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"overflow_x": null, "grid_auto_flow": null, "grid_area": null, "grid_template_columns": null, "flex": null, "_model_name": "LayoutModel", "justify_items": null, "grid_row": null, "max_height": null, "align_content": null, "visibility": null, "align_self": null, "height": null, "min_height": null, "padding": null, "grid_auto_rows": null, "grid_gap": null, "max_width": null, "order": null, "_view_module_version": "1.2.0", "grid_template_areas": null, "object_position": null, "object_fit": null, "grid_auto_columns": null, "margin": null, "display": null, "left": null } } } } }, "cells": [ { "cell_type": "markdown", "metadata": { "id": "view-in-github", "colab_type": "text" }, "source": [ "\"Open" ] }, { "cell_type": "markdown", "metadata": { "id": "0rWTS99OI8l-", "colab_type": "text" }, "source": [ "## Video Sentiment Analysis in the Wild\n", "### Ensembling Notebook | CS231n\n", "\n", "This notebook preprocesses input videos to extract faces, frames, poses, and audio before running pre-trained models for each modality to predict group sentiment (positive, negative, or neutral). " ] }, { "cell_type": "code", "metadata": { "id": "58avLN7UlDDA", "colab_type": "code", "colab": { "base_uri": "https://localhost:8080/", "height": 52 }, "outputId": "d3383711-04df-4080-e938-40497c82c448" }, "source": [ "import urllib\n", "from getpass import getpass\n", "import os\n", "user = input('User name: ')\n", "password = getpass('Password: ')\n", "password = urllib.parse.quote(password) # your password is converted into url format\n", "\n", "cmd_string = 'git clone https://{0}:{1}@github.com/kevincong95/cs231n-emotiw.git'.format(user, password)\n", "\n", "os.system(cmd_string)\n", "cmd_string, password = \"\", \"\" # removing the password from the variable\n", "\n" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "User name: leilaabdel\n", "Password: ··········\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "Xo6353jnFpXm", "colab_type": "code", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "outputId": "0775f11c-9d48-4be6-8bbe-34401b2df5b3" }, "source": [ "# Install required packages \n", "os.chdir('/content/cs231n-emotiw')\n", "!pip install -r 'requirements.txt'\n", "!pip install pytorch-transformers" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "Requirement already satisfied: tensorflow in /usr/local/lib/python3.6/dist-packages (from -r requirements.txt (line 1)) (2.2.0)\n", "Requirement already satisfied: opencv-python>=4.0 in /usr/local/lib/python3.6/dist-packages (from -r requirements.txt (line 2)) (4.1.2.30)\n", "Requirement already satisfied: pydub==0.24.0 in /usr/local/lib/python3.6/dist-packages (from -r requirements.txt (line 3)) (0.24.0)\n", "Requirement already satisfied: matplotlib in /usr/local/lib/python3.6/dist-packages (from -r requirements.txt (line 4)) (3.2.2)\n", "Requirement already satisfied: moviepy>=1.0.0 in /usr/local/lib/python3.6/dist-packages (from -r requirements.txt (line 5)) (1.0.3)\n", "Requirement already satisfied: 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"colab_type": "code", "colab": {} }, "source": [ "!mv ../*.zip ." ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "14TqM3dYQ2wk", "colab_type": "text" }, "source": [ "#### Pose Pre-Requisites\n", "\n", "**IMPORTANT**: Skip to the \"Copy Pre-Processed Files\" section if you wish to reuse existing pre-processed files\n", "\n", "Pose extraction uses the [CMU OpenPose library](https://github.com/CMU-Perceptual-Computing-Lab/openpose) to extract body keypoints. We have pre-compiled this library for use in Colab but some system files still need to be installed. \n", "\n", "#### Retrieve the files\n", "\n", "The code block below demonstrates how to retrieve the files from GCS. However, feel free to skip this step if the files are already on the local disk or you have Google Drive mounted." ] }, { "cell_type": "code", "metadata": { "id": "vpkaHvUGf9Hi", "colab_type": "code", "colab": {} }, "source": [ "!ls" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "9qsmv0bdQJQp", "colab_type": "code", "colab": {} }, "source": [ "!apt-get -qq install -y libatlas-base-dev libprotobuf-dev libleveldb-dev libsnappy-dev libhdf5-serial-dev protobuf-compiler libgflags-dev libgoogle-glog-dev liblmdb-dev opencl-headers ocl-icd-opencl-dev libviennacl-dev\n", "!wget https://storage.googleapis.com/cs231n-emotiw/openpose/openpose.tar.gz\n", "!tar -xzf openpose.tar.gz\n", "\n", "# The pre-built OpenPose library contains shared library files that need to be manually linked\n", "import os\n", "orig_lib_path = os.environ['LD_LIBRARY_PATH']\n", "os.environ[\"LD_LIBRARY_PATH\"] = f\"{orig_lib_path}:{os.getcwd()}/openpose/build/src/openpose/:{os.getcwd()}/openpose/build/caffe/lib/\"\n", "\n", "!wget https://storage.googleapis.com/cs231n-emotiw/data/train-full.zip\n", "!wget https://storage.googleapis.com/cs231n-emotiw/data/val-full.zip\n", "!wget https://storage.googleapis.com/cs231n-emotiw/data/test-tiny.zip\n", "!wget https://storage.googleapis.com/cs231n-emotiw/data/Train_labels.txt\n", "!wget https://storage.googleapis.com/cs231n-emotiw/data/Val_labels.txt\n" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "GmTc8EMiFFzt", "colab_type": "text" }, "source": [ "#### Preprocess Files\n", "\n", "\n", "Here, we will instantiate each of the preprocessors and process all of the input video files.