            "  ],\n",
            "  \"n_fft\": 400,\n",
            "  \"n_samples\": 480000,\n",
            "  \"nb_max_frames\": 3000,\n",
            "  \"padding_side\": \"right\",\n",
            "  \"padding_value\": 0.0,\n",
            "  \"processor_class\": \"WhisperProcessor\",\n",
            "  \"return_attention_mask\": false,\n",
            "  \"sampling_rate\": 16000\n",
            "}\n",
            "\n"
          ]
        }
      ],
      "source": [
        "from transformers import WhisperFeatureExtractor\n",
        "\n",
        "feature_extractor = WhisperFeatureExtractor.from_pretrained(\"openai/whisper-small\")"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "93748af7-b917-4ecf-a0c8-7d89077ff9cb",
      "metadata": {
        "id": "93748af7-b917-4ecf-a0c8-7d89077ff9cb"
      },
      "source": [
        "### Load WhisperTokenizer"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "2bc82609-a9fb-447a-a2af-99597c864029",
      "metadata": {
        "id": "2bc82609-a9fb-447a-a2af-99597c864029"
      },
      "source": [
        "The Whisper model outputs a sequence of _token ids_. The tokenizer maps each of these token ids to their corresponding text string. For Hindi, we can load the pre-trained tokenizer and use it for fine-tuning without any further modifications. We simply have to \n",
        "specify the target language and the task. These arguments inform the \n",
        "tokenizer to prefix the language and task tokens to the start of encoded \n",
        "label sequences:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 46,
      "id": "c7b07f9b-ae0e-4f89-98f0-0c50d432eab6",
      "metadata": {
        "id": "c7b07f9b-ae0e-4f89-98f0-0c50d432eab6",
        "outputId": "742030e7-3c85-42b3-defe-a08b1c551061",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "loading file vocab.json from cache at /root/.cache/huggingface/hub/models--openai--whisper-small/snapshots/0cfcd5b85519de824dffe97a76d81484bc994982/vocab.json\n",
            "loading file tokenizer.json from cache at None\n",
            "loading file merges.txt from cache at /root/.cache/huggingface/hub/models--openai--whisper-small/snapshots/0cfcd5b85519de824dffe97a76d81484bc994982/merges.txt\n",
            "loading file normalizer.json from cache at /root/.cache/huggingface/hub/models--openai--whisper-small/snapshots/0cfcd5b85519de824dffe97a76d81484bc994982/normalizer.json\n",
            "loading file added_tokens.json from cache at /root/.cache/huggingface/hub/models--openai--whisper-small/snapshots/0cfcd5b85519de824dffe97a76d81484bc994982/added_tokens.json\n",
            "loading file special_tokens_map.json from cache at /root/.cache/huggingface/hub/models--openai--whisper-small/snapshots/0cfcd5b85519de824dffe97a76d81484bc994982/special_tokens_map.json\n",
            "loading file tokenizer_config.json from cache at /root/.cache/huggingface/hub/models--openai--whisper-small/snapshots/0cfcd5b85519de824dffe97a76d81484bc994982/tokenizer_config.json\n",
            "Adding <|endoftext|> to the vocabulary\n",
            "Adding <|startoftranscript|> to the vocabulary\n",
            "Adding <|en|> to the vocabulary\n",
            "Adding <|zh|> to the vocabulary\n",
            "Adding <|de|> to the vocabulary\n",
            "Adding <|es|> to the vocabulary\n",
            "Adding <|ru|> to the vocabulary\n",
            "Adding <|ko|> to the vocabulary\n",
            "Adding <|fr|> to the vocabulary\n",
            "Adding <|ja|> to the vocabulary\n",
            "Adding <|pt|> to the vocabulary\n",
            "Adding <|tr|> to the vocabulary\n",
            "Adding <|pl|> to the vocabulary\n",
            "Adding <|ca|> to the vocabulary\n",
            "Adding <|nl|> to the vocabulary\n",
            "Adding <|ar|> to the vocabulary\n",
            "Adding <|sv|> to the vocabulary\n",
            "Adding <|it|> to the vocabulary\n",
            "Adding <|id|> to the vocabulary\n",
            "Adding <|hi|> to the vocabulary\n",
            "Adding <|fi|> to the vocabulary\n",
            "Adding <|vi|> to the vocabulary\n",
            "Adding <|iw|> to the vocabulary\n",
            "Adding <|uk|> to the vocabulary\n",
            "Adding <|el|> to the vocabulary\n",
            "Adding <|ms|> to the vocabulary\n",
            "Adding <|cs|> to the vocabulary\n",
            "Adding <|ro|> to the vocabulary\n",
            "Adding <|da|> to the vocabulary\n",
            "Adding <|hu|> to the vocabulary\n",
            "Adding <|ta|> to the vocabulary\n",
            "Adding <|no|> to the vocabulary\n",
            "Adding <|th|> to the vocabulary\n",
            "Adding <|ur|> to the vocabulary\n",
            "Adding <|hr|> to the vocabulary\n",
            "Adding <|bg|> to the vocabulary\n",
            "Adding <|lt|> to the vocabulary\n",
            "Adding <|la|> to the vocabulary\n",
            "Adding <|mi|> to the vocabulary\n",
            "Adding <|ml|> to the vocabulary\n",
            "Adding <|cy|> to the vocabulary\n",
            "Adding <|sk|> to the vocabulary\n",
            "Adding <|te|> to the vocabulary\n",
            "Adding <|fa|> to the vocabulary\n",
            "Adding <|lv|> to the vocabulary\n",
            "Adding <|bn|> to the vocabulary\n",
            "Adding <|sr|> to the vocabulary\n",
            "Adding <|az|> to the vocabulary\n",
            "Adding <|sl|> to the vocabulary\n",
            "Adding <|kn|> to the vocabulary\n",
            "Adding <|et|> to the vocabulary\n",
            "Adding <|mk|> to the vocabulary\n",
            "Adding <|br|> to the vocabulary\n",
            "Adding <|eu|> to the vocabulary\n",
            "Adding <|is|> to the vocabulary\n",
            "Adding <|hy|> to the vocabulary\n",
            "Adding <|ne|> to the vocabulary\n",
            "Adding <|mn|> to the vocabulary\n",
            "Adding <|bs|> to the vocabulary\n",
            "Adding <|kk|> to the vocabulary\n",
            "Adding <|sq|> to the vocabulary\n",
            "Adding <|sw|> to the vocabulary\n",
            "Adding <|gl|> to the vocabulary\n",
            "Adding <|mr|> to the vocabulary\n",
            "Adding <|pa|> to the vocabulary\n",
            "Adding <|si|> to the vocabulary\n",
            "Adding <|km|> to the vocabulary\n",
            "Adding <|sn|> to the vocabulary\n",
            "Adding <|yo|> to the vocabulary\n",
            "Adding <|so|> to the vocabulary\n",
            "Adding <|af|> to the vocabulary\n",
            "Adding <|oc|> to the vocabulary\n",
            "Adding <|ka|> to the vocabulary\n",
            "Adding <|be|> to the vocabulary\n",
            "Adding <|tg|> to the vocabulary\n",
            "Adding <|sd|> to the vocabulary\n",
            "Adding <|gu|> to the vocabulary\n",
            "Adding <|am|> to the vocabulary\n",
            "Adding <|yi|> to the vocabulary\n",
            "Adding <|lo|> to the vocabulary\n",
            "Adding <|uz|> to the vocabulary\n",
            "Adding <|fo|> to the vocabulary\n",
            "Adding <|ht|> to the vocabulary\n",
            "Adding <|ps|> to the vocabulary\n",
            "Adding <|tk|> to the vocabulary\n",
            "Adding <|nn|> to the vocabulary\n",
            "Adding <|mt|> to the vocabulary\n",
            "Adding <|sa|> to the vocabulary\n",
            "Adding <|lb|> to the vocabulary\n",
            "Adding <|my|> to the vocabulary\n",
            "Adding <|bo|> to the vocabulary\n",
            "Adding <|tl|> to the vocabulary\n",
            "Adding <|mg|> to the vocabulary\n",
            "Adding <|as|> to the vocabulary\n",
            "Adding <|tt|> to the vocabulary\n",
            "Adding <|haw|> to the vocabulary\n",
            "Adding <|ln|> to the vocabulary\n",
            "Adding <|ha|> to the vocabulary\n",
            "Adding <|ba|> to the vocabulary\n",
            "Adding <|jw|> to the vocabulary\n",
            "Adding <|su|> to the vocabulary\n",
            "Adding <|translate|> to the vocabulary\n",
            "Adding <|transcribe|> to the vocabulary\n",
            "Adding <|startoflm|> to the vocabulary\n",
            "Adding <|startofprev|> to the vocabulary\n",
            "Adding <|nocaptions|> to the vocabulary\n",
            "Adding <|notimestamps|> to the vocabulary\n"
          ]
        }
      ],
      "source": [
        "from transformers import WhisperTokenizer\n",
        "\n",
        "tokenizer = WhisperTokenizer.from_pretrained(\"openai/whisper-small\", language=\"Telugu\", task=\"transcribe\")"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "d2ef23f3-f4a8-483a-a2dc-080a7496cb1b",
      "metadata": {
        "id": "d2ef23f3-f4a8-483a-a2dc-080a7496cb1b"
      },
      "source": [
        "### Combine To Create A WhisperProcessor"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "5ff67654-5a29-4bb8-a69d-0228946c6f8d",
      "metadata": {
        "id": "5ff67654-5a29-4bb8-a69d-0228946c6f8d"
      },
      "source": [
        "To simplify using the feature extractor and tokenizer, we can _wrap_ \n",
        "both into a single `WhisperProcessor` class. This processor object \n",
        "inherits from the `WhisperFeatureExtractor` and `WhisperProcessor`, \n",
        "and can be used on the audio inputs and model predictions as required. \n",
        "In doing so, we only need to keep track of two objects during training: \n",
        "the `processor` and the `model`:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 47,
      "id": "77d9f0c5-8607-4642-a8ac-c3ab2e223ea6",
      "metadata": {
        "id": "77d9f0c5-8607-4642-a8ac-c3ab2e223ea6",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "9bea24c7-0061-45f4-bdb2-5d57168d69cb"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0011703289346769452,\n",
            "      0.003898728871718049,\n",
            "      0.006627128925174475,\n",
            "      0.0070473202504217625,\n",
            "      0.004421714693307877,\n",
            "      0.0017961094854399562,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0010892992140725255,\n",
            "      0.003615982597693801,\n",
            "      0.006142666097730398,\n",
            "      0.007102936040610075,\n",
            "      0.004671447444707155,\n",
            "      0.002239959081634879,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0007392280967906117,\n",
            "      0.0030791081953793764,\n",
            "      0.005418988410383463,\n",
            "      0.007397185545414686,\n",
            "      0.005145462695509195,\n",
            "      0.002893739379942417,\n",
            "      0.0006420162972062826,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.00017068670422304422,\n",
            "      0.0023375742603093386,\n",
            "      0.004504461772739887,\n",
            "      0.0066713495180010796,\n",
            "      0.005798479542136192,\n",
            "      0.003713231300935149,\n",
            "      0.0016279831761494279,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0014345343224704266,\n",
            "      0.0034412189852446318,\n",
            "      0.005447904113680124,\n",
            "      0.006591092795133591,\n",
            "      0.004660011734813452,\n",
            "      0.002728930441662669,\n",
            "      0.0007978491485118866,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0004075043834745884,\n",
            "      0.002265830524265766,\n",
            "      0.004124156199395657,\n",
            "      0.005982482805848122,\n",
            "      0.005700822453945875,\n",
            "      0.003912510350346565,\n",
            "      0.0021241982467472553,\n",
            "      0.0003358862304594368,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0010099108330905437,\n",
            "      0.002730846870690584,\n",
            "      0.004451782442629337,\n",
            "      0.006172718480229378,\n",
            "      0.005150905344635248,\n",
            "      0.0034948070533573627,\n",
            "      0.0018387088784947991,\n",
            "      0.0001826105872169137,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0012943691108375788,\n",
            "      0.002888072282075882,\n",
            "      0.004481775686144829,\n",
            "      0.006075479090213776,\n",
            "      0.0048866597935557365,\n",
            "      0.003353001084178686,\n",
            "      0.0018193417927250266,\n",
            "      0.00028568264679051936,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0013131388695910573,\n",
            "      0.0027890161145478487,\n",
            "      0.004264893010258675,\n",
            "      0.0057407706044614315,\n",
            "      0.004859979264438152,\n",
            "      0.0034397069830447435,\n",
            "      0.0020194342359900475,\n",
            "      0.0005991620710119605,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0011121684219688177,\n",
            "      0.002478930866345763,\n",
            "      0.0038456933107227087,\n",
            "      0.0052124555222690105,\n",
            "      0.005028639920055866,\n",
            "      0.0037133716978132725,\n",
            "      0.002398103242740035,\n",
            "      0.0010828346712514758,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0007317548734135926,\n",
            "      0.0019974694587290287,\n",
            "      0.003263183869421482,\n",
            "      0.004528898745775223,\n",
            "      0.005355686880648136,\n",
            "      0.004137659445405006,\n",
            "      0.0029196315445005894,\n",
            "      0.0017016039928421378,\n",
            "      0.0004835762665607035,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.00020713974663522094,\n",
            "      0.0013792773243039846,\n",
            "      0.0025514145381748676,\n",
            "      0.003723552217707038,\n",
            "      0.004895689897239208,\n",
            "      0.004680895246565342,\n",
            "      0.0035529187880456448,\n",
