{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "1.0-la-audio-error-analysis.ipynb",
      "provenance": [],
      "collapsed_sections": [
        "dpAkDahLfWLj"
      ],
      "toc_visible": true,
      "machine_shape": "hm",
      "mount_file_id": "1FfYZvzKlUx32ApXwg8VPsB6mAUGxMi_0",
      "authorship_tag": "ABX9TyO3HfRXB0yFil2uCiUNWyUd",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/kevincong95/cs231n-emotiw/blob/master/notebooks/audio/1.0-la-audio-error-analysis.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rQb4I5rx79Ps",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AkQfCu0vEUg4",
        "colab_type": "code",
        "outputId": "96ae0af6-f9db-4a3a-f2ea-1b2234354993",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 139
        }
      },
      "source": [
        "!git clone 'https://github.com/kevincong95/cs231n-emotiw.git'"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Cloning into 'cs231n-emotiw'...\n",
            "remote: Enumerating objects: 153, done.\u001b[K\n",
            "remote: Counting objects: 100% (153/153), done.\u001b[K\n",
            "remote: Compressing objects: 100% (121/121), done.\u001b[K\n",
            "remote: Total 836 (delta 84), reused 76 (delta 32), pack-reused 683\u001b[K\n",
            "Receiving objects: 100% (836/836), 185.11 MiB | 42.35 MiB/s, done.\n",
            "Resolving deltas: 100% (492/492), done.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "dpAkDahLfWLj",
        "colab_type": "text"
      },
      "source": [
        "## Retrieve and Preprocess the Raw Data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "U0VRZJVXEiXY",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Switch to TF 1.x and navigate to the directory\n",
        "%tensorflow_version 1.x\n",
        "!pwd\n",
        "import os\n",
        "os.chdir('cs231n-emotiw')\n",
        "!pwd\n",
        "\n",
        "# Install required packages \n",
        "!pip install -r 'requirements-predictions.txt'"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Kxuc_22XE0H5",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 728
        },
        "outputId": "2fb58fe1-6c95-456e-bee0-025c5363ac34"
      },
      "source": [
        "!wget 'https://storage.googleapis.com/cs231n-emotiw/data/Train_labels.txt'\n",
        "!wget 'https://storage.googleapis.com/cs231n-emotiw/data/Val_labels.txt'\n",
        "!wget 'https://storage.googleapis.com/cs231n-emotiw/data/train-full.zip'\n",
        "!wget 'https://storage.googleapis.com/cs231n-emotiw/data/val-full.zip'"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "--2020-06-03 16:51:33--  https://storage.googleapis.com/cs231n-emotiw/data/Train_labels.txt\n",
            "Resolving storage.googleapis.com (storage.googleapis.com)... 74.125.142.128, 2607:f8b0:400e:c08::80\n",
            "Connecting to storage.googleapis.com (storage.googleapis.com)|74.125.142.128|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 21653 (21K) [text/plain]\n",
            "Saving to: ‘Train_labels.txt’\n",
            "\n",
            "\rTrain_labels.txt      0%[                    ]       0  --.-KB/s               \rTrain_labels.txt    100%[===================>]  21.15K  --.-KB/s    in 0s      \n",
            "\n",
            "2020-06-03 16:51:33 (116 MB/s) - ‘Train_labels.txt’ saved [21653/21653]\n",
            "\n",
            "--2020-06-03 16:51:33--  https://storage.googleapis.com/cs231n-emotiw/data/Val_labels.txt\n",
            "Resolving storage.googleapis.com (storage.googleapis.com)... 74.125.195.128, 2607:f8b0:400e:c08::80\n",
            "Connecting to storage.googleapis.com (storage.googleapis.com)|74.125.195.128|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 6265 (6.1K) [text/plain]\n",
            "Saving to: ‘Val_labels.txt’\n",
            "\n",
            "Val_labels.txt      100%[===================>]   6.12K  --.-KB/s    in 0s      \n",
            "\n",
            "2020-06-03 16:51:33 (107 MB/s) - ‘Val_labels.txt’ saved [6265/6265]\n",
            "\n",
            "--2020-06-03 16:51:34--  https://storage.googleapis.com/cs231n-emotiw/data/train-full.zip\n",
            "Resolving storage.googleapis.com (storage.googleapis.com)... 74.125.142.128, 2607:f8b0:400e:c08::80\n",
            "Connecting to storage.googleapis.com (storage.googleapis.com)|74.125.142.128|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 2732428104 (2.5G) [application/zip]\n",
            "Saving to: ‘train-full.zip’\n",
            "\n",
            "train-full.zip       40%[=======>            ]   1.04G  85.5MB/s    eta 19s    ^C\n",
            "--2020-06-03 16:51:51--  https://storage.googleapis.com/cs231n-emotiw/data/val-full.zip\n",
            "Resolving storage.googleapis.com (storage.googleapis.com)... 74.125.195.128, 2607:f8b0:400e:c08::80\n",
            "Connecting to storage.googleapis.com (storage.googleapis.com)|74.125.195.128|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 740388884 (706M) [application/zip]\n",
            "Saving to: ‘val-full.zip’\n",
            "\n",
            "val-full.zip        100%[===================>] 706.09M  79.5MB/s    in 8.9s    \n",
            "\n",
            "2020-06-03 16:52:01 (78.9 MB/s) - ‘val-full.zip’ saved [740388884/740388884]\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Z8aNngYh64lH",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!unzip '/content/val-full.zip'\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zpVNtJuICWfG",
        "colab_type": "code",
        "outputId": "8f131958-1738-4d69-ce0a-b1833e196c38",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "%tensorflow_version 1.x"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "TensorFlow 1.x selected.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "x9lVkV-aCbhw",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import os\n",
        "os.chdir('/content/cs231n-emotiw')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XCrIfxOLHjBI",
        "colab_type": "code",
        "outputId": "4eb0b068-c6c4-485c-8fc7-55e865040663",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 69
        }
      },
      "source": [
        "from src.preprocessors.audio_preprocessor import AudioPreprocessor\n",
        "audio_preprocessor_val = AudioPreprocessor(video_folder='Val/' , output_folder='val-full-4/' , label_path='./Val_labels.txt')"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Using TensorFlow backend.\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "Video Preprocessor created with video_folder = Val/ , output_folder = val-full-4/, output_file = None\n",
            "Frames will be created with hop_size = 0.5\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DBb7eocbL0AV",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "audio_preprocessor_val.preprocess(batch_size=32)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "PtsjYKEk_YSI",
        "colab_type": "text"
      },
      "source": [
        "## Retrieve Preprocessed Data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AkScsISgWwGo",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!cp '/content/drive/My Drive/Machine-Learning-Projects/cs231n-project/datasets/emotiw/val-final-audio.zip' '/content/'"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KwQB7NrNXF_-",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "0aa2f34b-75d2-43f9-efd9-23fdf1e919de"
      },
      "source": [
        "!unzip val-final-audio.zip"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Archive:  val-final-audio.zip\n",
            "   creating: val-final-audio/audio-pickle/\n",
            " extracting: val-final-audio/audio-pickle/27_20.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/53_30.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/157_10.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_2.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/333_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/44_2.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/86_47.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/325_49.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/99_6.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/212_6.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/335_2.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/325_7.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/53_36.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/125_6.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/294_25.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/70_19.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/294_48.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/54_7.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/212_14.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/222_10.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_22.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/53_6.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_31.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/143_5.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/314_5.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/306_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/237_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/325_26.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_42.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/325_54.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/332_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/237_5.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/325_37.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/86_54.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/44_29.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/86_4.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/342_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/320_14.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/325_39.