            "      0.0024249425623565912,\n",
            "      0.0012969663366675377,\n",
            "      0.00016899015463422984,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0006545265205204487,\n",
            "      0.0017400053329765797,\n",
            "      0.0028254841454327106,\n",
            "      0.003910962492227554,\n",
            "      0.004996441304683685,\n",
            "      0.0042709787376224995,\n",
            "      0.003226396394893527,\n",
            "      0.002181813819333911,\n",
            "      0.0011372314766049385,\n",
            "      9.264905384043232e-05,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.000854626705404371,\n",
            "      0.001859853626228869,\n",
            "      0.002865080488845706,\n",
            "      0.003870307235047221,\n",
            "      0.00487553421407938,\n",
            "      0.00408313749358058,\n",
            "      0.003115783678367734,\n",
            "      0.0021484296303242445,\n",
            "      0.001181075582280755,\n",
            "      0.0002137213887181133,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0008483415003865957,\n",
            "      0.0017792496364563704,\n",
            "      0.0027101580053567886,\n",
            "      0.0036410661414265633,\n",
            "      0.004571974277496338,\n",
            "      0.004079728852957487,\n",
            "      0.003183893393725157,\n",
            "      0.002288057701662183,\n",
            "      0.0013922222424298525,\n",
            "      0.0004963868414051831,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0006716204807162285,\n",
            "      0.0015337044605985284,\n",
            "      0.002395788673311472,\n",
            "      0.0032578727696090937,\n",
            "      0.004119956865906715,\n",
            "      0.004227725323289633,\n",
            "      0.0033981208689510822,\n",
            "      0.0025685166474431753,\n",
            "      0.0017389123095199466,\n",
            "      0.0009093079133890569,\n",
            "      7.970355363795534e-05,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0003559796023182571,\n",
            "      0.0011543278815224767,\n",
            "      0.0019526762189343572,\n",
            "      0.002751024439930916,\n",
            "      0.0035493727773427963,\n",
            "      0.004347721114754677,\n",
            "      0.0037299629766494036,\n",
            "      0.002961693098768592,\n",
            "      0.00219342322088778,\n",
            "      0.0014251532265916467,\n",
            "      0.0006568834069184959,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0006682946113869548,\n",
            "      0.0014076193328946829,\n",
            "      0.0021469437051564455,\n",
            "      0.002886268775910139,\n",
            "      0.0036255933810025454,\n",
            "      0.004154576454311609,\n",
            "      0.0034431067761033773,\n",
            "      0.0027316368650645018,\n",
            "      0.0020201667211949825,\n",
            "      0.0013086966937407851,\n",
            "      0.0005972267827019095,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      9.926508937496692e-05,\n",
            "      0.0007839298341423273,\n",
            "      0.001468594535253942,\n",
            "      0.0021532592363655567,\n",
            "      0.0028379240538924932,\n",
            "      0.0035225888714194298,\n",
            "      0.0039915177039802074,\n",
            "      0.0033326479606330395,\n",
            "      0.002673778682947159,\n",
            "      0.002014909405261278,\n",
            "      0.0013560398947447538,\n",
            "      0.0006971705006435513,\n",
            "      3.8301113818306476e-05,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.00010181095422012731,\n",
            "      0.0007358568836934865,\n",
            "      0.0013699028640985489,\n",
            "      0.0020039486698806286,\n",
            "      0.002637994708493352,\n",
            "      0.0032720407471060753,\n",
            "      0.003906086552888155,\n",
            "      0.0033682563807815313,\n",
            "      0.0027580985333770514,\n",
            "      0.002147940918803215,\n",
            "      0.0015377833042293787,\n",
            "      0.0009276255150325596,\n",
            "      0.000317467754939571,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0005530364578589797,\n",
            "      0.0011402058880776167,\n",
            "      0.0017273754347115755,\n",
            "      0.0023145449813455343,\n",
            "      0.002901714527979493,\n",
            "      0.003488884074613452,\n",
            "      0.003523340215906501,\n",
            "      0.002958292607218027,\n",
            "      0.002393245231360197,\n",
            "      0.0018281979719176888,\n",
            "      0.001263150479644537,\n",
            "      0.0006981031037867069,\n",
            "      0.0001330557424807921,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0002608386566862464,\n",
            "      0.0008045974536798894,\n",
            "      0.0013483562506735325,\n",
            "      0.0018921148730441928,\n",
            "      0.0024358737282454967,\n",
            "      0.002979632467031479,\n",
            "      0.003523391205817461,\n",
            "      0.003251380519941449,\n",
            "      0.0027281083166599274,\n",
            "      0.002204835880547762,\n",
            "      0.001681563793681562,\n",
            "      0.001158291706815362,\n",
            "      0.0006350195035338402,\n",
            "      0.00011174729297636077,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0003849811910185963,\n",
            "      0.0008885387214832008,\n",
            "      0.001392096164636314,\n",
            "      0.0018956535495817661,\n",
            "      0.00239921105094254,\n",
            "      0.002902768552303314,\n",
            "      0.0034063260536640882,\n",
            "      0.003132763085886836,\n",
            "      0.0026481777895241976,\n",
            "      0.0021635922603309155,\n",
            "      0.0016790067311376333,\n",
            "      0.0011944210855290294,\n",
            "      0.0007098356145434082,\n",
            "      0.00022525011445395648,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0\n",
            "    ],\n",
            "    [\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.0,\n",
            "      0.000366741674952209,\n",
            "      0.0008330700220540166,\n",
            "      0.0012993983691558242,\n",
            "      0.0017657268326729536,\n",
            "      0.0022320549469441175,\n",
            "      0.002698383294045925,\n",
            "      0.0031647118739783764,\n",
            "      0.003141313325613737,\n",
            "      0.002692554146051407,\n",
            "      0.0022437951993197203,\n",
            "      0.00179503601975739,\n",
            "      0.0013462770730257034,\n",
            "      0.000897518009878695,\n",
            "      0.0004487590049393475,\n",
            "      0.0\n",
            "    ]\n",
            "  ],\n",
            "  \"n_fft\": 400,\n",
            "  \"n_samples\": 480000,\n",
            "  \"nb_max_frames\": 3000,\n",
            "  \"padding_side\": \"right\",\n",
            "  \"padding_value\": 0.0,\n",
            "  \"processor_class\": \"WhisperProcessor\",\n",
            "  \"return_attention_mask\": false,\n",
            "  \"sampling_rate\": 16000\n",
            "}\n",
            "\n",
            "loading file vocab.json from cache at /root/.cache/huggingface/hub/models--openai--whisper-small/snapshots/0cfcd5b85519de824dffe97a76d81484bc994982/vocab.json\n",
            "loading file tokenizer.json from cache at None\n",
            "loading file merges.txt from cache at /root/.cache/huggingface/hub/models--openai--whisper-small/snapshots/0cfcd5b85519de824dffe97a76d81484bc994982/merges.txt\n",
            "loading file normalizer.json from cache at /root/.cache/huggingface/hub/models--openai--whisper-small/snapshots/0cfcd5b85519de824dffe97a76d81484bc994982/normalizer.json\n",
            "loading file added_tokens.json from cache at /root/.cache/huggingface/hub/models--openai--whisper-small/snapshots/0cfcd5b85519de824dffe97a76d81484bc994982/added_tokens.json\n",
            "loading file special_tokens_map.json from cache at /root/.cache/huggingface/hub/models--openai--whisper-small/snapshots/0cfcd5b85519de824dffe97a76d81484bc994982/special_tokens_map.json\n",
            "loading file tokenizer_config.json from cache at /root/.cache/huggingface/hub/models--openai--whisper-small/snapshots/0cfcd5b85519de824dffe97a76d81484bc994982/tokenizer_config.json\n",
            "Adding <|endoftext|> to the vocabulary\n",
            "Adding <|startoftranscript|> to the vocabulary\n",
            "Adding <|en|> to the vocabulary\n",
            "Adding <|zh|> to the vocabulary\n",
            "Adding <|de|> to the vocabulary\n",
            "Adding <|es|> to the vocabulary\n",
            "Adding <|ru|> to the vocabulary\n",
            "Adding <|ko|> to the vocabulary\n",
            "Adding <|fr|> to the vocabulary\n",
            "Adding <|ja|> to the vocabulary\n",
            "Adding <|pt|> to the vocabulary\n",
            "Adding <|tr|> to the vocabulary\n",
            "Adding <|pl|> to the vocabulary\n",
            "Adding <|ca|> to the vocabulary\n",
            "Adding <|nl|> to the vocabulary\n",
            "Adding <|ar|> to the vocabulary\n",
            "Adding <|sv|> to the vocabulary\n",
            "Adding <|it|> to the vocabulary\n",
            "Adding <|id|> to the vocabulary\n",
            "Adding <|hi|> to the vocabulary\n",
            "Adding <|fi|> to the vocabulary\n",
            "Adding <|vi|> to the vocabulary\n",
            "Adding <|iw|> to the vocabulary\n",
            "Adding <|uk|> to the vocabulary\n",
            "Adding <|el|> to the vocabulary\n",
            "Adding <|ms|> to the vocabulary\n",
            "Adding <|cs|> to the vocabulary\n",
            "Adding <|ro|> to the vocabulary\n",
            "Adding <|da|> to the vocabulary\n",
            "Adding <|hu|> to the vocabulary\n",
            "Adding <|ta|> to the vocabulary\n",
            "Adding <|no|> to the vocabulary\n",
            "Adding <|th|> to the vocabulary\n",
            "Adding <|ur|> to the vocabulary\n",
            "Adding <|hr|> to the vocabulary\n",
            "Adding <|bg|> to the vocabulary\n",
            "Adding <|lt|> to the vocabulary\n",
            "Adding <|la|> to the vocabulary\n",
            "Adding <|mi|> to the vocabulary\n",
            "Adding <|ml|> to the vocabulary\n",
            "Adding <|cy|> to the vocabulary\n",
            "Adding <|sk|> to the vocabulary\n",
            "Adding <|te|> to the vocabulary\n",
            "Adding <|fa|> to the vocabulary\n",
            "Adding <|lv|> to the vocabulary\n",
            "Adding <|bn|> to the vocabulary\n",
            "Adding <|sr|> to the vocabulary\n",
            "Adding <|az|> to the vocabulary\n",
            "Adding <|sl|> to the vocabulary\n",
            "Adding <|kn|> to the vocabulary\n",
            "Adding <|et|> to the vocabulary\n",
            "Adding <|mk|> to the vocabulary\n",
            "Adding <|br|> to the vocabulary\n",
            "Adding <|eu|> to the vocabulary\n",
            "Adding <|is|> to the vocabulary\n",
            "Adding <|hy|> to the vocabulary\n",
            "Adding <|ne|> to the vocabulary\n",
            "Adding <|mn|> to the vocabulary\n",
            "Adding <|bs|> to the vocabulary\n",
            "Adding <|kk|> to the vocabulary\n",
            "Adding <|sq|> to the vocabulary\n",
            "Adding <|sw|> to the vocabulary\n",
            "Adding <|gl|> to the vocabulary\n",
            "Adding <|mr|> to the vocabulary\n",
            "Adding <|pa|> to the vocabulary\n",
            "Adding <|si|> to the vocabulary\n",
            "Adding <|km|> to the vocabulary\n",
            "Adding <|sn|> to the vocabulary\n",
            "Adding <|yo|> to the vocabulary\n",
            "Adding <|so|> to the vocabulary\n",
            "Adding <|af|> to the vocabulary\n",
            "Adding <|oc|> to the vocabulary\n",
            "Adding <|ka|> to the vocabulary\n",
            "Adding <|be|> to the vocabulary\n",
            "Adding <|tg|> to the vocabulary\n",
            "Adding <|sd|> to the vocabulary\n",
            "Adding <|gu|> to the vocabulary\n",
            "Adding <|am|> to the vocabulary\n",
            "Adding <|yi|> to the vocabulary\n",
            "Adding <|lo|> to the vocabulary\n",
            "Adding <|uz|> to the vocabulary\n",
            "Adding <|fo|> to the vocabulary\n",
            "Adding <|ht|> to the vocabulary\n",
            "Adding <|ps|> to the vocabulary\n",
            "Adding <|tk|> to the vocabulary\n",
            "Adding <|nn|> to the vocabulary\n",
            "Adding <|mt|> to the vocabulary\n",
            "Adding <|sa|> to the vocabulary\n",
            "Adding <|lb|> to the vocabulary\n",
            "Adding <|my|> to the vocabulary\n",
            "Adding <|bo|> to the vocabulary\n",
            "Adding <|tl|> to the vocabulary\n",
            "Adding <|mg|> to the vocabulary\n",
            "Adding <|as|> to the vocabulary\n",
            "Adding <|tt|> to the vocabulary\n",
            "Adding <|haw|> to the vocabulary\n",
            "Adding <|ln|> to the vocabulary\n",
            "Adding <|ha|> to the vocabulary\n",
            "Adding <|ba|> to the vocabulary\n",
            "Adding <|jw|> to the vocabulary\n",
            "Adding <|su|> to the vocabulary\n",
            "Adding <|translate|> to the vocabulary\n",
            "Adding <|transcribe|> to the vocabulary\n",
            "Adding <|startoflm|> to the vocabulary\n",
            "Adding <|startofprev|> to the vocabulary\n",
            "Adding <|nocaptions|> to the vocabulary\n",
            "Adding <|notimestamps|> to the vocabulary\n"
          ]
        }
      ],
      "source": [
        "from transformers import WhisperProcessor\n",
        "\n",
        "processor = WhisperProcessor.from_pretrained(\"openai/whisper-small\", language=\"Telugu\", task=\"transcribe\")"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "381acd09-0b0f-4d04-9eb3-f028ac0e5f2c",
      "metadata": {
        "id": "381acd09-0b0f-4d04-9eb3-f028ac0e5f2c"
      },
      "source": [
        "### Prepare Data"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "9649bf01-2e8a-45e5-8fca-441c13637b8f",
      "metadata": {
        "id": "9649bf01-2e8a-45e5-8fca-441c13637b8f"
      },
      "source": [
        "Let's print the first example of the Common Voice dataset to see \n",
        "what form the data is in:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 48,
      "id": "6e6b0ec5-0c94-4e2c-ae24-c791be1b2255",
      "metadata": {
        "id": "6e6b0ec5-0c94-4e2c-ae24-c791be1b2255",
        "outputId": "8b1fa713-5204-45c8-afde-acf9bfd536d6",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "{'audio': {'path': '16034248050795652008.wav', 'array': array([ 0.        ,  0.        ,  0.        , ...,  0.01135588,\n",
            "        0.00194162, -0.00869256]), 'sampling_rate': 16000}, 'transcription': 'కాసినోలు సాధారణంగా అతిధులు ఖర్చు పెట్టిన సమయాన్ని మరియు డబ్బును గరిష్టం చేయడానికి అనేక ప్రయత్నాలు చేస్తాయి కిటికీలు మరియు గడియారాలు సాధారణంగా లోపముగా ఉంటాయి మరియు నిష్క్రమణలను కనుగొనడం కష్టం'}\n"
          ]
        }
      ],
      "source": [
        "print(common_voice[\"train\"][0])"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "5a679f05-063d-41b3-9b58-4fc9c6ccf4fd",
      "metadata": {
        "id": "5a679f05-063d-41b3-9b58-4fc9c6ccf4fd"
      },
      "source": [
        "Since \n",
        "our input audio is sampled at 48kHz, we need to _downsample_ it to \n",
        "16kHz prior to passing it to the Whisper feature extractor, 16kHz being the sampling rate expected by the Whisper model. \n",
        "\n",
        "We'll set the audio inputs to the correct sampling rate using dataset's \n",
        "[`cast_column`](https://huggingface.co/docs/datasets/package_reference/main_classes.html?highlight=cast_column#datasets.DatasetDict.cast_column)\n",
        "method. This operation does not change the audio in-place, \n",
        "but rather signals to `datasets` to resample audio samples _on the fly_ the \n",
        "first time that they are loaded:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 49,
      "id": "f12e2e57-156f-417b-8cfb-69221cc198e8",
      "metadata": {
        "id": "f12e2e57-156f-417b-8cfb-69221cc198e8"
      },
      "outputs": [],
      "source": [
        "from datasets import Audio\n",
        "\n",
        "common_voice = common_voice.cast_column(\"audio\", Audio(sampling_rate=16000))"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "00382a3e-abec-4cdd-a54c-d1aaa3ea4707",
      "metadata": {
        "id": "00382a3e-abec-4cdd-a54c-d1aaa3ea4707"
      },
      "source": [
        "Re-loading the first audio sample in the Common Voice dataset will resample \n",
        "it to the desired sampling rate:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 50,
      "id": "87122d71-289a-466a-afcf-fa354b18946b",
      "metadata": {
        "id": "87122d71-289a-466a-afcf-fa354b18946b",
        "outputId": "0ac3fd6c-3793-4972-b579-da40d6d35f12",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "{'audio': {'path': '16034248050795652008.wav', 'array': array([ 0.        ,  0.        ,  0.        , ...,  0.01135588,\n",
            "        0.00194162, -0.00869256]), 'sampling_rate': 16000}, 'transcription': 'కాసినోలు సాధారణంగా అతిధులు ఖర్చు పెట్టిన సమయాన్ని మరియు డబ్బును గరిష్టం చేయడానికి అనేక ప్రయత్నాలు చేస్తాయి కిటికీలు మరియు గడియారాలు సాధారణంగా లోపముగా ఉంటాయి మరియు నిష్క్రమణలను కనుగొనడం కష్టం'}\n"
          ]
        }
      ],
      "source": [
        "print(common_voice[\"train\"][0])"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "91edc72d-08f8-4f01-899d-74e65ce441fc",
      "metadata": {
        "id": "91edc72d-08f8-4f01-899d-74e65ce441fc"
      },
      "source": [
        "Now we can write a function to prepare our data ready for the model:\n",
        "1. We load and resample the audio data by calling `batch[\"audio\"]`. As explained above, 🤗 Datasets performs any necessary resampling operations on the fly.\n",
        "2. We use the feature extractor to compute the log-Mel spectrogram input features from our 1-dimensional audio array.\n",
        "3. We encode the transcriptions to label ids through the use of the tokenizer."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 51,
      "id": "6525c478-8962-4394-a1c4-103c54cce170",
      "metadata": {
        "id": "6525c478-8962-4394-a1c4-103c54cce170"
      },
      "outputs": [],
      "source": [
        "def prepare_dataset(batch):\n",
        "    # load and resample audio data from 48 to 16kHz\n",
        "    audio = batch[\"audio\"]\n",
        "\n",
        "    # compute log-Mel input features from input audio array \n",
        "    batch[\"input_features\"] = feature_extractor(audio[\"array\"], sampling_rate=audio[\"sampling_rate\"]).input_features[0]\n",
        "\n",
        "    # encode target text to label ids \n",
        "    batch[\"labels\"] = tokenizer(batch[\"transcription\"]).input_ids\n",
        "    # batch[\"labels\"] = tokenizer(batch[\"sentence\"]).input_ids\n",
        "    return batch"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "70b319fb-2439-4ef6-a70d-a47bf41c4a13",
      "metadata": {
        "id": "70b319fb-2439-4ef6-a70d-a47bf41c4a13"
      },
      "source": [
        "We can apply the data preparation function to all of our training examples using dataset's `.map` method. The argument `num_proc` specifies how many CPU cores to use. Setting `num_proc` > 1 will enable multiprocessing. If the `.map` method hangs with multiprocessing, set `num_proc=1` and process the dataset sequentially."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "7b73ab39-ffaf-4b9e-86e5-782963c6134b",
      "metadata": {
        "id": "7b73ab39-ffaf-4b9e-86e5-782963c6134b",
        "outputId": "5549bb51-f6ef-489e-f387-8a7fd453633d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 362,
          "referenced_widgets": [
            "7d8850921adf4fae8e4f9aa66b3c30ef",
            "f065d0ce729a4eaaa552daebf11a0c9f",
            "76b6904a9224464c9786424c34c7715e",
            "bf54eace6802444490b38639b07f4f41",
            "47a39421442648c29a3517b4213f055a",
            "028df5818a674315b8b672d936430204",
            "77e05de5d1a14b5081bc74a0ec4498e8",
            "ce43f58f91df445381d3567be0e8fe06",
            "584489a0119b45af86fb21532bc338ed",
            "60522e62e5c946e293abf83afd23c2f8",
            "fd34a9aaac9f4ecd80e8c83c124a041a",
            "9066ea82223b48838f9e91b8fc371546",
            "377643f7e4c94f2bb6a4d0f873d28ddd",
            "bc795312997b463d997ee0970863595a",
            "1f5570172b754106ae185a6b06534e6e",
            "e2b55a8f74e24f9b8daaa548c8d3bb21",
            "fe4dbdd481f34276a2bc2e4e730a0f9a",
            "1c4cae72c0b2487888247fd4c16f0b80",
            "49fb9ce44288402fa03d158b9d7fa200",
            "eb11bf01d3ab43798e1d6421ba092f91",
            "8ad280ad200d41a6bbd2680458c4edce",
            "29d27f7d65d04c6db2aa3b6dd6f69c43",
            "10a9114584184f7ea2716235fafd56ff",
            "6d23d360f302410fbbb2cecb52fac296",
            "0c12b04819634a0ca89f0b04197b197a",
            "3f1468c557f64478a7e8fc9f17b09b96",
            "b8618555011e4bbbbc896df2cb89d43e",
            "6e9563284bff4f73b2d487378586c11f",
            "8b7d7adcf61240a18fb12a155c8081d3",
            "2768a6fc65ef41ce820721ebf5c8fe89",
            "b837deca535142f28008eca4315cf1d5",
            "40dcc82835c2435ba4f1ec02224266b9",
            "4510fdfa6f02415493d2069064328dd8",
            "807c44dd81594eccb574635c5441106c",
            "06c41c07f81c4455b462568131e37811",
            "98b0a4fe77fa492d92b2e6a5ad6f6446",
            "b7e7475ea3914686b350dc2b6f067321",
            "768838a4dd8146ff85c66ed02079e777",
            "4c37608b754e40bb9428352421c6e5c4",
            "abc5ccd2cd8c4e9cb9a51141996ed435",
            "1e9ca5157c7144fdac4920e19e9dd1bc",
            "d5790b78153f4b4db1d969f7f6347a0c",
            "fd18489dc18d4810b45c9ac63b0df37d",
            "e32d5b20e54644978511505974500fc9",
            "21ae190ac7554c2da3c08491c9a4f2d8",
            "95561c615381476781a36ecfa3e1c9c3",
            "a48707c4cc654d50893ae54e6ef7dd4d",
            "62a35796b9754a0bb1690df713b99e97",
            "2812abbbbf2e4d1da305444b2e4db23c",
            "1d056c3c741d4c2f9536fe38c3ae07ec",
            "c3b3520e193f473bbfb67faf04652a6b",
            "fd2ae524f2344d89b7cb329e6ab0bf8f",
            "6a7f04a9aa04415aad674a67f7b00786",
            "5808499797d04c1196955e194a4a204a",
            "f616efd4fae54a4d90fc4d54fbcc5d3e",
            "960e141b48084c358da9743382e684bb",
            "d8598ad7ae894936939bce95159803a0",
            "f91bd96ada294633b49083024afe46af",
            "b830cc619dce482aa5eab87270ce6da1",
            "9a01637b7ebd47328c25ecc231adf6e1",
            "4a73b0bacfa041e3ba35f76adf85236e",
            "3cdca2af15a44fab9fd26dcf1f45f28c",
            "591a316f39d44111a75e93ce3689417b",
            "bd49a76bd3054b53a2de2975c623a57d",
            "7647be9338534cb399af9875de9e4b08",
            "3822234e678649d59e5c3e3a19eea0e8",
            "9a197bdf03fe45128251f9adb9dd4928",
            "4e7e556c04454033b6d67511d0991180",
            "cf735b2dd5c148f080aff12bfe8a9bc9",
            "226a32836283456681462931d23a4253",
            "39f2ff0536414d70ba645040578f05fe",
            "e9350a2e29444d769eaa5caaac8f99a4",
            "c14a8eff12d64b2b8284c2b48dc58914",
            "0c137b13e1ea4c15a1e2d53167c11eb0",
            "4fe071788f804dfe8703c3d4af504d2d",
            "3922c3e271774e3aa5ce708e8efd81a7",
            "b72b6c328067497d966b18aabc815e3b",
            "2e34a36ef6314d5d9d8775ebd76a6bb2",
            "aa1e09aba8074353bba3b3b483e7ac83",
            "b00407bc4e1e4589be1cb611a768513c",
            "59967e62adbf4ecd8b0642e3857b3d0e",
            "79a78aef391948c58c67abf4fb2e7b49",
            "ff1c0e2c158a4ab2ba64c682fb26996f",
            "25b18c4bd9e347d586012a6f40b39d57",
            "6d168b621c824cc4bb3f81034efd2f64",
            "d4cde6eaa99d4aed953afe56c9544155",
            "f2ffaee353f04270b5b66bfcf9fb957a",
            "879bd4acdc7c46a6aac97da671002c4d"
          ]
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "          "
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "#3:   0%|          | 0/327 [00:00<?, ?ex/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "7d8850921adf4fae8e4f9aa66b3c30ef"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "  "
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "#1:   0%|          | 0/327 [00:00<?, ?ex/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "9066ea82223b48838f9e91b8fc371546"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            " "
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "#5:   0%|          | 0/326 [00:00<?, ?ex/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "10a9114584184f7ea2716235fafd56ff"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "#0:   0%|          | 0/327 [00:00<?, ?ex/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "807c44dd81594eccb574635c5441106c"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "#4:   0%|          | 0/327 [00:00<?, ?ex/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "21ae190ac7554c2da3c08491c9a4f2d8"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            " "
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "#7:   0%|          | 0/326 [00:00<?, ?ex/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "960e141b48084c358da9743382e684bb"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "  "
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "#6:   0%|          | 0/326 [00:00<?, ?ex/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "9a197bdf03fe45128251f9adb9dd4928"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "#2:   0%|          | 0/327 [00:00<?, ?ex/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "2e34a36ef6314d5d9d8775ebd76a6bb2"
            }
          },
          "metadata": {}
        }
      ],
      "source": [
        "common_voice = common_voice.map(prepare_dataset, remove_columns=common_voice.column_names[\"train\"], num_proc=8)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "263a5a58-0239-4a25-b0df-c625fc9c5810",
      "metadata": {
        "id": "263a5a58-0239-4a25-b0df-c625fc9c5810"
      },
      "source": [
        "## Training and Evaluation"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "a693e768-c5a6-453f-89a1-b601dcf7daf7",
      "metadata": {
        "id": "a693e768-c5a6-453f-89a1-b601dcf7daf7"
      },
      "source": [
        "Now that we've prepared our data, we're ready to dive into the training pipeline. \n",
        "The [🤗 Trainer](https://huggingface.co/transformers/master/main_classes/trainer.html?highlight=trainer)\n",
        "will do much of the heavy lifting for us. All we have to do is:\n",
        "\n",
        "- Define a data collator: the data collator takes our pre-processed data and prepares PyTorch tensors ready for the model.\n",
        "\n",
        "- Evaluation metrics: during evaluation, we want to evaluate the model using the [word error rate (WER)](https://huggingface.co/metrics/wer) metric. We need to define a `compute_metrics` function that handles this computation.\n",
        "\n",
        "- Load a pre-trained checkpoint: we need to load a pre-trained checkpoint and configure it correctly for training.\n",
        "\n",
        "- Define the training configuration: this will be used by the 🤗 Trainer to define the training schedule.\n",
        "\n",
        "Once we've fine-tuned the model, we will evaluate it on the test data to verify that we have correctly trained it \n",
        "to transcribe speech in Hindi."