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/284_6.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_11.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_19.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/81_24.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/294_36.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/100_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/86_29.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/53_26.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/53_37.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/86_49.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/44_26.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/306_12.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/306_6.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/284_12.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/294_19.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_64.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_55.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_46.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_61.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/154_8.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_29.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/222_4.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/86_19.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/159_5.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/162_6.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/209_6.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_36.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/81_23.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/44_14.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/239_8.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/325_51.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_26.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/294_8.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/54_11.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/53_39.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/212_7.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/53_3.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/55_7.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/70_29.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/125_9.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/54_16.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/294_30.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/55_20.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/55_10.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/27_17.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/53_47.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/209_12.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/335_5.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/55_18.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/115_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/86_38.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/53_16.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_22.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/53_48.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/11_2.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/308_6.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/54_15.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_63.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/314_4.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/115_10.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/27_13.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/212_11.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/150_3.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/320_8.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/294_24.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/86_17.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/86_50.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/11_8.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/115_4.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/86_16.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/284_2.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/115_2.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/323_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/252_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/5_19.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_12.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/181_8.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/274_3.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/157_9.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/325_44.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/325_41.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_8.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/53_41.mp4-openl3.pkl  \n",
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            " extracting: val-final-audio/audio-pickle/308_8.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_3.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/325_10.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/70_17.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/1_2.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/81_14.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/11_4.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/294_27.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_51.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_29.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/294_42.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/86_41.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_18.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/190_6.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/45_10.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/125_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/15_6.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/181_3.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/86_39.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_25.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/5_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/115_9.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/100_3.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/325_33.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/53_20.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/308_7.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/53_17.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/251_3.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/44_9.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/45_9.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/11_5.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/274_5.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_18.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/320_5.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_30.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/31_6.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/86_10.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/325_4.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/179_2.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/284_11.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/55_4.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/150_2.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_47.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/27_8.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_11.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_17.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/44_13.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_39.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/54_4.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/5_10.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_57.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/294_21.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/27_6.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/27_9.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/268_3.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/15_3.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/53_46.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/11_3.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/5_9.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/294_35.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/268_2.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/294_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/332_2.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/83_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/5_2.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_49.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/53_33.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/70_10.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/70_24.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/212_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/320_10.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/86_7.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/27_4.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/157_7.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_55.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/81_21.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/159_9.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/333_4.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_62.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/53_29.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/81_6.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/99_2.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/320_17.