      ]
    },
    {
      "cell_type": "markdown",
      "id": "8d230e6d-624c-400a-bbf5-fa660881df25",
      "metadata": {
        "id": "8d230e6d-624c-400a-bbf5-fa660881df25"
      },
      "source": [
        "### Define a Data Collator"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "04def221-0637-4a69-b242-d3f0c1d0ee78",
      "metadata": {
        "id": "04def221-0637-4a69-b242-d3f0c1d0ee78"
      },
      "source": [
        "The data collator for a sequence-to-sequence speech model is unique in the sense that it \n",
        "treats the `input_features` and `labels` independently: the  `input_features` must be \n",
        "handled by the feature extractor and the `labels` by the tokenizer.\n",
        "\n",
        "The `input_features` are already padded to 30s and converted to a log-Mel spectrogram \n",
        "of fixed dimension by action of the feature extractor, so all we have to do is convert the `input_features`\n",
        "to batched PyTorch tensors. We do this using the feature extractor's `.pad` method with `return_tensors=pt`.\n",
        "\n",
        "The `labels` on the other hand are un-padded. We first pad the sequences\n",
        "to the maximum length in the batch using the tokenizer's `.pad` method. The padding tokens \n",
        "are then replaced by `-100` so that these tokens are **not** taken into account when \n",
        "computing the loss. We then cut the BOS token from the start of the label sequence as we \n",
        "append it later during training.\n",
        "\n",
        "We can leverage the `WhisperProcessor` we defined earlier to perform both the \n",
        "feature extractor and the tokenizer operations:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "8326221e-ec13-4731-bb4e-51e5fc1486c5",
      "metadata": {
        "id": "8326221e-ec13-4731-bb4e-51e5fc1486c5"
      },
      "outputs": [],
      "source": [
        "import torch\n",
        "\n",
        "from dataclasses import dataclass\n",
        "from typing import Any, Dict, List, Union\n",
        "\n",
        "@dataclass\n",
        "class DataCollatorSpeechSeq2SeqWithPadding:\n",
        "    processor: Any\n",
        "\n",
        "    def __call__(self, features: List[Dict[str, Union[List[int], torch.Tensor]]]) -> Dict[str, torch.Tensor]:\n",
        "        # split inputs and labels since they have to be of different lengths and need different padding methods\n",
        "        # first treat the audio inputs by simply returning torch tensors\n",
        "        input_features = [{\"input_features\": feature[\"input_features\"]} for feature in features]\n",
        "        batch = self.processor.feature_extractor.pad(input_features, return_tensors=\"pt\")\n",
        "\n",
        "        # get the tokenized label sequences\n",
        "        label_features = [{\"input_ids\": feature[\"labels\"]} for feature in features]\n",
        "        # pad the labels to max length\n",
        "        labels_batch = self.processor.tokenizer.pad(label_features, return_tensors=\"pt\")\n",
        "\n",
        "        # replace padding with -100 to ignore loss correctly\n",
        "        labels = labels_batch[\"input_ids\"].masked_fill(labels_batch.attention_mask.ne(1), -100)\n",
        "\n",
        "        # if bos token is appended in previous tokenization step,\n",
        "        # cut bos token here as it's append later anyways\n",
        "        if (labels[:, 0] == self.processor.tokenizer.bos_token_id).all().cpu().item():\n",
        "            labels = labels[:, 1:]\n",
        "\n",
        "        batch[\"labels\"] = labels\n",
        "\n",
        "        return batch"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "3cae7dbf-8a50-456e-a3a8-7fd005390f86",
      "metadata": {
        "id": "3cae7dbf-8a50-456e-a3a8-7fd005390f86"
      },
      "source": [
        "Let's initialise the data collator we've just defined:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "fc834702-c0d3-4a96-b101-7b87be32bf42",
      "metadata": {
        "id": "fc834702-c0d3-4a96-b101-7b87be32bf42"
      },
      "outputs": [],
      "source": [
        "data_collator = DataCollatorSpeechSeq2SeqWithPadding(processor=processor)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "d62bb2ab-750a-45e7-82e9-61d6f4805698",
      "metadata": {
        "id": "d62bb2ab-750a-45e7-82e9-61d6f4805698"
      },
      "source": [
        "### Evaluation Metrics"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "66fee1a7-a44c-461e-b047-c3917221572e",
      "metadata": {
        "id": "66fee1a7-a44c-461e-b047-c3917221572e"
      },
      "source": [
        "We'll use the word error rate (WER) metric, the 'de-facto' metric for assessing \n",
        "ASR systems. For more information, refer to the WER [docs](https://huggingface.co/metrics/wer). We'll load the WER metric from 🤗 Evaluate:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "b22b4011-f31f-4b57-b684-c52332f92890",
      "metadata": {
        "id": "b22b4011-f31f-4b57-b684-c52332f92890"
      },
      "outputs": [],
      "source": [
        "import evaluate\n",
        "\n",
        "metric = evaluate.load(\"wer\")"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "4f32cab6-31f0-4cb9-af4c-40ba0f5fc508",
      "metadata": {
        "id": "4f32cab6-31f0-4cb9-af4c-40ba0f5fc508"
      },
      "source": [
        "We then simply have to define a function that takes our model \n",
        "predictions and returns the WER metric. This function, called\n",
        "`compute_metrics`, first replaces `-100` with the `pad_token_id`\n",
        "in the `label_ids` (undoing the step we applied in the \n",
        "data collator to ignore padded tokens correctly in the loss).\n",
        "It then decodes the predicted and label ids to strings. Finally,\n",
        "it computes the WER between the predictions and reference labels:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "23959a70-22d0-4ffe-9fa1-72b61e75bb52",
      "metadata": {
        "id": "23959a70-22d0-4ffe-9fa1-72b61e75bb52"
      },
      "outputs": [],
      "source": [
        "def compute_metrics(pred):\n",
        "    pred_ids = pred.predictions\n",
        "    label_ids = pred.label_ids\n",
        "\n",
        "    # replace -100 with the pad_token_id\n",
        "    label_ids[label_ids == -100] = tokenizer.pad_token_id\n",
        "\n",
        "    # we do not want to group tokens when computing the metrics\n",
        "    pred_str = tokenizer.batch_decode(pred_ids, skip_special_tokens=True)\n",
        "    label_str = tokenizer.batch_decode(label_ids, skip_special_tokens=True)\n",
        "\n",
        "    wer = 100 * metric.compute(predictions=pred_str, references=label_str)\n",
        "\n",
        "    return {\"wer\": wer}"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "daf2a825-6d9f-4a23-b145-c37c0039075b",
      "metadata": {
        "id": "daf2a825-6d9f-4a23-b145-c37c0039075b"
      },
      "source": [
        "### Load a Pre-Trained Checkpoint"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "437a97fa-4864-476b-8abc-f28b8166cfa5",
      "metadata": {
        "id": "437a97fa-4864-476b-8abc-f28b8166cfa5"
      },
      "source": [
        "Now let's load the pre-trained Whisper `small` checkpoint. Again, this \n",
        "is trivial through use of 🤗 Transformers!"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "5a10cc4b-07ec-4ebd-ac1d-7c601023594f",
      "metadata": {
        "id": "5a10cc4b-07ec-4ebd-ac1d-7c601023594f"
      },
      "outputs": [],
      "source": [
        "from transformers import WhisperForConditionalGeneration\n",
        "\n",
        "model = WhisperForConditionalGeneration.from_pretrained(\"openai/whisper-small\")"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "a15ead5f-2277-4a39-937b-585c2497b2df",
      "metadata": {
        "id": "a15ead5f-2277-4a39-937b-585c2497b2df"
      },
      "source": [
        "Override generation arguments - no tokens are forced as decoder outputs (see [`forced_decoder_ids`](https://huggingface.co/docs/transformers/main_classes/text_generation#transformers.generation_utils.GenerationMixin.generate.forced_decoder_ids)), no tokens are suppressed during generation (see [`suppress_tokens`](https://huggingface.co/docs/transformers/main_classes/text_generation#transformers.generation_utils.GenerationMixin.generate.suppress_tokens)):"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "62038ba3-88ed-4fce-84db-338f50dcd04f",
      "metadata": {
        "id": "62038ba3-88ed-4fce-84db-338f50dcd04f"
      },
      "outputs": [],
      "source": [
        "model.config.forced_decoder_ids = None\n",
        "model.config.suppress_tokens = []"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "2178dea4-80ca-47b6-b6ea-ba1915c90c06",
      "metadata": {
        "id": "2178dea4-80ca-47b6-b6ea-ba1915c90c06"
      },
      "source": [
        "### Define the Training Configuration"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "c21af1e9-0188-4134-ac82-defc7bdcc436",
      "metadata": {
        "id": "c21af1e9-0188-4134-ac82-defc7bdcc436"
      },
      "source": [
        "In the final step, we define all the parameters related to training. For more detail on the training arguments, refer to the Seq2SeqTrainingArguments [docs](https://huggingface.co/docs/transformers/main_classes/trainer#transformers.Seq2SeqTrainingArguments)."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "0ae3e9af-97b7-4aa0-ae85-20b23b5bcb3a",
      "metadata": {
        "id": "0ae3e9af-97b7-4aa0-ae85-20b23b5bcb3a"
      },
      "outputs": [],
      "source": [
        "from transformers import Seq2SeqTrainingArguments\n",
        "\n",
        "training_args = Seq2SeqTrainingArguments(\n",
        "    output_dir=\"./whisper-small-te\",  # change to a repo name of your choice\n",
        "    per_device_train_batch_size=4, # reducing this to 4 from 16 to avoid OOM errors\n",
        "    gradient_accumulation_steps=1,  # increase by 2x for every 2x decrease in batch size\n",
        "    learning_rate=1e-5,\n",
        "    warmup_steps=50,\n",
        "    max_steps=400, # reducing this by 10% from the original\n",
        "    gradient_checkpointing=True,\n",
        "    fp16=True,\n",
        "    evaluation_strategy=\"steps\",\n",
        "    per_device_eval_batch_size=2, # reducing this to 2 from 8 to avoid OOM errors\n",
        "    predict_with_generate=True,\n",
        "    generation_max_length=225,\n",
        "    save_steps=100,\n",
        "    eval_steps=100,\n",
        "    logging_steps=25,\n",
        "    report_to=[\"tensorboard\"],\n",
        "    load_best_model_at_end=True,\n",
        "    metric_for_best_model=\"wer\",\n",
        "    greater_is_better=False,\n",
        "    push_to_hub=True,\n",
        ")"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "b3a944d8-3112-4552-82a0-be25988b3857",
      "metadata": {
        "id": "b3a944d8-3112-4552-82a0-be25988b3857"
      },
      "source": [
        "**Note**: if one does not want to upload the model checkpoints to the Hub, \n",
        "set `push_to_hub=False`."
      ]
    },
    {
      "cell_type": "markdown",
      "id": "bac29114-d226-4f54-97cf-8718c9f94e1e",
      "metadata": {
        "id": "bac29114-d226-4f54-97cf-8718c9f94e1e"
      },
      "source": [
        "We can forward the training arguments to the 🤗 Trainer along with our model,\n",
        "dataset, data collator and `compute_metrics` function:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "d546d7fe-0543-479a-b708-2ebabec19493",
      "metadata": {
        "id": "d546d7fe-0543-479a-b708-2ebabec19493"
      },
      "outputs": [],
      "source": [
        "from transformers import Seq2SeqTrainer\n",
        "\n",
        "trainer = Seq2SeqTrainer(\n",
        "    args=training_args,\n",
        "    model=model,\n",
        "    train_dataset=common_voice[\"train\"],\n",
        "    eval_dataset=common_voice[\"test\"],\n",
        "    data_collator=data_collator,\n",
        "    compute_metrics=compute_metrics,\n",
        "    tokenizer=processor.feature_extractor,\n",
        ")"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "We'll save the processor object once before starting training. Since the processor is not trainable, it won't change over the course of training:"
      ],
      "metadata": {
        "id": "uOrRhDGtN5S4"
      },
      "id": "uOrRhDGtN5S4"
    },
    {
      "cell_type": "code",
      "source": [
        "processor.save_pretrained(training_args.output_dir)"
      ],
      "metadata": {
        "id": "-2zQwMfEOBJq"
      },
      "id": "-2zQwMfEOBJq",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "id": "7f404cf9-4345-468c-8196-4bd101d9bd51",
      "metadata": {
        "id": "7f404cf9-4345-468c-8196-4bd101d9bd51"
      },
      "source": [
        "### Training"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "5e8b8d56-5a70-4f68-bd2e-f0752d0bd112",
      "metadata": {
        "id": "5e8b8d56-5a70-4f68-bd2e-f0752d0bd112"
      },
      "source": [
        "Training will take approximately 5-10 hours depending on your GPU or the one \n",
        "allocated to this Google Colab. If using this Google Colab directly to \n",
        "fine-tune a Whisper model, you should make sure that training isn't \n",
        "interrupted due to inactivity. A simple workaround to prevent this is \n",
        "to paste the following code into the console of this tab (_right mouse click_ \n",
        "-> _inspect_ -> _Console tab_ -> _insert code_)."