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/335_4.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/325_57.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/81_8.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/199_3.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/308_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/154_5.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/335_6.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/55_19.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/150_5.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/5_18.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/284_5.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/159_6.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/86_40.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/86_55.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/199_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/154_4.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/21_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/165_2.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_9.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/1_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/143_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/199_2.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/11_10.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/325_42.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/86_56.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/320_11.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_43.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/239_7.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/86_48.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/222_12.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/53_12.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_6.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/86_6.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/294_45.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/212_5.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/157_14.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/325_36.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/190_2.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/125_3.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_45.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/284_8.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/325_21.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/5_14.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/181_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/31_8.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/179_4.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_40.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/44_17.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_51.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/212_9.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/5_4.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/70_30.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/181_2.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_5.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/55_17.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/181_4.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/190_12.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/325_45.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/306_16.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/86_2.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/294_23.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/325_12.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/70_14.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/86_31.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/284_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/159_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/268_5.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_16.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/333_3.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/294_12.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/294_22.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/31_7.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/154_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_33.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/125_8.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/154_7.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/31_4.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/165_3.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_54.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_21.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_41.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/86_23.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/306_15.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/159_3.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/162_3.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/81_7.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_21.mp4-openl3.pkl  \n",
            "  inflating: val-final-audio/audio-pickle-all-X-openl3.pkl  \n",
            "  inflating: val-final-audio/audio-pickle-all-Y-openl3.pkl  \n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3up2WhPc_b4Y",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "%tensorflow_version 2.x"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "b4mI8i9OH5J1",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!wget 'https://storage.googleapis.com/cs231n-emotiw/data/val-final-audio.zip'"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "EhnNfk10H8w2",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "88a7f841-a11f-4c27-8b75-03a39e9c227d"
      },
      "source": [
        "!unzip val-final-audio.zip"
      ],
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Archive:  val-final-audio.zip\n",
            "replace val-final-audio/audio-pickle/27_20.mp4-openl3.pkl? [y]es, [n]o, [A]ll, [N]one, [r]ename: A\n",
            " extracting: val-final-audio/audio-pickle/27_20.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/53_30.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/157_10.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_2.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/333_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/44_2.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/86_47.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/325_49.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/99_6.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/212_6.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/335_2.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/325_7.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/53_36.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/125_6.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/294_25.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/70_19.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/294_48.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/54_7.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/212_14.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/222_10.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_22.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/53_6.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_31.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/143_5.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/314_5.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/306_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/237_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/325_26.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_42.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/325_54.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/332_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/237_5.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/325_37.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/86_54.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/44_29.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/86_4.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/342_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/320_14.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/325_39.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/284_6.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_11.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_19.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/81_24.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/294_36.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/100_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/86_29.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/53_26.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/53_37.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/86_49.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/44_26.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/306_12.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/306_6.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/284_12.mp4-openl3.pkl  \n",
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            " extracting: val-final-audio/audio-pickle/298_28.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_15.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/145_4.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/86_26.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/306_8.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/239_4.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/335_9.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_36.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/239_5.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/306_2.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/152_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/306_9.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/306_18.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/335_8.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/325_14.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/145_2.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/54_13.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/11_12.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_27.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_37.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/209_15.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/27_16.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/53_32.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/325_56.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_23.mp4-openl3.pkl  \n",
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            " extracting: val-final-audio/audio-pickle/222_17.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/31_9.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_52.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/159_2.mp4-openl3.pkl  \n",
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            " extracting: val-final-audio/audio-pickle/274_6.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/70_3.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_5.mp4-openl3.pkl  \n",
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            " extracting: val-final-audio/audio-pickle/99_10.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/325_50.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/81_9.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_16.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/5_15.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_50.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_46.mp4-openl3.pkl  \n",
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            " extracting: val-final-audio/audio-pickle/86_11.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/44_18.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/45_6.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/294_29.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/55_14.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/325_13.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/5_7.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/154_3.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/306_21.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/53_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/320_3.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_3.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/55_9.mp4-openl3.pkl  \n",
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            " extracting: val-final-audio/audio-pickle/53_49.mp4-openl3.pkl  \n",
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            " extracting: val-final-audio/audio-pickle/325_9.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_13.mp4-openl3.pkl  \n",
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            " extracting: val-final-audio/audio-pickle/289_32.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/325_47.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/70_7.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/53_35.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/27_14.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/152_4.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/308_8.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_3.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/325_10.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/70_17.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/1_2.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/81_14.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/11_4.mp4-openl3.pkl  \n",
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            " extracting: val-final-audio/audio-pickle/298_51.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_29.mp4-openl3.pkl  \n",
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            " extracting: val-final-audio/audio-pickle/86_41.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_18.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/190_6.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/45_10.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/125_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/15_6.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/181_3.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/86_39.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_25.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/5_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/115_9.mp4-openl3.pkl  \n",
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            " extracting: val-final-audio/audio-pickle/325_33.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/53_20.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/308_7.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/53_17.mp4-openl3.pkl  \n",
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            " extracting: val-final-audio/audio-pickle/44_9.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/45_9.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/11_5.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/274_5.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_18.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/320_5.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_30.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/31_6.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/86_10.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/325_4.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/179_2.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/284_11.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/55_4.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/150_2.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_47.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/27_8.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_11.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_17.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/44_13.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_39.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/54_4.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/5_10.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_57.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/294_21.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/27_6.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/27_9.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/268_3.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/15_3.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/53_46.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/11_3.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/5_9.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/294_35.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/268_2.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/294_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/332_2.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/83_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/5_2.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_49.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/53_33.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/70_10.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/70_24.mp4-openl3.pkl  \n",
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            " extracting: val-final-audio/audio-pickle/320_10.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/86_7.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/27_4.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/157_7.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_55.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/81_21.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/159_9.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/333_4.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_62.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/53_29.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/81_6.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/99_2.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/320_17.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/335_4.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/325_57.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/81_8.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/199_3.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/308_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/154_5.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/335_6.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/55_19.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/150_5.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/5_18.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/284_5.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/159_6.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/86_40.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/86_55.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/199_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/154_4.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/21_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/165_2.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_9.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/1_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/143_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/199_2.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/11_10.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/325_42.