      ]
    },
    {
      "cell_type": "markdown",
      "id": "890a63ed-e87b-4e53-a35a-6ec1eca560af",
      "metadata": {
        "id": "890a63ed-e87b-4e53-a35a-6ec1eca560af"
      },
      "source": [
        "```javascript\n",
        "function ConnectButton(){\n",
        "    console.log(\"Connect pushed\"); \n",
        "    document.querySelector(\"#top-toolbar > colab-connect-button\").shadowRoot.querySelector(\"#connect\").click() \n",
        "}\n",
        "setInterval(ConnectButton, 60000);\n",
        "```"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "5a55168b-2f46-4678-afa0-ff22257ec06d",
      "metadata": {
        "id": "5a55168b-2f46-4678-afa0-ff22257ec06d"
      },
      "source": [
        "The peak GPU memory for the given training configuration is approximately 15.8GB. \n",
        "Depending on the GPU allocated to the Google Colab, it is possible that you will encounter a CUDA `\"out-of-memory\"` error when you launch training. \n",
        "In this case, you can reduce the `per_device_train_batch_size` incrementally by factors of 2 \n",
        "and employ [`gradient_accumulation_steps`](https://huggingface.co/docs/transformers/main_classes/trainer#transformers.Seq2SeqTrainingArguments.gradient_accumulation_steps)\n",
        "to compensate.\n",
        "\n",
        "To launch training, simply execute:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "ee8b7b8e-1c9a-4d77-9137-1778a629e6de",
      "metadata": {
        "id": "ee8b7b8e-1c9a-4d77-9137-1778a629e6de"
      },
      "outputs": [],
      "source": [
        "trainer.train()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "810ced54-7187-4a06-b2fe-ba6dcca94dc3",
      "metadata": {
        "id": "810ced54-7187-4a06-b2fe-ba6dcca94dc3"
      },
      "source": [
        "Our best WER is 32.0% - not bad for 8h of training data! We can submit our checkpoint to the [`hf-speech-bench`](https://huggingface.co/spaces/huggingface/hf-speech-bench) on push by setting the appropriate key-word arguments (kwargs):"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "c704f91e-241b-48c9-b8e0-f0da396a9663",
      "metadata": {
        "id": "c704f91e-241b-48c9-b8e0-f0da396a9663"
      },
      "outputs": [],
      "source": [
        "kwargs = {\n",
        "    \"dataset_tags\": \"google/fleurs\",\n",
        "    \"dataset\": \"Google Fleurs\",  # a 'pretty' name for the training dataset\n",
        "    \"dataset_args\": \"config: te, split: test\",\n",
        "    \"language\": \"te\",\n",
        "    \"model_name\": \"Whisper Small Hi - Naga Budigam\",  # a 'pretty' name for our model\n",
        "    \"finetuned_from\": \"openai/whisper-small\",\n",
        "    \"tasks\": \"automatic-speech-recognition\",\n",
        "    \"tags\": \"hf-asr-leaderboard\",\n",
        "}"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "090d676a-f944-4297-a938-a40eda0b2b68",
      "metadata": {
        "id": "090d676a-f944-4297-a938-a40eda0b2b68"
      },
      "source": [
        "The training results can now be uploaded to the Hub. To do so, execute the `push_to_hub` command and save the preprocessor object we created:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "d7030622-caf7-4039-939b-6195cdaa2585",
      "metadata": {
        "id": "d7030622-caf7-4039-939b-6195cdaa2585",
        "outputId": "8e268962-8db6-444b-b499-5d14d01e1e26",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 528,
          "referenced_widgets": [
            "f6c8b1ce1ea64c14abc68022a5ae41e6",
            "68ed15671d21493d912c1684e23ab611",
            "534224926a34406dbdf40aa127481d48",
            "e34f2e9b2a594008bc32ea0c59ae866a",
            "0e16e9996a6f4f5e8f0e02d81ca04adc",
            "fb332106de314a95b430ffb71ef89822",
            "8f0079874adc4770827c0193b2ca6a82",
            "bfc60bf7cea84498a9d358b15b92c3d3",
            "5cb5ff111e4a44b2b3b92738e10d0376",
            "89e5c1dc89e34c95aeed6c1f2f381f43",
            "3068677f02804cc4a9f978dceadf9ac8",
            "232d758956fb49d29a5ff9304a2a67e5",
            "d26a71f67a424d2e9d4f57c3b6ea24c8",
            "f2a2de3ada05445cb8f9b2ed91628e1e",
            "3ec5ea6659184fdb9f0f360ffcaf853e",
            "f9afdc45b57042d5a1d9fd08407375ab",
            "b9cfd6102f244c2a90186a83690dea35",
            "dbc247eb7d4c470d9c5b081a1337f475",
            "43e7a81d8790487099dd5ce0c112fb83",
            "89b81937fbd742869afe35542a451d09",
            "215773fa01544afcac846df0b8ac362a",
            "090dece7c0f44b8297bc5de7f7427810"
          ]
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Saving model checkpoint to ./whisper-small-hi\n",
            "Configuration saved in ./whisper-small-hi/config.json\n",
            "Model weights saved in ./whisper-small-hi/pytorch_model.bin\n",
            "Feature extractor saved in ./whisper-small-hi/preprocessor_config.json\n",
            "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%|          | 3.34k/922M [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "f6c8b1ce1ea64c14abc68022a5ae41e6"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Upload file runs/Nov20_08-39-53_7a9887ae34c8/events.out.tfevents.1668933611.7a9887ae34c8.73.0:  41%|####      …"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "232d758956fb49d29a5ff9304a2a67e5"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "remote: Scanning LFS files for validity, may be slow...        \n",
            "remote: LFS file scan complete.        \n",
            "To https://huggingface.co/bnriiitb/whisper-small-hi\n",
            "   4f7e9d2..e0ab590  main -> main\n",
            "\n",
            "WARNING:huggingface_hub.repository:remote: Scanning LFS files for validity, may be slow...        \n",
            "remote: LFS file scan complete.        \n",
            "To https://huggingface.co/bnriiitb/whisper-small-hi\n",
            "   4f7e9d2..e0ab590  main -> main\n",
            "\n",
            "To https://huggingface.co/bnriiitb/whisper-small-hi\n",
            "   e0ab590..21ee284  main -> main\n",
            "\n",
            "WARNING:huggingface_hub.repository:To https://huggingface.co/bnriiitb/whisper-small-hi\n",
            "   e0ab590..21ee284  main -> main\n",
            "\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'https://huggingface.co/bnriiitb/whisper-small-hi/commit/e0ab590a7e29d23e7c0c4b861c1aa92b73dbe7cd'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 30
        }
      ],
      "source": [
        "trainer.push_to_hub(**kwargs)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "34d4360d-5721-426e-b6ac-178f833fedeb",
      "metadata": {
        "id": "34d4360d-5721-426e-b6ac-178f833fedeb"
      },
      "source": [
        "## Building a Demo"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "e65489b7-18d1-447c-ba69-cd28dd80dad9",
      "metadata": {
        "id": "e65489b7-18d1-447c-ba69-cd28dd80dad9"
      },
      "source": [
        "Now that we've fine-tuned our model we can build a demo to show \n",
        "off its ASR capabilities! We'll make use of 🤗 Transformers \n",
        "`pipeline`, which will take care of the entire ASR pipeline, \n",
        "right from pre-processing the audio inputs to decoding the \n",
        "model predictions.\n",
        "\n",
        "Running the example below will generate a Gradio demo where we \n",
        "can record speech through the microphone of our computer and input it to \n",
        "our fine-tuned Whisper model to transcribe the corresponding text:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "e0ace3aa-1ef3-45cb-933f-6ddca037c5aa",
      "metadata": {
        "id": "e0ace3aa-1ef3-45cb-933f-6ddca037c5aa",
        "outputId": "6c124539-9330-4723-f117-e8249f0b37ea",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 906,
          "referenced_widgets": [
            "51b3510d126549ee83b0e44aba738fa4",
            "9209feded37c4331bbd3ec812670eaf0",
            "66112de8b9c945bab3a9bbae27dced49",
            "2360238d5a6d4a35a3a332490522e423",
            "3ec24ef6bdca481c9354125e46709a28",
            "e5ab2f541ffa4310aac4d953c8828986",
            "48a1718f304342febabc9ea94191f205",
            "440f142367e24899b6e888ab0d2c8364",
            "ada26d16135a470d899f6abdef4b867a",
            "5fa1decc6ead416dbab92d2ae4709e55",
            "3e093fab43774947b3e5e4f9277bb4e6",
            "8df4206485d04a67b20f0ca9be5b84e0",
            "8e7232d4a69e4519905aab1a6ce8bb34",
            "b143a50ab975458ab769afaceb51374e",
            "9a8ed0bb97d042c2869400f2b28b9bfd",
            "2d5d45a1e4e84dda95569440c95f709c",
            "8bdd5c13bfbd43e383819c29699cf51e",
            "3bd3bd8b36ee48dd8a9598a657d8d800",
            "a6dd7e3580494522a752057583933fab",
            "785fd7197156475998564df6038cb1e5",
            "c4169f434a9c4cb6baf266d37a259ae2",
            "64a9afdf754a4f02a1f17d30fda1b2f5",
            "c0151b3a1c284c3ea4ccc04007b11349",
            "55d5974b83324383a2497781a3aa4ee4",
            "a8c17ee941564e578797ec75e964bc5a",
            "4c50390c8eaa48a5bbcd654d7fd50289",
            "dafce97330414af6b5c8bd53ab076464",
            "945972caf35a496da78dede95cf634ea",
            "81e3f045d29b4dcd8e1ad3a01c5521b7",
            "dcf0933f00bc4d35807b9a3bb3abc460",
            "cfc3a43f52074b64a53097013dee1e46",
            "07b2e30ccfcf4046b42a83a9dd397dc3",
            "2b8840742c8348a0a6f33bb5ea08abd3",
            "35d3a3792ba743adad77d171f1fd0cd6",
            "7e484e90eb3f48c7bca6fd04a8e7545c",
            "038856df94004719b204bf65983ffee2",
            "805006cf0ec046418eacded345004263",
            "41bbbfaa60874f39813f5e074c76b9c3",
            "0627d40510fb451aa9b48f63ab5ab565",
            "dbed7f1230f246b8bd8f2adb379d9c3d",
            "5424444bcc884bb693b120ea97ca3275",
            "123c02ade0734b25ac9b79e60136ab40",
            "edd5a4b7b12c4c3cabfc18973612a5d8",
            "f9722f303e8349f6a75e051579d9853e",
            "9decf42719a649559e6a25f046f864a2",
            "7b5faae49ec7416ba49b4bd8f3175805",
            "6f31da9199444d80ab65a769c5983b9a",
            "283c2d99fe914c2987085ed0e61c33ed",
            "19400bb6e8644456bec3cf217a67ec4f",
            "c3600d103e074e119181e561682a1c15",
            "0f6165cb32074e7296382902f3412af9",
            "1ed0886521e94db18f26b38d0abcd86e",
            "500a6e19421d4901b4fa80260357ce12",
            "a58fda72d5ac41a188977eeb9041f993",
            "c2ada6e8b46947c9815cd63d8778c34e",
            "9daa4767d786400c942f1f23cab6c0cb",
            "9a3f7276ce4c49eba258c9b416aa02b5",
            "7faeb3593f184dfc8f7d51dbd5181938",
            "5706f51080f9476b9bde4b58827bbace",
            "a8aa0edfb035411ab050471c7501cbf8",
            "a29460643726428dbf75ea22bd7a1188",
            "a2e48b6096e74ae58f702edbb9d1d893",
            "75edcb885c7d407eb71c1b903aa8ad30",
            "36cb9f82c5bd47e7b598fe9bc922041d",
            "9c9abd68c27143caae52c34a73efe944",
            "e779fc9fdb054d9ab22894b5c7b1f3e8",
            "668c2e18828c4e02ae7da14cbe4b166a",
            "eeaed63adf9b48749af310404222d445",
            "a5bbd0f4f956401ebc43e741039bf5d7",
            "356bd5e0f9f746beaeb9210be66eb91e",
            "9424766b528e494089e6ea51f894b97a",
            "748a80943f484eba8cf82ca02e1aab22",
            "44e99c7330684ceebf7f254bbb600417",
            "cf4296bdb5984e9f93bea222635f79fc",
            "17782f8f232b48f882ff08bcbd84e892",
            "911204ac9aa741d08a5e73eb07075e6b",
            "24b9b20a121b4d89a0182d74b0b227e1",
            "d4df89aba2af4780ab85eede037733ac",
            "11e713172aac47219514d392a57fd729",
            "55bd7645947d4fb8965c83de82af99e1",
            "92f7f70118054771ae116b13aa0eb57f",
            "828bc9f0cf3341ecb16df7e5658591b3",
            "b6fc3230699b46dfbb803e023451a31a",
            "1a3a972645014be49396dfb36c903e2a",
            "1f23438187614c38be3765d9dd56694e",
            "1cd5d39a95164a968a487e2b3ef17c13",
            "6fae00466ff04c9e98c87171391e35a2",
            "0d1783b886c84d03ad152146fd90daad",
            "3e9488cfd93546bc8247e797db584cf6",
            "68fa68f0b54a40a3b6d5558832b9d148",
            "fce68a77d84c4abd84dba80158fce8e3",
            "b430971349564a41b6d935a90128b38e",
            "f55bd296fc4b49fc891f2fe1296c52cf",
            "813619ce0b2b49679a78a8f2f4090954",
            "98c8dad71e494f77b942053c5fe45cf4",
            "53251f9dd7da4e66823d65f06e6c3828",
            "f2ec5eb5cedb4f2883070ebcc74bff3e",
            "7cde66746ff74f17af4b0b152e6c3149",
            "448e4876b3634919ad4f2f8ff8465d63"
          ]
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading:   0%|          | 0.00/1.03k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "51b3510d126549ee83b0e44aba738fa4"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading:   0%|          | 0.00/967M [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "8df4206485d04a67b20f0ca9be5b84e0"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading:   0%|          | 0.00/829 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "c0151b3a1c284c3ea4ccc04007b11349"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading:   0%|          | 0.00/1.04M [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "35d3a3792ba743adad77d171f1fd0cd6"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading:   0%|          | 0.00/494k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "9decf42719a649559e6a25f046f864a2"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading:   0%|          | 0.00/52.7k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "9daa4767d786400c942f1f23cab6c0cb"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading:   0%|          | 0.00/2.11k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "668c2e18828c4e02ae7da14cbe4b166a"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading:   0%|          | 0.00/2.06k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "d4df89aba2af4780ab85eede037733ac"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading:   0%|          | 0.00/185k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "3e9488cfd93546bc8247e797db584cf6"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Colab notebook detected. To show errors in colab notebook, set `debug=True` in `launch()`\n",
            "Note: opening Chrome Inspector may crash demo inside Colab notebooks.\n",
            "\n",
            "To create a public link, set `share=True` in `launch()`.\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ],
            "application/javascript": [
              "(async (port, path, width, height, cache, element) => {\n",
              "                        if (!google.colab.kernel.accessAllowed && !cache) {\n",
              "                            return;\n",
              "                        }\n",
              "                        element.appendChild(document.createTextNode(''));\n",
              "                        const url = await google.colab.kernel.proxyPort(port, {cache});\n",
              "\n",
              "                        const external_link = document.createElement('div');\n",
              "                        external_link.innerHTML = `\n",
              "                            <div style=\"font-family: monospace; margin-bottom: 0.5rem\">\n",
              "                                Running on <a href=${new URL(path, url).toString()} target=\"_blank\">\n",
              "                                    https://localhost:${port}${path}\n",
              "                                </a>\n",
              "                            </div>\n",
              "                        `;\n",
              "                        element.appendChild(external_link);\n",
              "\n",
              "                        const iframe = document.createElement('iframe');\n",
              "                        iframe.src = new URL(path, url).toString();\n",
              "                        iframe.height = height;\n",
              "                        iframe.allow = \"autoplay; camera; microphone; clipboard-read; clipboard-write;\"\n",
              "                        iframe.width = width;\n",
              "                        iframe.style.border = 0;\n",
              "                        element.appendChild(iframe);\n",
              "                    })(7860, \"/\", \"100%\", 500, false, window.element)"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": []
          },
          "metadata": {},
          "execution_count": 5
        }
      ],
      "source": [
        "from transformers import pipeline\n",
        "import gradio as gr\n",
        "\n",
        "pipe = pipeline(model=\"bnriiitb/whisper-small-hi\")  # change to \"your-username/the-name-you-picked\"\n",
        "\n",
        "def transcribe(audio):\n",
        "    text = pipe(audio)[\"text\"]\n",
        "    return text\n",
        "\n",
        "iface = gr.Interface(\n",
        "    fn=transcribe, \n",
        "    inputs=gr.Audio(source=\"microphone\", type=\"filepath\"), \n",
        "    outputs=\"text\",\n",
        "    title=\"Whisper Small Hindi\",\n",
        "    description=\"Realtime demo for Hindi speech recognition using a fine-tuned Whisper small model.\",\n",
        ")\n",
        "\n",
        "iface.launch()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "ca743fbd-602c-48d4-ba8d-a2fe60af64ba",
      "metadata": {
        "id": "ca743fbd-602c-48d4-ba8d-a2fe60af64ba"
      },
      "source": [
        "## Closing Remarks"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "7f737783-2870-4e35-aa11-86a42d7d997a",
      "metadata": {
        "id": "7f737783-2870-4e35-aa11-86a42d7d997a"
      },
      "source": [
        "In this blog, we covered a step-by-step guide on fine-tuning Whisper for multilingual ASR \n",
        "using 🤗 Datasets, Transformers and the Hugging Face Hub. For more details on the Whisper model, the Common Voice dataset and the theory behind fine-tuning, refere to the accompanying [blog post](https://huggingface.co/blog/fine-tune-whisper). If you're interested in fine-tuning other \n",
        "Transformers models, both for English and multilingual ASR, be sure to check out the \n",
        "examples scripts at [examples/pytorch/speech-recognition](https://github.com/huggingface/transformers/tree/main/examples/pytorch/speech-recognition)."