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/86_56.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/320_11.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_43.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/239_7.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/86_48.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/222_12.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/53_12.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_6.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/86_6.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/294_45.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/212_5.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/157_14.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/325_36.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/190_2.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/125_3.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_45.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/284_8.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/325_21.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/5_14.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/181_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/31_8.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/179_4.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_40.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/44_17.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_51.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/212_9.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/5_4.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/70_30.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/181_2.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_5.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/55_17.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/181_4.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/190_12.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/325_45.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/306_16.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/86_2.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/294_23.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/325_12.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/70_14.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/86_31.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/284_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/159_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/268_5.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_16.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/333_3.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/294_12.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/294_22.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/31_7.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/154_1.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_33.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/125_8.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/154_7.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/31_4.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/165_3.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_54.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_21.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/298_41.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/86_23.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/306_15.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/159_3.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/162_3.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/81_7.mp4-openl3.pkl  \n",
            " extracting: val-final-audio/audio-pickle/289_21.mp4-openl3.pkl  \n",
            "  inflating: val-final-audio/audio-pickle-all-X-openl3.pkl  \n",
            "  inflating: val-final-audio/audio-pickle-all-Y-openl3.pkl  \n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iJqo7-KkdPJn",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import numpy as np\n",
        "import glob\n",
        "#X_train = np.load('/content/drive/My Drive/Machine-Learning-Projects/cs231n-project/notebooks/audio-final/audio-pickle-all-X-openl3-train.pkl', allow_pickle=True)\n",
        "#Y_train = np.load('/content/drive/My Drive/Machine-Learning-Projects/cs231n-project/notebooks/audio-final/audio-pickle-all-Y-openl3-train.pkl' , allow_pickle=True)\n",
        "\n",
        "X_val = np.load('/content/drive/My Drive/Machine-Learning-Projects/cs231n-project/datasets/emotiw/audio-pickle-all-X-openl3.pkl' , allow_pickle=True)\n",
        "Y_val = np.load('/content/drive/My Drive/Machine-Learning-Projects/cs231n-project/datasets/emotiw/audio-pickle-all-Y-openl3.pkl' , allow_pickle=True)\n",
        "\n",
        "s = np.arange(X_val.shape[0])\n",
        "np.random.shuffle(s)\n",
        "X_val = X_val[s]\n",
        "Y_val = Y_val[s]\n",
        "\n",
        "video_path = '/content/Val/'\n",
        "videos = glob.glob(video_path + '/*.mp4')\n",
        "videos = np.asarray(videos)\n",
        "videos = videos[s]"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "McqKwwwy-y77",
        "colab_type": "text"
      },
      "source": [
        "## Retrieve Model and Predict/Evaluate"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "x2p3GYeY_rNH",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import tensorflow as tf"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ESuY2TGI-2tG",
        "colab_type": "code",
        "outputId": "bfb403f5-7a13-4235-baf2-c5c69c78042a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 208
        }
      },
      "source": [
        "!wget 'https://storage.googleapis.com/cs231n-emotiw/models/openl3-cnn-lstm-tuned-lr.h5'"
      ],
      "execution_count": 61,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "--2020-06-03 17:13:39--  https://storage.googleapis.com/cs231n-emotiw/models/openl3-cnn-lstm-tuned-lr.h5\n",
            "Resolving storage.googleapis.com (storage.googleapis.com)... 74.125.142.128, 2607:f8b0:400e:c08::80\n",
            "Connecting to storage.googleapis.com (storage.googleapis.com)|74.125.142.128|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 17223968 (16M) [application/octet-stream]\n",
            "Saving to: ‘openl3-cnn-lstm-tuned-lr.h5.1’\n",
            "\n",
            "openl3-cnn-lstm-tun 100%[===================>]  16.43M  21.9MB/s    in 0.8s    \n",
            "\n",
            "2020-06-03 17:13:40 (21.9 MB/s) - ‘openl3-cnn-lstm-tuned-lr.h5.1’ saved [17223968/17223968]\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JYblRrhb_TVK",
        "colab_type": "code",
        "outputId": "d1f6e229-5674-4e0b-9a8d-6a419f749c65",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 69
        }
      },
      "source": [
        "model = tf.keras.models.load_model('openl3-cnn-lstm-tuned-lr.h5')"
      ],
      "execution_count": 62,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "WARNING:tensorflow:Layer lstm will not use cuDNN kernel since it doesn't meet the cuDNN kernel criteria. It will use generic GPU kernel as fallback when running on GPU\n",
            "WARNING:tensorflow:Layer lstm will not use cuDNN kernel since it doesn't meet the cuDNN kernel criteria. It will use generic GPU kernel as fallback when running on GPU\n",
            "WARNING:tensorflow:Layer lstm will not use cuDNN kernel since it doesn't meet the cuDNN kernel criteria. It will use generic GPU kernel as fallback when running on GPU\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "E0M5E-S1ACoY",
        "colab_type": "code",
        "outputId": "dced4aab-d5ec-4d14-ecee-2620a0b9b6c9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 780
        }
      },
      "source": [
        "model.summary()"
      ],
      "execution_count": 63,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"model\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "input_1 (InputLayer)         [(None, None, 6144)]      0         \n",
            "_________________________________________________________________\n",
            "conv1d (Conv1D)              (None, None, 64)          786496    \n",
            "_________________________________________________________________\n",
            "batch_normalization (BatchNo (None, None, 64)          256       \n",
            "_________________________________________________________________\n",
            "max_pooling1d (MaxPooling1D) (None, None, 64)          0         \n",
            "_________________________________________________________________\n",
            "dropout (Dropout)            (None, None, 64)          0         \n",
            "_________________________________________________________________\n",
            "conv1d_1 (Conv1D)            (None, None, 512)         66048     \n",
            "_________________________________________________________________\n",
            "batch_normalization_1 (Batch (None, None, 512)         2048      \n",
            "_________________________________________________________________\n",
            "max_pooling1d_1 (MaxPooling1 (None, None, 512)         0         \n",
            "_________________________________________________________________\n",
            "dropout_1 (Dropout)          (None, None, 512)         0         \n",
            "_________________________________________________________________\n",
            "conv1d_2 (Conv1D)            (None, None, 512)         524800    \n",
            "_________________________________________________________________\n",
            "batch_normalization_2 (Batch (None, None, 512)         2048      \n",
            "_________________________________________________________________\n",
            "max_pooling1d_2 (MaxPooling1 (None, None, 512)         0         \n",
            "_________________________________________________________________\n",
            "dropout_2 (Dropout)          (None, None, 512)         0         \n",
            "_________________________________________________________________\n",
            "bidirectional (Bidirectional (None, None, 20)          41840     \n",
            "_________________________________________________________________\n",
            "bidirectional_1 (Bidirection (None, 10)                1040      \n",
            "_________________________________________________________________\n",
            "dense (Dense)                (None, 32)                352       \n",
            "_________________________________________________________________\n",
            "dropout_3 (Dropout)          (None, 32)                0         \n",
            "_________________________________________________________________\n",
            "dense_1 (Dense)              (None, 3)                 99        \n",
            "=================================================================\n",
            "Total params: 1,425,027\n",
            "Trainable params: 1,422,851\n",
            "Non-trainable params: 2,176\n",
            "_________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uVVERVOzGcYT",
        "colab_type": "code",
        "outputId": "c7e24dcc-247d-4e8d-eece-854846aeccc4",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "print(X_val.shape)"
      ],
      "execution_count": 64,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(766, 11, 6144)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "96zRKhY3JLE0",
        "colab_type": "text"
      },
      "source": [
        "## Evaluate Model Performance"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "22j7ZVAj_Qhs",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "predictions = model.predict(X_val)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AuLTZ11LJOqC",
        "colab_type": "code",
        "outputId": "56a78aba-d5cb-49bf-e49f-dbb7dc645319",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        }
      },
      "source": [
        "model.evaluate(X_val , Y_val)"
      ],
      "execution_count": 66,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "24/24 [==============================] - 0s 7ms/step - loss: 1.0272 - accuracy: 0.5770\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[1.0272266864776611, 0.5770235061645508]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 66
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "B6K5hbOIJY6x",
        "colab_type": "text"
      },
      "source": [
        "#### F1 Score\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hVjY9Yv6Jbhb",
        "colab_type": "code",
        "outputId": "8b9b3d62-a8ed-4120-da20-19af5d186f37",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "from sklearn.metrics import f1_score\n",
        "y_pred = model.predict(X_val)\n",
        "Y_class = y_pred.argmax(axis=-1)\n",
        "f1_score(Y_val, Y_class, average='micro')"
      ],
      "execution_count": 67,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.577023498694517"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 67
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "J_vjGYToKzXk",
        "colab_type": "code",
        "outputId": "5c3c568f-4aa0-48c3-e5d0-6fb41fb25382",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 571
        }
      },
      "source": [
        "from sklearn import metrics \n",
        "import pandas as pd\n",
        "import seaborn as sn\n",
        "\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "\n",
        "classes=['Pos' , 'Neu' , 'Neg'] \n",
        "\n",
        "con_mat = tf.math.confusion_matrix(labels=Y_val, predictions=Y_class).numpy()\n",
        "\n",
        "con_mat_norm = np.around(con_mat.astype('float') / con_mat.sum(axis=1)[:, np.newaxis], decimals=2)\n",
        "\n",
        "con_mat_df = pd.DataFrame(con_mat_norm,\n",
        "                  index = classes, \n",
        "                  columns = classes)\n",
        "\n",
        "\n",
        "figure = plt.figure(figsize=(11, 9))\n",
        "plt.title(\"Audio Model Confusion Matrix\")\n",
        "sn.heatmap(con_mat_df, annot=True,cmap=plt.cm.Blues)"
      ],
      "execution_count": 68,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7efe1398bda0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 68
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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67tW3P4vmr3za+f7bb2arHXdtOl4wdzbnnfppzvzcoRx4xKdNr9qxiGjTR16yJlj3AOtGxGDgNuAzwNUraxwRoyNiUkRMuvcmp6yqYbv9DuFzP7iaPY86kQdvbv5nOm/mC9x3/RXsd8KXchqdOoIAjttxML9/6OXlrh2xzUD+9tRc3qlvXPMDU4c34a6/8+LUpzng8OOazvXuN4Bzfvo7zr/8BibcOZ7XFi7IcYTqiLKuwYqU0psRcSLw85TSxRHx6Moap5TGAmMBfvnAC2azq9C1Vx9eX/Duv8oWL5xH1159V9p+81325o7f/LTp+PUFc7n5J+dx4Oiv0bP/oDYdq4ptwZtL6bP+u4lV7/U7sfCtdxOtdTvVMLTnupx9wDAAeqxXx+n7bMqld01js75dGLlRT47ZYRBdOteSUmJpQ+L2Z5ZPY6Usevbpx8J5737IYuG8OStMoZ569N/87YarOf2CnzdNC7bsZ9CGm/LclEfZcfd923TMem+KugYrc4EVEbsCxwEnls/Vts2QOpaBm2zOwtkzeXXuLLr26sMzD97NwZ8/s1mbhbNm0mvgYACmPfZveg4oPX/7jcXc9KNvscdRn2Pw8K3W+NhVLNPmv8nAbuvQr2tnFry5lA9t1Isx973YdP2tpY18/oYnm47P2n8Y1z40k+cXvMV3b5vadP7wbQbydn2DxZXel42Hf4A5L09n3qyX6dmnH5Pu/QcnnvGdZm1e+s8z/O7nF3PauT+ie8/eTecXzpvD+t2603mddXlj8WtMfepx9jv06DV9C+rgshZYXwa+CfwlpTQ5IjYF7mq7YXUcNbW17Pvpk/nzJf9Lamxkqz0PoO/gjfnXn69hwCYj2Gz7XXn0jnG8NPlhamvrWGf9rhx40hkAPHbHOBbNfpkH/+/3PPh/vwfg8K9dSJfuPfO8Ja2lGhNc/e8ZfOPDm1ITwT+nLmDmq29zxLYDeX7+mzw847XWO5GqpLa2jqP/53R+fO6XaWxsZPf9PsagDTdl3O/HstGwD7DtLnty49U/45233mTs988CStOCJ5/9A16Z/gJ/uvInRAQpJfb/xLEM3nhYzneklSlqghUpZZ/Bi4iuACmlxVlf4xSh2ot7py7KewhSk5NGbpj3EKQme2/eO7cqp89n/9CmdcL83xyTy71l/RThByPiEWAyMCUiHooI56QkSdL7E238yEnWTxFeDnw1pbRRSmlD4HTgV203LEmSpLVX1jVY66eUmtZcpZTujoj1V/UCSZKk1hR1DVbWAmtaRHwL+G35+NPAtLYZkiRJ0tota4H1OeA7wJ+BBNxbPidJkvSedcgEKyLWBT4PDAOeAE5PKS1d1WskSZI6utYSrGuApZQSq4OBD1DaE0uSJOl965AJFrBlSumDABFxBfDvth+SJEnS2q21AqtpOjClVF/UKlOSJOWkoKVFawXWthGx7PsxAlivfBxASil1b9PRSZIkrYVWWWCllPxCZ0mS1GaKOjuWdSd3SZIkZZR1HyxJkqSqK2qCZYElSZJyU9QCyylCSZKkKjPBkiRJuTHBkiRJUiYmWJIkKT/FDLBMsCRJkqrNBEuSJOXGNViSJEnKxARLkiTlxgRLkiRJmVhgSZKk3EREmz4yjuGgiHgmIqZGxJkrafPJiJgSEZMj4trW+nSKUJIkdVgRUQuMAfYHZgATI2JcSmlKRZvhwDeB3VNKCyOif2v9mmBJkqT8RBs/WjcSmJpSmpZSWgJcBxzaos1JwJiU0kKAlNKc1jq1wJIkSYUVEaMjYlLFY3SLJoOB6RXHM8rnKo0ARkTE/RExISIOau19nSKUJEm5aetPEaaUxgJj32c3dcBwYG9gCHBPRHwwpbRoZS8wwZIkSR3ZTGBoxfGQ8rlKM4BxKaWlKaXngWcpFVwrZYElSZJy0w4+RTgRGB4Rm0REZ+BoYFyLNjdRSq+IiL6UpgynrapTCyxJktRhpZTqgVOAW4GngOtTSpMj4ryIOKTc7FZgfkRMAe4CvpZSmr+qfl2DJUmSctMednJPKY0Hxrc4d07F8wR8tfzIxARLkiSpykywJElSbtpDgtUWLLAkSVJ+illfOUUoSZJUbSZYkiQpN0WdIjTBkiRJqjITLEmSlBsTLEmSJGVigiVJknJT0ADLBEuSJKnaTLAkSVJuXIMlSZKkTEywJElSbgoaYJlgSZIkVZsJliRJyo1rsCRJkpSJCZYkScpNQQMsEyxJkqRqM8GSJEm5qakpZoRlgiVJklRlJliSJCk3rsGSJElSJiZYkiQpN0XdB8sCS5Ik5aag9ZVThJIkSdVmgiVJknJT1ClCEyxJkqQqM8GSJEm5McGSJElSJiZYkiQpNwUNsEywJEmSqs0ES5Ik5cY1WJIkScrEBEuSJOWmoAGWCZYkSVK1mWBJkqTcuAZLkiRJmZhgSZKk3BQ0wDLBkiRJqjYTLEmSlBvXYEmSJCkTEyxJkpSbggZYJliSJEnVZoIlSZJyU9Q1WG1eYB293dC2fgspk6988ZK8hyA1OfPmi/IegqQ2ZIIlSZJyU9AAywJLkiTlp6hThC5ylyRJqjITLEmSlJuCBlgmWJIkSdVmgiVJknLjGixJkiRlYoIlSZJyU9AAywRLkiSp2kywJElSblyDJUmSpExMsCRJUm5MsCRJkgooIg6KiGciYmpEnLmC6ydExNyIeLT8+O/W+jTBkiRJuck7wIqIWmAMsD8wA5gYEeNSSlNaNP1jSumUrP2aYEmSpI5sJDA1pTQtpbQEuA449P12aoElSZJyExFt/RgdEZMqHqNbDGEwML3ieEb5XEtHRMTjEfGniBja2n05RShJkgorpTQWGPs+u7kZ+ENK6Z2I+B/gGmDfVb3ABEuSJOUmom0fGcwEKhOpIeVzTVJK81NK75QPfw3s2FqnFliSJKkjmwgMj4hNIqIzcDQwrrJBRGxQcXgI8FRrnTpFKEmScpP3PlgppfqIOAW4FagFrkwpTY6I84BJKaVxwGkRcQhQDywATmitXwssSZLUoaWUxgPjW5w7p+L5N4Fvrk6fFliSJCk3ee+D1VYssCRJUm5qClphuchdkiSpykywJElSbgoaYJlgSZIkVZsJliRJyk3e2zS0FRMsSZKkKjPBkiRJuakpZoBlgiVJklRtJliSJCk3rsGSJElSJiZYkiQpNwUNsEywJEmSqs0ES5Ik5SYoZoRlgiVJklRlJliSJCk37oMlSZKkTEywJElSbtwHS5IkSZmYYEmSpNwUNMAywZIkSao2EyxJkpSbmoJGWBZYkiQpNwWtr5wilCRJqjYTLEmSlBu3aZAkSVImJliSJCk3BQ2wTLAkSZKqzQRLkiTlpqjbNJhgSZIkVZkJliRJyk0x8ysTLEmSpKozwZIkSblxHyxJkiRlYoIlSZJyU1PMAMsES5IkqdpMsCRJUm5cgyVJkqRMTLAkSVJuChpgmWBJkiRVmwmWJEnKjWuwJEmSlIkJliRJyk1R98GywJIkSblxilCSJEmZmGBJkqTcFDO/MsGSJEmqOhMsSZKUmxrXYEmSJCkLEyxJkpSbggZYJliSJEnVZoIlSZJy4z5YkiRJysQES5Ik5aagAZYJliRJUrWZYEmSpNwUdR8sC6x24IH77+WHF19IY2MDhxx2JMd/7qRm15csWcJ3zj6Tp5+aTI8ePTn/+z9k0ODBADz37DNcdP65vLF4MTU1NVz1++tZZ511crgLFcH+u32AS752JLU1NVx907+45Krbm12/+PTD2WvnEQB0Wbcz/Xp3ZYO9vs5eOw3n4jOOaGq3+cYD+OyZV3Hz3Y+v0fGrWB7597+4aswlNDY28OGPfILDjvmvZtenPP4wV425hBenTeUrZ1/ArqP2A+DJRyZy9S9+2NRu5ksv8JWzL2DkHvus0fGrY7PAyllDQwM/uPB8fvrLX9N/wABOOO5T7DlqHzbdbFhTm3F/uZFu3btz4823ctvfxzPmx5fyvYt/SH19Peee9Q2+ff5FjNh8C15dtIi6On+kem9qaoLLzvwkH/3Cz5g5exH3/f5r/PWfT/D0tFlNbb5+6Z+bnn/h6FFsu/kQAO6Z9BwfOvoiAHp178KT477NPyY8tWZvQIXS0NDAr39yEedc/HN69xvAmV/8DDvtOoqhG2/a1KZv/4Gc/PXvMO6G3zZ77dbb78wlY/8AwOuvvcqpn/0E2+70oTU6fmXXHgKsiDgI+DFQC/w6pXTRStodAfwJ2DmlNGlVfboGK2dTnnyCIUM3ZPCQoXTq1Jn9DzyYe+6+s1mbe+6+k49+/BMA7LvfAUz89wRSSjz4wP0MGz6CEZtvAUCPnj2pra1d4/egYth56435z/R5vDBzPkvrG7jh1of52N7brLT9Jw/akev//tBy5w/bb3tuu38Kb729tC2Hq4Kb+vRkBg4eyoBBQ+jUqRO773MAE/91d7M2/QcOYuPNhq9yimnCPXew3cjdWGfd9dp2wFprRUQtMAY4GNgSOCYitlxBu27Al4AHs/SbqcCKiA1X9Mg+fK3MnDmzGTBwYNNx/wEDmTtnTrM2c+fMpn+5TV1dHV27duPVRYt46cUXIYLTvnASnz36CH571RVrdOwqlkH9ezBj9sKm45mzFzK4X48Vtt1wg15sNKgPd098ZrlrRx24wwoLL2l1LJg3h779BjQd9+k3gAXz5q52P/ffdSt77HNgNYemKouINn1kMBKYmlKallJaAlwHHLqCdt8Fvg+8naXTrAnWLcBfy///DmAa8LeVNY6I0RExKSImXX3FrzK+hVZXQ0M9jz3yMOddcDFjr/odd9/1DyY++EDew1IHcNSBO3LTHY/S2JianR/YtztbDR/E7Q9MyWlk0rsWzp/LS89PZbudd817KMpRZU1Sfoxu0WQwML3ieEb5XGUfOwBDU0q3ZH3fTAt2UkofXMEbfXEV7ccCYwEWvdWQVtZO0L//AGbPeneNy5zZs+jXv3+zNv36D2DOrFkMGDCQ+vp6Fi9+nR49e9J/wEC232EnevbqBcBue+zF009NYedd/I+JVt/Lc15lyIBeTceDB/Ri5txXV9j2yAN35CsXXb/c+SP234Fxdz5OfX1jm41THUPvvv2ZN3d20/H8ubPp3bffavXxr7tvZ+Qe+1BX16naw1MVtfVapcqa5L2IiBrgh8AJq/O693RfKaWHgV3ey2vV3Ae22prpL73IyzNnsHTpEm6/9W/sNar5J132HLUPt9x8EwB3/uM2dtp5FyKCD+22O/+Z+ixvv/UW9fX1PPLQRDbZdNiK3kZq1aTJLzJsw35sNKgPnepqOerAHbhlBZ8CHLHxAHp178KEx55f7lppXdYq131KmQzbYktemTmd2a/MZOnSpdx/123svNuo1erjPqcHlc1MYGjF8ZDyuWW6AVsDd0fEC8CHgHERsdOqOs2UYEXEVysOa4AdgJezvFarVldXxxlnnsVpXziJxsZGPn7oYWw6bDiX//ynfGDLrdhr73055LAjOPesb3DExw+ke/eenP/9SwDo3r0Hx3zmeE447pNEBLvtsRd77LV6/wGSlmloaOQr37+em39+MrU1wTX/N4Gnps3iW1/4KA9PeYlb/vkEUJoevOHW5ddYbbhBb4YM7MW9D01d00NXAdXW1vHfp36d879xCo2NDex78KEM3XgzrrvqF2y2+ZbsvNsopj49mYu/fQZvLH6NSQ/cyx+vuZzLrrwBgDmzXmb+nNlsue2OOd+JWtMOvotwIjA8IjahVFgdDRy77GJK6VWg77LjiLgbOKO1TxFGSq3P4EXEtysO64EXgBtTSq0u9HKKUO3FBrt9Ke8hSE3+ffMKPwUu5eKDQ7rmVuWcdtPTbVon/OQTW7R6bxHxEeAySts0XJlS+l5EnAdMSimNa9H2bjIUWFnXYH2n3GmXlNKbWV4jSZLUmprcAyxIKY0Hxrc4d85K2u6dpc+s2zTsGhFTgKfLx9tGxM+zvFaSJGllaqJtH7ndV8Z2lwEHAvMBUkqPAXu11aAkSZLWZpm/VyWlNL3FQrSG6g9HkiR1JO1gkXubyFpgTY+I3YAUEZ0obRXvF41JkiStQNYC6/OUvgRxMKWPMN4GnNxWg5IkSR1De1jk3hayfopwHnBcG49FkiSpEFZZYEXECj+iWJZSSlETwGgAABMzSURBVN+t8ngkSVIHUtAlWK0mWG+s4Nz6wIlAH0rfLC1JkqQKqyywUkqXLnseEd0oLW7/L+A64NKVvU6SJCmLmoJGWK2uwYqI3sBXKa3BugbYIaW0sK0HJkmStLZqbQ3WD4DDgbHAB1NKi9fIqCRJUoeQdcfztU1r93U6MAg4G3g5Il4rP16PiNfafniSJElrn9bWYBW1sJQkSe1AQZdgFTaZkyRJyk3m7yKUJEmqtqJ+itAES5IkqcpMsCRJUm4KGmCZYEmSJFWbCZYkScpNjQmWJEmSsjDBkiRJuSnqpwgtsCRJUm4KWl85RShJklRtJliSJCk3LnKXJElSJiZYkiQpN0ExIywTLEmSpCozwZIkSblxDZYkSZIyMcGSJEm5McGSJElSJiZYkiQpN1HQrdxNsCRJkqrMBEuSJOXGNViSJEnKxARLkiTlpqBLsEywJEmSqs0ES5Ik5aamoBGWCZYkSVKVmWBJkqTc+ClCSZIkZWKCJUmSclPQJVgWWJIkKT81FLPCcopQkiSpykywJElSboo6RWiCJUmSVGUmWJIkKTdu0yBJkqRMTLAkSVJu/KocSZIkZWKCJUmSclPQAMsES5IkqdpMsCRJUm5cgyVJkqRMTLAkSVJuChpgmWBJkiRVmwmWJEnKTVGTnqLelyRJUiYRcVBEPBMRUyPizBVc/3xEPBERj0bEfRGxZWt9WmBJkqTcRESbPjK8fy0wBjgY2BI4ZgUF1LUppQ+mlLYDLgZ+2Fq/FliSJKkjGwlMTSlNSyktAa4DDq1skFJ6reJwfSC11qlrsCRJUm7a+kOEETEaGF1xamxKaWzF8WBgesXxDGCXFfRzMvBVoDOwb2vva4ElSZIKq1xMjW21Yev9jAHGRMSxwNnA8atqb4ElSZJy0w52cp8JDK04HlI+tzLXAb9orVPXYEmSpNxEGz8ymAgMj4hNIqIzcDQwrtkYI4ZXHH4UeK61Tk2wJElSh5VSqo+IU4BbgVrgypTS5Ig4D5iUUhoHnBIR+wFLgYW0Mj0IFliSJClH+c8QQkppPDC+xblzKp5/aXX7dIpQkiSpykywJElSbrJsBro2MsGSJEmqMhMsSZKUm6ImPUW9L0mSpNyYYEmSpNy4BkuSJEmZmGBJkqTcFDO/MsGSJEmqujZPsNbtVNvWbyFlcu01Z+c9BKnJyNFX5D0Eqclb41d7o/KqcQ2WJEmSMnENliRJyk1Rk56i3pckSVJuTLAkSVJuXIMlSZKkTEywJElSboqZX5lgSZIkVZ0JliRJyk1Bl2BZYEmSpPzUFHSS0ClCSZKkKjPBkiRJuSnqFKEJliRJUpWZYEmSpNyEa7AkSZKUhQmWJEnKjWuwJEmSlIkJliRJyo37YEmSJCkTEyxJkpQb12BJkiQpExMsSZKUGxMsSZIkZWKCJUmScuNO7pIkScrEBEuSJOWmppgBlgmWJElStZlgSZKk3LgGS5IkSZmYYEmSpNy4D5YkSZIyMcGSJEm5KeoaLAssSZKUG7dpkCRJUiYmWJIkKTdFnSI0wZIkSaoyEyxJkpQbt2mQJElSJiZYkiQpNwUNsEywJEmSqs0ES5Ik5aamoIuwTLAkSZKqzARLkiTlppj5lQmWJElS1ZlgSZKk/BQ0wjLBkiRJqjITLEmSlBu/i1CSJEmZWGBJkqTcRLTtI9sY4qCIeCYipkbEmSu4/tWImBIRj0fEHRGxUWt9WmBJkqQOKyJqgTHAwcCWwDERsWWLZo8AO6WUtgH+BFzcWr8WWJIkKTfRxo8MRgJTU0rTUkpLgOuAQysbpJTuSim9WT6cAAxprVMLLEmSVFgRMToiJlU8RrdoMhiYXnE8o3xuZU4E/tba+/opQkmSlJ82/hBhSmksMLYafUXEp4GdgFGttbXAkiRJuWkH2zTMBIZWHA8pn2smIvYDzgJGpZTeaa1TpwglSVJHNhEYHhGbRERn4GhgXGWDiNgeuBw4JKU0J0unJliSJCk3WbdSaCsppfqIOAW4FagFrkwpTY6I84BJKaVxwA+ArsANURrwSymlQ1bVrwWWJEnq0FJK44HxLc6dU/F8v9Xt0wJLkiTlJvcVWG3ENViSJElVZoIlSZLyU9AIywRLkiSpykywJElSbtrBPlhtwgRLkiSpykywJElSbvLeB6utmGBJkiRVmQmWJEnKTUEDLBMsSZKkajPBkiRJ+SlohGWCJUmSVGUmWJIkKTfugyVJkqRMTLAkSVJu3AdLkiRJmZhgSZKk3BQ0wLLAkiRJOSpoheUUoSRJUpWZYEmSpNy4TYMkSZIyMcFqB+6/9x6+f9H3aGxo5LAjjuLEk0Y3u75kyRLO+ubXeWryZHr07MnFl/6IwYOH8MTjj/Pdc78FQEqJz598Kh/eb/88bkEF8cwjD3LzVT8lNTay84c/yt6HHdfs+r03/5GJd9xCTW0t63fvyZFf/Aa9+g3kP08+zF+vHtPUbu7LL3HMl89hq5F7rulbUEHtv+NGXPI/o6itCa6+dTKX3DCp2fWLT9qLvbYZAkCXdevo16MLG3zyl3kMVaupqNs0WGDlrKGhgQu+dx6X/+oqBgwYwLGfOpK999mXzYYNa2rzlxtvoHv37vz177fzt/G3cNkPL+EHl17GsOHDufb6G6mrq2Pu3DkcdfihjNp7H+rq/LFq9TU2NPB/V1zGid+6lB69+/Gzb/4PH9hpdwYM3bipzaBNhnPK98fSeZ11mXDrTfztt7/k2K+ey2Zb78CXLrkCgDdff40fnHosw7fdOac7UdHU1ASXfXFvPnrWX5g5bzH3XXY0f50wjaenL2hq8/Vf3dP0/Asf35ZtN+uXx1ClJk4R5uzJJx5n6NCNGDJ0KJ06d+agj3yUu++6o1mbu+68k0MOPQyA/Q84kH9PeICUEuutt15TMfXOO+8QRf1ngNaI6VOfos/AwfQZMIi6Tp3Ydvd9mTLpvmZtNtt6Bzqvsy4AQ0dsyasL5i7XzxMT7mbz7Xdpaie9XzuPGMB/Xn6VF2a9xtL6Rm6451k+tuumK23/yVEjuP6fz67BEer9iDZ+5CVTgRURvVfw6NTWg+sI5syezcANBjYd9x8wgNmzZzdvM2c2AwduAEBdXR1du3Vj0aKFADz++GMcdshHOfITh3D2Od8xvdJ79tqCefTo07/puEfvfrw2f95K20+6Yzwjtt9lufOP3X8n2+7x4TYZozqmQX26MmPe603HM+ctZnCfritsu2H/bmw0sAd3PzZ9TQ1PWqGsCdbDwFzgWeC58vMXIuLhiNixZeOIGB0RkyJi0hW/Glu90Wo522yzLX8ZdwvX/vFPXPGry3nnnXfyHpI6gEfuuY0Z055h1CFHNzv/2sL5zH5pGiO2HZnTyNTRHbXXCG667zkaG1PeQ1FWBY2wshZYtwMfSSn1TSn1AQ4G/gp8Efh5y8YppbEppZ1SSju1XLCt5voPGMCsV2Y1Hc+ZPZsBAwY0b9N/ALNmvQJAfX09i19/nZ49ezVrs+lmm9GlSxemPmcsrveme+++vDp/TtPxqwvm0r1P3+XaPff4JO788285/hsXUNepc7Nrj//rLrYauSe1JqmqopfnL2ZI325Nx4P7dmXm/MUrbHuk04NqJ7IWWB9KKd267CCldBuwa0ppArBOm4ysg9hq6w/y0ksvMGPGdJYuWcLfx9/CqH32bdZm7332Zdz//QWA22+7lZG7fIiIYMaM6dTX1wPw8sszeeH5aQwaPHiN34OKYciwLZj/ygwWzH6F+qVLeez+O9lyp92btZn5/LP8ZeylHP+NC+nao9dyfTx2/x1OD6rqJj07m2GDerLRgO50qqvhqL1GcMuEacu1GzGkF726rsuEp17JYZR6r6KN/y8vWf+Z+UpEfAO4rnz8KWB2RNQCjW0ysg6irq6Ob551Dl8Y/d80NjbwicOOYNiw4Yz56Y/Zaqut2XvfD3PYEUdy1plf42MH7U/3Hj24+JIfAfDIww9x5a9/Rae6OqKmhv/91rn06tU75zvS2qq2to5DTvwyV37vDBobG9lpn48wYOgm3HbdFQzZbAu23Hl3/vbbX7Lk7bf4/aXfBqBn3/4cf+aFACyY8wqvzpvDJltul+dtqIAaGhNf+cXd3Hz+J6itCa65bQpPvbSAb336Qzz83GxuefB5AI4aNYIbTK/UTkRKrc9TR0Rf4NvAHkAC7gfOA14FNkwpTV3Za9+ux4lwtQt/mzKr9UbSGnLsmX/MewhSk7fGfym3qOeZWW+2aZ2w+cAuudxbpgQrpTQPODUi1k8pvdHi8kqLK0mSpI4o6zYNu0XEFOCp8vG2EbHc4nZJkqTVUdAPEWZe5P4j4EBgPkBK6TFgr7YalCRJ0tos82epU0rTW+wU3lD94UiSpA6loF9CkrXAmh4RuwGpvIP7lyhPF0qSJKm5rAXW54EfA4OBmcBtwMltNShJktQx5LlXVVtanU8RHtfGY5EkSSqEVRZYEXHOKi6nlNJ3qzweSZLUgUQxA6xWE6yWe14BrA+cCPQBLLAkSdJ7VtD6atUFVkrp0mXPI6IbpcXt/0XpK3MuXdnrJEmSOrJW12BFRG/gq5TWYF0D7JBSWtjWA5MkSR1AQSOs1tZg/QA4HBgLfDCltHiNjEqSJGkt1lqCdTrwDnA2cFbFRqNBaZF79zYcmyRJKrgOuU1DSinrV+lIkiSpLPNX5UiSJFVbUbdpMKGSJEmqMhMsSZKUm4IGWCZYkiRJ1WaCJUmS8lPQCMsES5IkqcpMsCRJUm6Kug+WCZYkSVKVmWBJkqTcuA+WJEmSMjHBkiRJuSlogGWCJUmSVG0mWJIkKTeuwZIkSSqgiDgoIp6JiKkRceYKru8VEQ9HRH1EHJmlTwssSZKUo2jjRyvvHlELjAEOBrYEjomILVs0ewk4Abg26105RShJkjqykcDUlNI0gIi4DjgUmLKsQUrphfK1xqydWmBJkqTctIM1WIOB6RXHM4Bd3m+nThFKkqTctPUEYUSMjohJFY/Ra+K+TLAkSVJhpZTGAmNX0WQmMLTieEj53PtigSVJknLTDqYIJwLDI2ITSoXV0cCx77dTpwglSVKHlVKqB04BbgWeAq5PKU2OiPMi4hCAiNg5ImYARwGXR8Tk1vo1wZIkSbmJdvBlOSml8cD4FufOqXg+kdLUYWYmWJIkSVVmgiVJkvKTf4DVJkywJEmSqswES5Ik5aagAZYJliRJUrWZYEmSpNy0g32w2oQJliRJUpWZYEmSpNy0h32w2oIJliRJUpWZYEmSpPwUM8AywZIkSao2EyxJkpSbggZYJliSJEnVZoIlSZJy4z5YkiRJysQES5Ik5aao+2BZYEmSpNw4RShJkqRMLLAkSZKqzAJLkiSpylyDJUmScuMaLEmSJGVigiVJknJT1G0aTLAkSZKqzARLkiTlxjVYkiRJysQES5Ik5aagAZYJliRJUrWZYEmSpPwUNMIywZIkSaoyEyxJkpQb98GSJElSJiZYkiQpN+6DJUmSpExMsCRJUm4KGmCZYEmSJFWbCZYkScpPQSMsCyxJkpQbt2mQJElSJiZYkiQpN27TIEmSpEwipZT3GJRBRIxOKY3NexwS+Puo9sPfRbVXJlhrj9F5D0Cq4O+j2gt/F9UuWWBJkiRVmQWWJElSlVlgrT1cY6D2xN9HtRf+LqpdcpG7JElSlZlgSZIkVZkFVjsSEQ0R8WhEPBkRN0REl7zHpI4nIlJEXFpxfEZEnJvjkNRB+buotZkFVvvyVkppu5TS1sAS4PN5D0gd0jvA4RHRN++BqMPzd1FrLQus9uteYFhE9I6ImyLi8YiYEBHbAETEqHLa9WhEPBIR3XIer4qjntLC4a+0vBAR/SLixoiYWH7sXj5/bkScUdHuyYjYeE0NWIX1Xn4X+0XE7RExOSJ+HREvWqApDxZY7VBE1AEHA08A3wEeSSltA/wv8JtyszOAk1NK2wF7Am/lMVYV1hjguIjo0eL8j4EfpZR2Bo4Afr3GR6aOZnV/F78N3JlS2gr4E7DhGhupVMEve25f1ouIR8vP7wWuAB6k9B8PUkp3RkSfiOgO3A/8MCJ+D/w5pTQjlxGrkFJKr0XEb4DTaF687wdsGe9+O2v3iOi6psenjuM9/C7uARxWfu3fI2LhmhyvtIwFVvvyVjmRahIr+ZrxlNJFEXEL8BHg/og4MKX09BoYozqOy4CHgasqztUAH0opvV3ZMCLqaZ6Ir9v2w1MHsjq/i2tyXNJKOUXY/t0LHAcQEXsD88r/otsspfRESun7wERgixzHqAJKKS0ArgdOrDh9G3DqsoOIWPYPgheAHcrndgA2WTOjVEewmr+L9wOfLJ87AOi1hoYpNWOB1f6dC+wYEY8DFwHHl89/ubyQ+HFgKfC3nManYrsUqFwgfBqwU/lDF1N495OuNwK9I2IycArw7JodpjqArL+L3wEOiIgngaOAWcDra3SkEu7kLkkqkIhYB2hIKdVHxK7AL1ouvZDWBNdgSZKKZEPg+oioobSf4Ek5j0cdlAmWJElSlbkGS5IkqcossCRJkqrMAkuSJKnKLLAkSZKqzAJLkiSpyiywJEmSquz/AfbcNFTLu0CxAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 792x648 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wRUWpGYAK7_x",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 191
        },
        "outputId": "841441e9-2810-4d79-c3d4-0820d2ff0ab5"
      },
      "source": [
        "from sklearn.metrics import classification_report\n",
        "target_names = [\"Positive\" , \"Neutral\" , \"Negative\"]\n",
        "print(classification_report(Y_val, Y_class, target_names=target_names))"
      ],
      "execution_count": 69,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "              precision    recall  f1-score   support\n",
            "\n",
            "    Positive       0.82      0.32      0.46       302\n",
            "     Neutral       0.54      0.77      0.63       280\n",
            "    Negative       0.52      0.70      0.60       184\n",
            "\n",
            "    accuracy                           0.58       766\n",
            "   macro avg       0.63      0.60      0.57       766\n",
            "weighted avg       0.64      0.58      0.56       766\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0bNUytC_-jnE",
        "colab_type": "text"
      },
      "source": [
        "## Visualize some of the Embeddings on a per frame basis"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Wy4xvvgVFMde",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import cv2\n",
        "\n",
        "class_names = [\"Positive\" , \"Neutral\" , \"Negative\"]\n",
        "def plot_embeddings(i, time_point, predictions_array, true_label, embeddings):\n",
        "  predictions_array, true_label = predictions_array, true_label[i]\n",
        "  plt.grid(False)\n",
        "  plt.xticks([])\n",
        "  plt.yticks([])\n",
        "\n",
        "\n",
        "  embed_sqr = np.concatenate([embeddings[i][time_point]]*embeddings.shape[2])\n",
        "  embed_sqr = cv2.resize(embed_sqr, (28, 28))\n",
        "\n",
        "  plt.imshow(embed_sqr, cmap=plt.cm.binary)\n",
        "\n",
        "\n",
        "\n",
        "  predicted_label = np.argmax(predictions_array[i])\n",
        "  if predicted_label == true_label:\n",
        "    color = 'blue'\n",
        "  else:\n",
        "    color = 'red'\n",
        "\n",
        "  plt.xlabel(\"{} {:2.0f}% ({})\".format(class_names[predicted_label],\n",
        "                                100*np.max(predictions_array),\n",
        "                                class_names[true_label]),\n",
        "                                color=color)\n",
        "\n",
        "def plot_value_array(i, predictions_array, true_label):\n",