      ]
    }
  ],
  "metadata": {
    "kernelspec": {
      "display_name": "Python 3 (ipykernel)",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.8.9"
    },
    "colab": {
      "provenance": [],
      "include_colab_link": true
    },
    "accelerator": "GPU",
    "gpuClass": "standard",
    "widgets": {
      "application/vnd.jupyter.widget-state+json": {
        "f6c8b1ce1ea64c14abc68022a5ae41e6": {
          "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_68ed15671d21493d912c1684e23ab611",
              "IPY_MODEL_534224926a34406dbdf40aa127481d48",
              "IPY_MODEL_e34f2e9b2a594008bc32ea0c59ae866a"
            ],
            "layout": "IPY_MODEL_0e16e9996a6f4f5e8f0e02d81ca04adc"
          }
        },
        "68ed15671d21493d912c1684e23ab611": {
          "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_fb332106de314a95b430ffb71ef89822",
            "placeholder": "​",
            "style": "IPY_MODEL_8f0079874adc4770827c0193b2ca6a82",
            "value": "Upload file pytorch_model.bin: 100%"
          }
        },
        "534224926a34406dbdf40aa127481d48": {
          "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_bfc60bf7cea84498a9d358b15b92c3d3",
            "max": 967099139,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_5cb5ff111e4a44b2b3b92738e10d0376",
            "value": 967099139
          }
        },
        "e34f2e9b2a594008bc32ea0c59ae866a": {
          "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_89e5c1dc89e34c95aeed6c1f2f381f43",
            "placeholder": "​",
            "style": "IPY_MODEL_3068677f02804cc4a9f978dceadf9ac8",
            "value": " 922M/922M [12:07&lt;00:00, 795kB/s]"
          }
        },
        "0e16e9996a6f4f5e8f0e02d81ca04adc": {
          "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
          }
        },
        "fb332106de314a95b430ffb71ef89822": {
          "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
          }
        },
        "8f0079874adc4770827c0193b2ca6a82": {
          "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": ""
          }
        },
        "bfc60bf7cea84498a9d358b15b92c3d3": {
          "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
          }
        },
        "5cb5ff111e4a44b2b3b92738e10d0376": {
          "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": ""
          }
        },
        "89e5c1dc89e34c95aeed6c1f2f381f43": {
          "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
          }
        },
        "3068677f02804cc4a9f978dceadf9ac8": {
          "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": ""
          }
        },
        "232d758956fb49d29a5ff9304a2a67e5": {
          "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_d26a71f67a424d2e9d4f57c3b6ea24c8",
              "IPY_MODEL_f2a2de3ada05445cb8f9b2ed91628e1e",
              "IPY_MODEL_3ec5ea6659184fdb9f0f360ffcaf853e"
            ],
            "layout": "IPY_MODEL_f9afdc45b57042d5a1d9fd08407375ab"
          }
        },
        "d26a71f67a424d2e9d4f57c3b6ea24c8": {
          "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_b9cfd6102f244c2a90186a83690dea35",
            "placeholder": "​",
            "style": "IPY_MODEL_dbc247eb7d4c470d9c5b081a1337f475",
            "value": "Upload file runs/Nov20_08-39-53_7a9887ae34c8/events.out.tfevents.1668933611.7a9887ae34c8.73.0: 100%"
          }
        },
        "f2a2de3ada05445cb8f9b2ed91628e1e": {
          "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_43e7a81d8790487099dd5ce0c112fb83",
            "max": 8356,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_89b81937fbd742869afe35542a451d09",
            "value": 8356
          }
        },
        "3ec5ea6659184fdb9f0f360ffcaf853e": {
          "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_215773fa01544afcac846df0b8ac362a",
            "placeholder": "​",
            "style": "IPY_MODEL_090dece7c0f44b8297bc5de7f7427810",
            "value": " 8.16k/8.16k [12:07&lt;00:00, 6.78B/s]"
          }
        },
        "f9afdc45b57042d5a1d9fd08407375ab": {
          "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
          }
        },
        "b9cfd6102f244c2a90186a83690dea35": {
          "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
          }
        },
        "dbc247eb7d4c470d9c5b081a1337f475": {
          "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": ""
          }
        },
        "43e7a81d8790487099dd5ce0c112fb83": {
          "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
          }
        },
        "89b81937fbd742869afe35542a451d09": {
          "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": ""
          }
        },
        "215773fa01544afcac846df0b8ac362a": {
          "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
          }
        },
        "090dece7c0f44b8297bc5de7f7427810": {
          "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": ""
          }
        },
        "51b3510d126549ee83b0e44aba738fa4": {
          "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_9209feded37c4331bbd3ec812670eaf0",
              "IPY_MODEL_66112de8b9c945bab3a9bbae27dced49",
              "IPY_MODEL_2360238d5a6d4a35a3a332490522e423"
            ],
            "layout": "IPY_MODEL_3ec24ef6bdca481c9354125e46709a28"
          }
        },
        "9209feded37c4331bbd3ec812670eaf0": {
          "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_e5ab2f541ffa4310aac4d953c8828986",
            "placeholder": "​",
            "style": "IPY_MODEL_48a1718f304342febabc9ea94191f205",
            "value": "Downloading: 100%"
          }
        },
        "66112de8b9c945bab3a9bbae27dced49": {
          "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_440f142367e24899b6e888ab0d2c8364",
            "max": 1029,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_ada26d16135a470d899f6abdef4b867a",
            "value": 1029
          }
        },
        "2360238d5a6d4a35a3a332490522e423": {
          "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_5fa1decc6ead416dbab92d2ae4709e55",
            "placeholder": "​",
            "style": "IPY_MODEL_3e093fab43774947b3e5e4f9277bb4e6",
            "value": " 1.03k/1.03k [00:00&lt;00:00, 30.2kB/s]"
          }
        },
        "3ec24ef6bdca481c9354125e46709a28": {
          "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
          }
        },
        "e5ab2f541ffa4310aac4d953c8828986": {
          "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
          }
        },
        "48a1718f304342febabc9ea94191f205": {
          "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": ""
          }
        },
        "440f142367e24899b6e888ab0d2c8364": {
          "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
          }
        },
        "ada26d16135a470d899f6abdef4b867a": {
          "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": ""
          }
        },
        "5fa1decc6ead416dbab92d2ae4709e55": {
          "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
          }
        },
        "3e093fab43774947b3e5e4f9277bb4e6": {
          "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": ""
          }
        },
        "8df4206485d04a67b20f0ca9be5b84e0": {
          "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_8e7232d4a69e4519905aab1a6ce8bb34",
              "IPY_MODEL_b143a50ab975458ab769afaceb51374e",
              "IPY_MODEL_9a8ed0bb97d042c2869400f2b28b9bfd"
            ],
            "layout": "IPY_MODEL_2d5d45a1e4e84dda95569440c95f709c"
          }
        },
        "8e7232d4a69e4519905aab1a6ce8bb34": {
          "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_8bdd5c13bfbd43e383819c29699cf51e",
            "placeholder": "​",
            "style": "IPY_MODEL_3bd3bd8b36ee48dd8a9598a657d8d800",
            "value": "Downloading: 100%"
          }
        },
        "b143a50ab975458ab769afaceb51374e": {
          "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_a6dd7e3580494522a752057583933fab",
            "max": 967099139,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_785fd7197156475998564df6038cb1e5",
            "value": 967099139
          }
        },
        "9a8ed0bb97d042c2869400f2b28b9bfd": {
          "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_c4169f434a9c4cb6baf266d37a259ae2",
            "placeholder": "​",
            "style": "IPY_MODEL_64a9afdf754a4f02a1f17d30fda1b2f5",
            "value": " 967M/967M [00:31&lt;00:00, 59.5MB/s]"
          }
        },
        "2d5d45a1e4e84dda95569440c95f709c": {
          "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
          }
        },
        "8bdd5c13bfbd43e383819c29699cf51e": {
          "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
          }
        },
        "3bd3bd8b36ee48dd8a9598a657d8d800": {
          "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": ""
          }
        },
        "a6dd7e3580494522a752057583933fab": {
          "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
          }
        },
        "785fd7197156475998564df6038cb1e5": {
          "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": ""
          }
        },
        "c4169f434a9c4cb6baf266d37a259ae2": {
          "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
          }
        },
        "64a9afdf754a4f02a1f17d30fda1b2f5": {
          "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": ""
          }
        },
        "c0151b3a1c284c3ea4ccc04007b11349": {
          "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_55d5974b83324383a2497781a3aa4ee4",
              "IPY_MODEL_a8c17ee941564e578797ec75e964bc5a",
              "IPY_MODEL_4c50390c8eaa48a5bbcd654d7fd50289"
            ],
            "layout": "IPY_MODEL_dafce97330414af6b5c8bd53ab076464"
          }
        },
        "55d5974b83324383a2497781a3aa4ee4": {
          "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_945972caf35a496da78dede95cf634ea",
            "placeholder": "​",
            "style": "IPY_MODEL_81e3f045d29b4dcd8e1ad3a01c5521b7",
            "value": "Downloading: 100%"
          }
        },
        "a8c17ee941564e578797ec75e964bc5a": {
          "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_dcf0933f00bc4d35807b9a3bb3abc460",
            "max": 829,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_cfc3a43f52074b64a53097013dee1e46",
            "value": 829
          }
        },
        "4c50390c8eaa48a5bbcd654d7fd50289": {
          "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_07b2e30ccfcf4046b42a83a9dd397dc3",
            "placeholder": "​",
            "style": "IPY_MODEL_2b8840742c8348a0a6f33bb5ea08abd3",
            "value": " 829/829 [00:00&lt;00:00, 30.0kB/s]"
          }
        },
        "dafce97330414af6b5c8bd53ab076464": {
          "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
          }
        },
        "945972caf35a496da78dede95cf634ea": {
          "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
          }
        },
        "81e3f045d29b4dcd8e1ad3a01c5521b7": {
          "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": ""
          }
        },
        "dcf0933f00bc4d35807b9a3bb3abc460": {
          "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
          }
        },
        "cfc3a43f52074b64a53097013dee1e46": {
          "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": ""
          }
        },
        "07b2e30ccfcf4046b42a83a9dd397dc3": {
          "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
          }
        },
        "2b8840742c8348a0a6f33bb5ea08abd3": {
          "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": ""
          }
        },
        "35d3a3792ba743adad77d171f1fd0cd6": {
          "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_7e484e90eb3f48c7bca6fd04a8e7545c",
              "IPY_MODEL_038856df94004719b204bf65983ffee2",
              "IPY_MODEL_805006cf0ec046418eacded345004263"
            ],
            "layout": "IPY_MODEL_41bbbfaa60874f39813f5e074c76b9c3"
          }
        },
        "7e484e90eb3f48c7bca6fd04a8e7545c": {
          "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_0627d40510fb451aa9b48f63ab5ab565",
            "placeholder": "​",
            "style": "IPY_MODEL_dbed7f1230f246b8bd8f2adb379d9c3d",
            "value": "Downloading: 100%"
          }
        },
        "038856df94004719b204bf65983ffee2": {
          "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_5424444bcc884bb693b120ea97ca3275",
            "max": 1036558,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_123c02ade0734b25ac9b79e60136ab40",
            "value": 1036558
          }
        },
        "805006cf0ec046418eacded345004263": {
          "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_edd5a4b7b12c4c3cabfc18973612a5d8",
            "placeholder": "​",
            "style": "IPY_MODEL_f9722f303e8349f6a75e051579d9853e",
            "value": " 1.04M/1.04M [00:00&lt;00:00, 13.8MB/s]"
          }
        },
        "41bbbfaa60874f39813f5e074c76b9c3": {
          "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
          }
        },
        "0627d40510fb451aa9b48f63ab5ab565": {
          "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
          }
        },
        "dbed7f1230f246b8bd8f2adb379d9c3d": {
          "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": ""
          }
        },
        "5424444bcc884bb693b120ea97ca3275": {
          "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
          }
        },
        "123c02ade0734b25ac9b79e60136ab40": {
          "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": ""
          }
        },
        "edd5a4b7b12c4c3cabfc18973612a5d8": {
          "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
          }
        },
        "f9722f303e8349f6a75e051579d9853e": {
          "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": ""
          }
        },
        "9decf42719a649559e6a25f046f864a2": {
          "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_7b5faae49ec7416ba49b4bd8f3175805",
              "IPY_MODEL_6f31da9199444d80ab65a769c5983b9a",
              "IPY_MODEL_283c2d99fe914c2987085ed0e61c33ed"
            ],
            "layout": "IPY_MODEL_19400bb6e8644456bec3cf217a67ec4f"
          }
        },
        "7b5faae49ec7416ba49b4bd8f3175805": {
          "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_c3600d103e074e119181e561682a1c15",
            "placeholder": "​",
            "style": "IPY_MODEL_0f6165cb32074e7296382902f3412af9",
            "value": "Downloading: 100%"
          }
        },
        "6f31da9199444d80ab65a769c5983b9a": {
          "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_1ed0886521e94db18f26b38d0abcd86e",
            "max": 493864,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_500a6e19421d4901b4fa80260357ce12",
            "value": 493864
          }
        },
        "283c2d99fe914c2987085ed0e61c33ed": {
          "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_a58fda72d5ac41a188977eeb9041f993",
            "placeholder": "​",
            "style": "IPY_MODEL_c2ada6e8b46947c9815cd63d8778c34e",
            "value": " 494k/494k [00:00&lt;00:00, 7.56MB/s]"
          }
        },
        "19400bb6e8644456bec3cf217a67ec4f": {
          "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
          }
        },
        "c3600d103e074e119181e561682a1c15": {
          "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
          }
        },
        "0f6165cb32074e7296382902f3412af9": {
          "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": ""
          }
        },
        "1ed0886521e94db18f26b38d0abcd86e": {
          "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
          }
        },
        "500a6e19421d4901b4fa80260357ce12": {
          "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": ""
          }
        },
        "a58fda72d5ac41a188977eeb9041f993": {
          "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
          }
        },
        "c2ada6e8b46947c9815cd63d8778c34e": {
          "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": ""
          }
        },
        "9daa4767d786400c942f1f23cab6c0cb": {
          "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_9a3f7276ce4c49eba258c9b416aa02b5",
              "IPY_MODEL_7faeb3593f184dfc8f7d51dbd5181938",
              "IPY_MODEL_5706f51080f9476b9bde4b58827bbace"
            ],
            "layout": "IPY_MODEL_a8aa0edfb035411ab050471c7501cbf8"
          }
        },
        "9a3f7276ce4c49eba258c9b416aa02b5": {
          "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_a29460643726428dbf75ea22bd7a1188",
            "placeholder": "​",
            "style": "IPY_MODEL_a2e48b6096e74ae58f702edbb9d1d893",
            "value": "Downloading: 100%"
          }
        },
        "7faeb3593f184dfc8f7d51dbd5181938": {
          "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_75edcb885c7d407eb71c1b903aa8ad30",
            "max": 52666,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_36cb9f82c5bd47e7b598fe9bc922041d",
            "value": 52666
          }
        },
        "5706f51080f9476b9bde4b58827bbace": {
          "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_9c9abd68c27143caae52c34a73efe944",
            "placeholder": "​",
            "style": "IPY_MODEL_e779fc9fdb054d9ab22894b5c7b1f3e8",
            "value": " 52.7k/52.7k [00:00&lt;00:00, 1.50MB/s]"
          }
        },
        "a8aa0edfb035411ab050471c7501cbf8": {
          "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
          }
        },
        "a29460643726428dbf75ea22bd7a1188": {
          "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
          }
        },
        "a2e48b6096e74ae58f702edbb9d1d893": {
          "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": ""
          }
        },
        "75edcb885c7d407eb71c1b903aa8ad30": {
          "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
          }
        },
        "36cb9f82c5bd47e7b598fe9bc922041d": {
          "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": ""
          }
        },
        "9c9abd68c27143caae52c34a73efe944": {
          "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
          }
        },
        "e779fc9fdb054d9ab22894b5c7b1f3e8": {
          "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": ""
          }
        },
        "668c2e18828c4e02ae7da14cbe4b166a": {
          "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_eeaed63adf9b48749af310404222d445",
              "IPY_MODEL_a5bbd0f4f956401ebc43e741039bf5d7",
              "IPY_MODEL_356bd5e0f9f746beaeb9210be66eb91e"
            ],
            "layout": "IPY_MODEL_9424766b528e494089e6ea51f894b97a"
          }
        },
        "eeaed63adf9b48749af310404222d445": {
          "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_748a80943f484eba8cf82ca02e1aab22",
            "placeholder": "​",
            "style": "IPY_MODEL_44e99c7330684ceebf7f254bbb600417",
            "value": "Downloading: 100%"
          }
        },
        "a5bbd0f4f956401ebc43e741039bf5d7": {
          "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_cf4296bdb5984e9f93bea222635f79fc",
            "max": 2108,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_17782f8f232b48f882ff08bcbd84e892",
            "value": 2108
          }
        },
        "356bd5e0f9f746beaeb9210be66eb91e": {
          "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_911204ac9aa741d08a5e73eb07075e6b",
            "placeholder": "​",
            "style": "IPY_MODEL_24b9b20a121b4d89a0182d74b0b227e1",
            "value": " 2.11k/2.11k [00:00&lt;00:00, 67.0kB/s]"
          }
        },
        "9424766b528e494089e6ea51f894b97a": {
          "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
          }
        },
        "748a80943f484eba8cf82ca02e1aab22": {
          "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
          }
        },
        "44e99c7330684ceebf7f254bbb600417": {
          "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": ""
          }
        },
        "cf4296bdb5984e9f93bea222635f79fc": {
          "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
          }
        },
        "17782f8f232b48f882ff08bcbd84e892": {
          "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": ""
          }
        },
        "911204ac9aa741d08a5e73eb07075e6b": {
          "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
          }
        },
        "24b9b20a121b4d89a0182d74b0b227e1": {
          "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": ""
          }
        },
        "d4df89aba2af4780ab85eede037733ac": {
          "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_11e713172aac47219514d392a57fd729",
              "IPY_MODEL_55bd7645947d4fb8965c83de82af99e1",
              "IPY_MODEL_92f7f70118054771ae116b13aa0eb57f"
            ],
            "layout": "IPY_MODEL_828bc9f0cf3341ecb16df7e5658591b3"
          }
        },
        "11e713172aac47219514d392a57fd729": {
          "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_b6fc3230699b46dfbb803e023451a31a",
            "placeholder": "​",
            "style": "IPY_MODEL_1a3a972645014be49396dfb36c903e2a",
            "value": "Downloading: 100%"
          }
        },
        "55bd7645947d4fb8965c83de82af99e1": {
          "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_1f23438187614c38be3765d9dd56694e",
            "max": 2064,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_1cd5d39a95164a968a487e2b3ef17c13",
            "value": 2064
          }
        },
        "92f7f70118054771ae116b13aa0eb57f": {
          "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_6fae00466ff04c9e98c87171391e35a2",
            "placeholder": "​",
            "style": "IPY_MODEL_0d1783b886c84d03ad152146fd90daad",
            "value": " 2.06k/2.06k [00:00&lt;00:00, 69.6kB/s]"
          }
        },
        "828bc9f0cf3341ecb16df7e5658591b3": {
          "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
          }
        },
        "b6fc3230699b46dfbb803e023451a31a": {
          "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
          }
        },
        "1a3a972645014be49396dfb36c903e2a": {
          "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": ""
          }
        },
        "1f23438187614c38be3765d9dd56694e": {
          "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
          }
        },
        "1cd5d39a95164a968a487e2b3ef17c13": {
          "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": ""
          }
        },
        "6fae00466ff04c9e98c87171391e35a2": {
          "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
          }
        },
        "0d1783b886c84d03ad152146fd90daad": {
          "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": ""
          }
        },
        "3e9488cfd93546bc8247e797db584cf6": {
          "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_68fa68f0b54a40a3b6d5558832b9d148",
              "IPY_MODEL_fce68a77d84c4abd84dba80158fce8e3",
              "IPY_MODEL_b430971349564a41b6d935a90128b38e"
            ],
            "layout": "IPY_MODEL_f55bd296fc4b49fc891f2fe1296c52cf"
          }
        },
        "68fa68f0b54a40a3b6d5558832b9d148": {
          "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_813619ce0b2b49679a78a8f2f4090954",
            "placeholder": "​",
            "style": "IPY_MODEL_98c8dad71e494f77b942053c5fe45cf4",
            "value": "Downloading: 100%"
          }
        },
        "fce68a77d84c4abd84dba80158fce8e3": {
          "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_53251f9dd7da4e66823d65f06e6c3828",
            "max": 184989,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_f2ec5eb5cedb4f2883070ebcc74bff3e",
            "value": 184989
          }
        },
        "b430971349564a41b6d935a90128b38e": {
          "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_7cde66746ff74f17af4b0b152e6c3149",
            "placeholder": "​",
            "style": "IPY_MODEL_448e4876b3634919ad4f2f8ff8465d63",
            "value": " 185k/185k [00:00&lt;00:00, 3.72MB/s]"
          }
        },
        "f55bd296fc4b49fc891f2fe1296c52cf": {
          "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
          }
        },
        "813619ce0b2b49679a78a8f2f4090954": {
          "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
          }
        },
        "98c8dad71e494f77b942053c5fe45cf4": {
          "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": ""
          }
        },
        "53251f9dd7da4e66823d65f06e6c3828": {
          "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
          }
        },
        "f2ec5eb5cedb4f2883070ebcc74bff3e": {
          "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": ""
          }
        },
        "7cde66746ff74f17af4b0b152e6c3149": {
          "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
          }
        },
        "448e4876b3634919ad4f2f8ff8465d63": {
          "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": ""
          }
        },
        "7a44549f956048e2af96a962cec5d793": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "VBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "VBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "VBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_dc30e76db9cf4e8198a638ba3490e31b",
              "IPY_MODEL_aa92789ff83d42a8b0c44f4ce4b714b1",
              "IPY_MODEL_89c563fbdbac499596b24ba7243ce9ce",
              "IPY_MODEL_cc5f01450838442ba356c9befde3e5bb",
              "IPY_MODEL_33399c7f338240ec8eae9f85c41df21a"
            ],
            "layout": "IPY_MODEL_754e667d9ae3435a8763522421660d78"
          }
        },
        "dc30e76db9cf4e8198a638ba3490e31b": {
          "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_ab3da82d469c4e9e901c17052ac59911",
            "placeholder": "​",
            "style": "IPY_MODEL_9a496c2e4aa84ff680ea1342dd46340c",
            "value": "<center> <img\nsrc=https://huggingface.co/front/assets/huggingface_logo-noborder.svg\nalt='Hugging Face'> <br> Copy a token from <a\nhref=\"https://huggingface.co/settings/tokens\" target=\"_blank\">your Hugging Face\ntokens page</a> and paste it below. <br> Immediately click login after copying\nyour token or it might be stored in plain text in this notebook file. </center>"
          }
        },
        "aa92789ff83d42a8b0c44f4ce4b714b1": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "PasswordModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "PasswordModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "PasswordView",
            "continuous_update": true,
            "description": "Token:",
            "description_tooltip": null,
            "disabled": false,
            "layout": "IPY_MODEL_5cdea47e6c6f45bd9faf7a16a4348113",
            "placeholder": "​",
            "style": "IPY_MODEL_fc02818f6d9548a38113e6efbb8a69a3",
            "value": ""
          }
        },
        "89c563fbdbac499596b24ba7243ce9ce": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "CheckboxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "CheckboxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "CheckboxView",
            "description": "Add token as git credential?",
            "description_tooltip": null,
            "disabled": false,
            "indent": true,
            "layout": "IPY_MODEL_2bcbb122c978442f8cdd8d45bd9ee1de",
            "style": "IPY_MODEL_19aee3fc38dd455fa73305037581cb32",
            "value": true
          }
        },
        "cc5f01450838442ba356c9befde3e5bb": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ButtonModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ButtonModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ButtonView",
            "button_style": "",
            "description": "Login",
            "disabled": false,
            "icon": "",
            "layout": "IPY_MODEL_b597af6e2c104d7ba715533e0c2457ee",
            "style": "IPY_MODEL_d9002e62de1245f4b85ec810df4604f8",
            "tooltip": ""
          }
        },
        "33399c7f338240ec8eae9f85c41df21a": {
          "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_0b6967dbc66e4267a680ce044e9b1d42",
            "placeholder": "​",
            "style": "IPY_MODEL_08eb5e86d42d4693bba0a7d6c20724e7",
            "value": "\n<b>Pro Tip:</b> If you don't already have one, you can create a dedicated\n'notebooks' token with 'write' access, that you can then easily reuse for all\nnotebooks. </center>"
          }
        },
        "754e667d9ae3435a8763522421660d78": {
          "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": "center",
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": "flex",
            "flex": null,
            "flex_flow": "column",
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": "50%"
          }
        },
        "ab3da82d469c4e9e901c17052ac59911": {
          "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
          }
        },
        "9a496c2e4aa84ff680ea1342dd46340c": {
          "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": ""
          }
        },
        "5cdea47e6c6f45bd9faf7a16a4348113": {
          "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
          }
        },
        "fc02818f6d9548a38113e6efbb8a69a3": {
          "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": ""
          }
        },
        "2bcbb122c978442f8cdd8d45bd9ee1de": {
          "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
          }
        },
        "19aee3fc38dd455fa73305037581cb32": {
          "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": ""
          }
        },
        "b597af6e2c104d7ba715533e0c2457ee": {
          "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
          }
        },
        "d9002e62de1245f4b85ec810df4604f8": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ButtonStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ButtonStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "button_color": null,
            "font_weight": ""
          }
        },
        "0b6967dbc66e4267a680ce044e9b1d42": {
          "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
          }
        },
        "08eb5e86d42d4693bba0a7d6c20724e7": {
          "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": ""
          }
        },
        "7d8850921adf4fae8e4f9aa66b3c30ef": {
          "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_f065d0ce729a4eaaa552daebf11a0c9f",
              "IPY_MODEL_76b6904a9224464c9786424c34c7715e",
              "IPY_MODEL_bf54eace6802444490b38639b07f4f41"
            ],
            "layout": "IPY_MODEL_47a39421442648c29a3517b4213f055a"
          }
        },
        "f065d0ce729a4eaaa552daebf11a0c9f": {
          "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_028df5818a674315b8b672d936430204",
            "placeholder": "​",
            "style": "IPY_MODEL_77e05de5d1a14b5081bc74a0ec4498e8",
            "value": "#3:   9%"
          }
        },
        "76b6904a9224464c9786424c34c7715e": {
          "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": "",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_ce43f58f91df445381d3567be0e8fe06",
            "max": 327,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_584489a0119b45af86fb21532bc338ed",
            "value": 32
          }
        },
        "bf54eace6802444490b38639b07f4f41": {
          "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_60522e62e5c946e293abf83afd23c2f8",
            "placeholder": "​",
            "style": "IPY_MODEL_fd34a9aaac9f4ecd80e8c83c124a041a",
            "value": " 31/327 [00:22&lt;03:50,  1.28ex/s]"
          }
        },
        "47a39421442648c29a3517b4213f055a": {
          "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
          }
        },
        "028df5818a674315b8b672d936430204": {
          "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
          }
        },
        "77e05de5d1a14b5081bc74a0ec4498e8": {
          "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": ""
          }
        },
        "ce43f58f91df445381d3567be0e8fe06": {
          "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
          }
        },
        "584489a0119b45af86fb21532bc338ed": {
          "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": ""
          }
        },