        "  predictions_array, true_label = predictions_array, true_label[i]\n",
        "  plt.grid(False)\n",
        "  plt.xticks(range(3))\n",
        "  plt.yticks([])\n",
        "  thisplot = plt.bar(range(3), predictions_array, color=\"#777777\")\n",
        "  plt.ylim([0, 1])\n",
        "  predicted_label = np.argmax(predictions_array)\n",
        "  thisplot[predicted_label].set_color('red')\n",
        "  thisplot[true_label].set_color('blue')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zxZYlShwHEE_",
        "colab_type": "code",
        "outputId": "78c0c93c-cc4e-41f3-9a73-2a82f7ebe4c9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 211
        }
      },
      "source": [
        "i = 0\n",
        "plt.figure(figsize=(6,3))\n",
        "plt.subplot(1,2,1)\n",
        "plot_embeddings(i , 1 , predictions, Y_val , X_val)\n",
        "plt.subplot(1,2,2)\n",
        "plot_value_array(i, predictions[i],  Y_val)\n",
        "plt.show()"
      ],
      "execution_count": 49,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x216 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1bkBewTzImgx",
        "colab_type": "code",
        "outputId": "22277dc7-f699-4b44-9706-2d9879864954",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 729
        }
      },
      "source": [
        "# Plot the first X test images, their predicted labels, and the true labels.\n",
        "# Color correct predictions in blue and incorrect predictions in red.\n",
        "num_rows = 5\n",
        "num_cols = 3\n",
        "\n",
        "\n",
        "num_images = num_rows*num_cols\n",
        "plt.figure(figsize=(2*2*num_cols, 2*num_rows))\n",
        "for i in range(num_images):\n",
        "  plt.subplot(num_rows, 2*num_cols, 2*i+1)\n",
        "  plot_embeddings(i , 1 , predictions, Y_val , X_val)\n",
        "  plt.subplot(num_rows, 2*num_cols, 2*i+2)\n",
        "  plot_value_array(i, predictions[i],  Y_val)\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "execution_count": 50,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x720 with 30 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tbl6iV_KI-c4",
        "colab_type": "text"
      },
      "source": [
        "## Visualize the input spectrograms and how they affect predictions\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2mKXCnJEJjJ6",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ODHWsk5nI4HZ",
        "colab_type": "code",
        "outputId": "bf464035-2392-4a5d-e2da-6fc7e379b80f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 281
        }
      },
      "source": [
        "# TO DO\n",
        "import librosa\n",
        "import librosa.display\n",
        "from librosa.feature import melspectrogram\n",
        "import sys\n",
        "from moviepy.video.io.ffmpeg_tools import ffmpeg_extract_audio\n",
        "import os\n",
        "\n",
        "!mkdir '/content/Val/tmp'\n",
        "\n",
        "files = sorted(glob.glob('/content/cs231n-emotiw/Val/*.mp4'))\n",
        "\n",
        "def plot_spectrogram(i, video_path, video_name , predictions_array, true_label):\n",
        "  predictions_array, true_label = predictions_array, true_label[i]\n",
        "  output_wav_file = video_name[:-3] + 'extracted_audio.wav'\n",
        "  ffmpeg_extract_audio(video_path + video_name, video_path + \"/tmp/\" + output_wav_file)\n",
        "  y, sr = librosa.load(video_path + \"/tmp/\" + output_wav_file)\n",
        "  S = librosa.feature.melspectrogram(y=y, sr=sr, n_mels=128,\n",
        "                                      fmax=8000)\n",
        "  S_dB = librosa.power_to_db(S, ref=np.max)\n",
        "\n",
        "  librosa.display.specshow(S_dB, x_axis='time',\n",
        "                            y_axis='mel', sr=sr,\n",
        "                            fmax=8000)\n",
        "\n",
        "  #plt.colorbar(format='%+2.0f dB')\n",
        "  #plt.title('Mel-frequency spectrogram')\n",
        "  plt.tight_layout()\n",
        "  plt.yticks([])\n",
        "  plt.xticks([])\n",
        "  plt.ylabel(\"\")\n",
        "\n",
        "\n",
        "\n",
        "  predicted_label = np.argmax(predictions_array[i])\n",
        "\n",
        "\n",
        "  if predicted_label == true_label:\n",
        "    color = 'blue'\n",
        "  else:\n",
        "    color = 'red'\n",
        "\n",
        "  plt.xlabel(\"{} {:2.0f}% ({})\".format(class_names[predicted_label],\n",
        "                                100*np.max(predictions_array),\n",
        "                                class_names[true_label]),\n",
        "                                color=color)\n",
        "\n",
        "video_name = '/content/Val/100_1.mp4'\n",
        "video_path = '/content/Val/'\n",
        "video_name = os.path.basename(video_name)\n",
        "plt.figure(figsize=(6,3))\n",
        "plt.subplot(1,2,1)\n",
        "plot_spectrogram(0 , video_path , video_name , predictions, Y_val)\n",
        "plt.subplot(1,2,2)\n",
        "plot_value_array(0, predictions[0],  Y_val)\n",
        "plt.show()"
      ],
      "execution_count": 56,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[MoviePy] Running:\n",
            ">>> /usr/bin/ffmpeg -y -i /content/Val/100_1.mp4 -ab 3000k -ar 44100 /content/Val//tmp/100_1.extracted_audio.wav\n",
            "... command successful.\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x216 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5rqW-6Q1pIrs",
        "colab_type": "code",
        "outputId": "4053034f-632c-45a8-a470-f68ba3b100a4",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "# Plot the first X test images, their predicted labels, and the true labels.\n",
        "# Color correct predictions in blue and incorrect predictions in red.\n",
        "import glob\n",
        "num_rows = 5\n",
        "num_cols = 3\n",
        "\n",
        "\n",
        "num_images = num_rows*num_cols\n",
        "plt.figure(figsize=(2*2*num_cols, 2*num_rows))\n",
        "\n",
        "for i in range(num_images):\n",
        "  plt.subplot(num_rows, 2*num_cols, 2*i+1)\n",
        "  video_name = os.path.basename(videos[i])\n",
        "  plot_spectrogram(i , video_path , video_name , predictions, Y_val)\n",
        "  plt.subplot(num_rows, 2*num_cols, 2*i+2)\n",
        "  plot_value_array(i, predictions[i],  Y_val)\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "execution_count": 57,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[MoviePy] Running:\n",
            ">>> /usr/bin/ffmpeg -y -i /content/Val/294_37.mp4 -ab 3000k -ar 44100 /content/Val//tmp/294_37.extracted_audio.wav\n",
            "... command successful.\n",
            "\n",
            "[MoviePy] Running:\n",
            ">>> /usr/bin/ffmpeg -y -i /content/Val/289_68.mp4 -ab 3000k -ar 44100 /content/Val//tmp/289_68.extracted_audio.wav\n",
            "... command successful.\n",
            "\n",
            "[MoviePy] Running:\n",
            ">>> /usr/bin/ffmpeg -y -i /content/Val/55_10.mp4 -ab 3000k -ar 44100 /content/Val//tmp/55_10.extracted_audio.wav\n",
            "... command successful.\n",
            "\n",
            "[MoviePy] Running:\n",
            ">>> /usr/bin/ffmpeg -y -i /content/Val/86_6.mp4 -ab 3000k -ar 44100 /content/Val//tmp/86_6.extracted_audio.wav\n",
            "... command successful.\n",
            "\n",
            "[MoviePy] Running:\n",
            ">>> /usr/bin/ffmpeg -y -i /content/Val/325_29.mp4 -ab 3000k -ar 44100 /content/Val//tmp/325_29.extracted_audio.wav\n",
            "... command successful.\n",
            "\n",
            "[MoviePy] Running:\n",
            ">>> /usr/bin/ffmpeg -y -i /content/Val/81_1.mp4 -ab 3000k -ar 44100 /content/Val//tmp/81_1.extracted_audio.wav\n",
            "... command successful.\n",
            "\n",
            "[MoviePy] Running:\n",
            ">>> /usr/bin/ffmpeg -y -i /content/Val/325_56.mp4 -ab 3000k -ar 44100 /content/Val//tmp/325_56.extracted_audio.wav\n",
            "... command successful.\n",
            "\n",
            "[MoviePy] Running:\n",
            ">>> /usr/bin/ffmpeg -y -i /content/Val/320_11.mp4 -ab 3000k -ar 44100 /content/Val//tmp/320_11.extracted_audio.wav\n",
            "... command successful.\n",
            "\n",
            "[MoviePy] Running:\n",
            ">>> /usr/bin/ffmpeg -y -i /content/Val/115_2.mp4 -ab 3000k -ar 44100 /content/Val//tmp/115_2.extracted_audio.wav\n",
            "... command successful.\n",
            "\n",
            "[MoviePy] Running:\n",
            ">>> /usr/bin/ffmpeg -y -i /content/Val/333_4.mp4 -ab 3000k -ar 44100 /content/Val//tmp/333_4.extracted_audio.wav\n",
            "... command successful.\n",
            "\n",
            "[MoviePy] Running:\n",
            ">>> /usr/bin/ffmpeg -y -i /content/Val/289_23.mp4 -ab 3000k -ar 44100 /content/Val//tmp/289_23.extracted_audio.wav\n",
            "... command successful.\n",
            "\n",
            "[MoviePy] Running:\n",
            ">>> /usr/bin/ffmpeg -y -i /content/Val/199_2.mp4 -ab 3000k -ar 44100 /content/Val//tmp/199_2.extracted_audio.wav\n",
            "... command successful.\n",
            "\n",
            "[MoviePy] Running:\n",
            ">>> /usr/bin/ffmpeg -y -i /content/Val/284_10.mp4 -ab 3000k -ar 44100 /content/Val//tmp/284_10.extracted_audio.wav\n",
            "... command successful.\n",
            "\n",
            "[MoviePy] Running:\n",
            ">>> /usr/bin/ffmpeg -y -i /content/Val/298_1.mp4 -ab 3000k -ar 44100 /content/Val//tmp/298_1.extracted_audio.wav\n",
            "... command successful.\n",
            "\n",
            "[MoviePy] Running:\n",
            ">>> /usr/bin/ffmpeg -y -i /content/Val/325_34.mp4 -ab 3000k -ar 44100 /content/Val//tmp/325_34.extracted_audio.wav\n",
            "... command successful.\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x720 with 30 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}