        "60522e62e5c946e293abf83afd23c2f8": {
          "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
          }
        },
        "fd34a9aaac9f4ecd80e8c83c124a041a": {
          "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": ""
          }
        },
        "9066ea82223b48838f9e91b8fc371546": {
          "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_377643f7e4c94f2bb6a4d0f873d28ddd",
              "IPY_MODEL_bc795312997b463d997ee0970863595a",
              "IPY_MODEL_1f5570172b754106ae185a6b06534e6e"
            ],
            "layout": "IPY_MODEL_e2b55a8f74e24f9b8daaa548c8d3bb21"
          }
        },
        "377643f7e4c94f2bb6a4d0f873d28ddd": {
          "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_fe4dbdd481f34276a2bc2e4e730a0f9a",
            "placeholder": "​",
            "style": "IPY_MODEL_1c4cae72c0b2487888247fd4c16f0b80",
            "value": "#1:   9%"
          }
        },
        "bc795312997b463d997ee0970863595a": {
          "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": "",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_49fb9ce44288402fa03d158b9d7fa200",
            "max": 327,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_eb11bf01d3ab43798e1d6421ba092f91",
            "value": 31
          }
        },
        "1f5570172b754106ae185a6b06534e6e": {
          "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_8ad280ad200d41a6bbd2680458c4edce",
            "placeholder": "​",
            "style": "IPY_MODEL_29d27f7d65d04c6db2aa3b6dd6f69c43",
            "value": " 31/327 [00:22&lt;03:58,  1.24ex/s]"
          }
        },
        "e2b55a8f74e24f9b8daaa548c8d3bb21": {
          "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
          }
        },
        "fe4dbdd481f34276a2bc2e4e730a0f9a": {
          "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
          }
        },
        "1c4cae72c0b2487888247fd4c16f0b80": {
          "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": ""
          }
        },
        "49fb9ce44288402fa03d158b9d7fa200": {
          "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
          }
        },
        "eb11bf01d3ab43798e1d6421ba092f91": {
          "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": ""
          }
        },
        "8ad280ad200d41a6bbd2680458c4edce": {
          "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
          }
        },
        "29d27f7d65d04c6db2aa3b6dd6f69c43": {
          "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": ""
          }
        },
        "10a9114584184f7ea2716235fafd56ff": {
          "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_6d23d360f302410fbbb2cecb52fac296",
              "IPY_MODEL_0c12b04819634a0ca89f0b04197b197a",
              "IPY_MODEL_3f1468c557f64478a7e8fc9f17b09b96"
            ],
            "layout": "IPY_MODEL_b8618555011e4bbbbc896df2cb89d43e"
          }
        },
        "6d23d360f302410fbbb2cecb52fac296": {
          "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_6e9563284bff4f73b2d487378586c11f",
            "placeholder": "​",
            "style": "IPY_MODEL_8b7d7adcf61240a18fb12a155c8081d3",
            "value": "#5:  10%"
          }
        },
        "0c12b04819634a0ca89f0b04197b197a": {
          "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": "",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_2768a6fc65ef41ce820721ebf5c8fe89",
            "max": 326,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_b837deca535142f28008eca4315cf1d5",
            "value": 33
          }
        },
        "3f1468c557f64478a7e8fc9f17b09b96": {
          "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_40dcc82835c2435ba4f1ec02224266b9",
            "placeholder": "​",
            "style": "IPY_MODEL_4510fdfa6f02415493d2069064328dd8",
            "value": " 33/326 [00:21&lt;03:27,  1.41ex/s]"
          }
        },
        "b8618555011e4bbbbc896df2cb89d43e": {
          "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
          }
        },
        "6e9563284bff4f73b2d487378586c11f": {
          "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
          }
        },
        "8b7d7adcf61240a18fb12a155c8081d3": {
          "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": ""
          }
        },
        "2768a6fc65ef41ce820721ebf5c8fe89": {
          "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
          }
        },
        "b837deca535142f28008eca4315cf1d5": {
          "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": ""
          }
        },
        "40dcc82835c2435ba4f1ec02224266b9": {
          "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
          }
        },
        "4510fdfa6f02415493d2069064328dd8": {
          "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": ""
          }
        },
        "807c44dd81594eccb574635c5441106c": {
          "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_06c41c07f81c4455b462568131e37811",
              "IPY_MODEL_98b0a4fe77fa492d92b2e6a5ad6f6446",
              "IPY_MODEL_b7e7475ea3914686b350dc2b6f067321"
            ],
            "layout": "IPY_MODEL_768838a4dd8146ff85c66ed02079e777"
          }
        },
        "06c41c07f81c4455b462568131e37811": {
          "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_4c37608b754e40bb9428352421c6e5c4",
            "placeholder": "​",
            "style": "IPY_MODEL_abc5ccd2cd8c4e9cb9a51141996ed435",
            "value": "#0:  11%"
          }
        },
        "98b0a4fe77fa492d92b2e6a5ad6f6446": {
          "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": "",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_1e9ca5157c7144fdac4920e19e9dd1bc",
            "max": 327,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_d5790b78153f4b4db1d969f7f6347a0c",
            "value": 36
          }
        },
        "b7e7475ea3914686b350dc2b6f067321": {
          "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_fd18489dc18d4810b45c9ac63b0df37d",
            "placeholder": "​",
            "style": "IPY_MODEL_e32d5b20e54644978511505974500fc9",
            "value": " 36/327 [00:22&lt;02:13,  2.18ex/s]"
          }
        },
        "768838a4dd8146ff85c66ed02079e777": {
          "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
          }
        },
        "4c37608b754e40bb9428352421c6e5c4": {
          "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
          }
        },
        "abc5ccd2cd8c4e9cb9a51141996ed435": {
          "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": ""
          }
        },
        "1e9ca5157c7144fdac4920e19e9dd1bc": {
          "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
          }
        },
        "d5790b78153f4b4db1d969f7f6347a0c": {
          "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": ""
          }
        },
        "fd18489dc18d4810b45c9ac63b0df37d": {
          "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
          }
        },
        "e32d5b20e54644978511505974500fc9": {
          "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": ""
          }
        },
        "21ae190ac7554c2da3c08491c9a4f2d8": {
          "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_95561c615381476781a36ecfa3e1c9c3",
              "IPY_MODEL_a48707c4cc654d50893ae54e6ef7dd4d",
              "IPY_MODEL_62a35796b9754a0bb1690df713b99e97"
            ],
            "layout": "IPY_MODEL_2812abbbbf2e4d1da305444b2e4db23c"
          }
        },
        "95561c615381476781a36ecfa3e1c9c3": {
          "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_1d056c3c741d4c2f9536fe38c3ae07ec",
            "placeholder": "​",
            "style": "IPY_MODEL_c3b3520e193f473bbfb67faf04652a6b",
            "value": "#4:  10%"
          }
        },
        "a48707c4cc654d50893ae54e6ef7dd4d": {
          "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": "",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_fd2ae524f2344d89b7cb329e6ab0bf8f",
            "max": 327,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_6a7f04a9aa04415aad674a67f7b00786",
            "value": 33
          }
        },
        "62a35796b9754a0bb1690df713b99e97": {
          "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_5808499797d04c1196955e194a4a204a",
            "placeholder": "​",
            "style": "IPY_MODEL_f616efd4fae54a4d90fc4d54fbcc5d3e",
            "value": " 33/327 [00:22&lt;02:49,  1.73ex/s]"
          }
        },
        "2812abbbbf2e4d1da305444b2e4db23c": {
          "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
          }
        },
        "1d056c3c741d4c2f9536fe38c3ae07ec": {
          "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
          }
        },
        "c3b3520e193f473bbfb67faf04652a6b": {
          "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": ""
          }
        },
        "fd2ae524f2344d89b7cb329e6ab0bf8f": {
          "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
          }
        },
        "6a7f04a9aa04415aad674a67f7b00786": {
          "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": ""
          }
        },
        "5808499797d04c1196955e194a4a204a": {
          "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
          }
        },
        "f616efd4fae54a4d90fc4d54fbcc5d3e": {
          "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": ""
          }
        },
        "960e141b48084c358da9743382e684bb": {
          "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_d8598ad7ae894936939bce95159803a0",
              "IPY_MODEL_f91bd96ada294633b49083024afe46af",
              "IPY_MODEL_b830cc619dce482aa5eab87270ce6da1"
            ],
            "layout": "IPY_MODEL_9a01637b7ebd47328c25ecc231adf6e1"
          }
        },
        "d8598ad7ae894936939bce95159803a0": {
          "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_4a73b0bacfa041e3ba35f76adf85236e",
            "placeholder": "​",
            "style": "IPY_MODEL_3cdca2af15a44fab9fd26dcf1f45f28c",
            "value": "#7:   9%"
          }
        },
        "f91bd96ada294633b49083024afe46af": {
          "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": "",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_591a316f39d44111a75e93ce3689417b",
            "max": 326,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_bd49a76bd3054b53a2de2975c623a57d",
            "value": 29
          }
        },
        "b830cc619dce482aa5eab87270ce6da1": {
          "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_7647be9338534cb399af9875de9e4b08",
            "placeholder": "​",
            "style": "IPY_MODEL_3822234e678649d59e5c3e3a19eea0e8",
            "value": " 29/326 [00:21&lt;03:36,  1.37ex/s]"
          }
        },
        "9a01637b7ebd47328c25ecc231adf6e1": {
          "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
          }
        },
        "4a73b0bacfa041e3ba35f76adf85236e": {
          "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
          }
        },
        "3cdca2af15a44fab9fd26dcf1f45f28c": {
          "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": ""
          }
        },
        "591a316f39d44111a75e93ce3689417b": {
          "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
          }
        },
        "bd49a76bd3054b53a2de2975c623a57d": {
          "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": ""
          }
        },
        "7647be9338534cb399af9875de9e4b08": {
          "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
          }
        },
        "3822234e678649d59e5c3e3a19eea0e8": {
          "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": ""
          }
        },
        "9a197bdf03fe45128251f9adb9dd4928": {
          "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_4e7e556c04454033b6d67511d0991180",
              "IPY_MODEL_cf735b2dd5c148f080aff12bfe8a9bc9",
              "IPY_MODEL_226a32836283456681462931d23a4253"
            ],
            "layout": "IPY_MODEL_39f2ff0536414d70ba645040578f05fe"
          }
        },
        "4e7e556c04454033b6d67511d0991180": {
          "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_e9350a2e29444d769eaa5caaac8f99a4",
            "placeholder": "​",
            "style": "IPY_MODEL_c14a8eff12d64b2b8284c2b48dc58914",
            "value": "#6:   9%"
          }
        },
        "cf735b2dd5c148f080aff12bfe8a9bc9": {
          "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": "",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_0c137b13e1ea4c15a1e2d53167c11eb0",
            "max": 326,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_4fe071788f804dfe8703c3d4af504d2d",
            "value": 30
          }
        },
        "226a32836283456681462931d23a4253": {
          "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_3922c3e271774e3aa5ce708e8efd81a7",
            "placeholder": "​",
            "style": "IPY_MODEL_b72b6c328067497d966b18aabc815e3b",
            "value": " 30/326 [00:21&lt;03:50,  1.28ex/s]"
          }
        },
        "39f2ff0536414d70ba645040578f05fe": {
          "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
          }
        },
        "e9350a2e29444d769eaa5caaac8f99a4": {
          "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
          }
        },
        "c14a8eff12d64b2b8284c2b48dc58914": {
          "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": ""
          }
        },
        "0c137b13e1ea4c15a1e2d53167c11eb0": {
          "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
          }
        },
        "4fe071788f804dfe8703c3d4af504d2d": {
          "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": ""
          }
        },
        "3922c3e271774e3aa5ce708e8efd81a7": {
          "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
          }
        },
        "b72b6c328067497d966b18aabc815e3b": {
          "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": ""
          }
        },
        "2e34a36ef6314d5d9d8775ebd76a6bb2": {
          "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_aa1e09aba8074353bba3b3b483e7ac83",
              "IPY_MODEL_b00407bc4e1e4589be1cb611a768513c",
              "IPY_MODEL_59967e62adbf4ecd8b0642e3857b3d0e"
            ],
            "layout": "IPY_MODEL_79a78aef391948c58c67abf4fb2e7b49"
          }
        },
        "aa1e09aba8074353bba3b3b483e7ac83": {
          "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_ff1c0e2c158a4ab2ba64c682fb26996f",
            "placeholder": "​",
            "style": "IPY_MODEL_25b18c4bd9e347d586012a6f40b39d57",
            "value": "#2:  12%"
          }
        },
        "b00407bc4e1e4589be1cb611a768513c": {
          "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": "",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_6d168b621c824cc4bb3f81034efd2f64",
            "max": 327,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_d4cde6eaa99d4aed953afe56c9544155",
            "value": 38
          }
        },
        "59967e62adbf4ecd8b0642e3857b3d0e": {
          "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_f2ffaee353f04270b5b66bfcf9fb957a",
            "placeholder": "​",
            "style": "IPY_MODEL_879bd4acdc7c46a6aac97da671002c4d",
            "value": " 38/327 [00:21&lt;01:45,  2.74ex/s]"
          }
        },
        "79a78aef391948c58c67abf4fb2e7b49": {
          "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
          }
        },
        "ff1c0e2c158a4ab2ba64c682fb26996f": {
          "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
          }
        },
        "25b18c4bd9e347d586012a6f40b39d57": {
          "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": ""
          }
        },
        "6d168b621c824cc4bb3f81034efd2f64": {
          "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
          }
        },
        "d4cde6eaa99d4aed953afe56c9544155": {
          "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": ""
          }
        },
        "f2ffaee353f04270b5b66bfcf9fb957a": {
          "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
          }
        },
        "879bd4acdc7c46a6aac97da671002c4d": {
          "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": 5
}