\n", "\n", "NOTE: Change the input parameters as needed.\n", "\n", "WARNING: This may take several hours to complete, depending on the number of files.\n", "\n", "In general, pre-processing will extract the following:\n", "- Video frames\n", "- Pose keypoints\n", "- Faces from each video frame\n", "- Audio waveform and audio features" ] }, { "cell_type": "code", "metadata": { "id": "36LTqWyJFHGb", "colab_type": "code", "colab": {} }, "source": [ "from src.preprocessors.preprocess_all_modes import preprocess\n", "from src.preprocessors.pose_preprocessor import PosePreprocessor\n", "\n", "print(\"Starting to preprocess train data\")\n", "preprocess(video_folder=\"train-final.zip\", label_file=\"Train_labels.txt\", local_base_path=\"train-tiny\")\n", "\n", "print(\"Starting to preprocess val data\")\n", "preprocess(video_folder=\"val-final.zip\", label_file=\"Val_labels.txt\", local_base_path=\"val-tiny\")\n", "\n", "print(\"Starting to preprocess test data\")\n", "preprocess(video_folder=\"test-tiny.zip\", local_base_path=\"test-tiny\")\n" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "Vc0OOW4vVI7a", "colab_type": "code", "colab": {} }, "source": [ "# Remove the openpose folder as it is no longer required\n", "!rm -rf openpose/" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "f141DYtugV0T", "colab_type": "code", "colab": {} }, "source": [ "!ls" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "R1SA_BTamwmW", "colab_type": "code", "colab": { "base_uri": "https://localhost:8080/", "height": 34 }, "outputId": "feacc58e-11b7-4dd2-ab7b-a6a6f1544c94" }, "source": [ "from google.colab import drive\n", "drive.mount('/content/drive')\n", "\n", "!cp train-tiny-*.zip \"/content/drive/My Drive/cs231n-project/datasets/emotiw\"\n", "!cp val-tiny-*.zip \"/content/drive/My Drive/cs231n-project/datasets/emotiw\"\n", "!cp test-tiny-*.zip \"/content/drive/My Drive/cs231n-project/datasets/emotiw\"" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "AKBv4jZKrhQ0", "colab_type": "text" }, "source": [ "## Copy Pre-Processed Files\n", "**IMPORTANT**: Run ONLY if you have NOT done the preprocessing" ] }, { "cell_type": "code", "metadata": { "id": "XQnFc3BdeCVL", "colab_type": "code", "colab": { "base_uri": "https://localhost:8080/", "height": 523 }, "outputId": "3dae47a0-e8e3-46bb-9968-d223ef0cab7b" }, "source": [ "from google.colab import drive\n", "drive.mount('/content/drive')\n", "# TINY_PATH = 'My Drive/Machine-Learning-Projects/cs231n-project/datasets/emotiw'\n", "TINY_PATH = 'My Drive/Machine-Learning-Projects/cs231n-project/datasets/emotiw'\n", "!cp /content/drive/'$TINY_PATH'/train-final-* .\n", "!cp /content/drive/'$TINY_PATH'/val-final-* .\n", "\n", "!wget https://storage.googleapis.com/cs231n-emotiw/data/Train_labels.txt\n", "!wget https://storage.googleapis.com/cs231n-emotiw/data/Val_labels.txt" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "Go to this URL in a browser: https://accounts.google.com/o/oauth2/auth?client_id=947318989803-6bn6qk8qdgf4n4g3pfee6491hc0brc4i.apps.googleusercontent.com&redirect_uri=urn%3aietf%3awg%3aoauth%3a2.0%3aoob&response_type=code&scope=email%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdocs.test%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive.photos.readonly%20https%3a%2f%2fwww.googleapis.com%2fauth%2fpeopleapi.readonly\n", "\n", "Enter your authorization code:\n", "··········\n", "Mounted at /content/drive\n", "\n", "--2020-06-30 11:42:16-- https://storage.googleapis.com/cs231n-emotiw/data/Train_labels.txt\n", "Resolving storage.googleapis.com (storage.googleapis.com)... 172.217.193.128, 172.217.204.128, 172.217.203.128, ...\n", "Connecting to storage.googleapis.com (storage.googleapis.com)|172.217.193.128|:443... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 21653 (21K) [text/plain]\n", "Saving to: ‘Train_labels.txt’\n", "\n", "Train_labels.txt 100%[===================>] 21.15K --.-KB/s in 0s \n", "\n", "2020-06-30 11:42:16 (124 MB/s) - ‘Train_labels.txt’ saved [21653/21653]\n", "\n", "--2020-06-30 11:42:16-- https://storage.googleapis.com/cs231n-emotiw/data/Val_labels.txt\n", "Resolving storage.googleapis.com (storage.googleapis.com)... 172.217.193.128, 172.217.204.128, 172.217.203.128, ...\n", "Connecting to storage.googleapis.com (storage.googleapis.com)|172.217.193.128|: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", "2020-06-30 11:42:17 (80.2 MB/s) - ‘Val_labels.txt’ saved [6265/6265]\n", "\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "wZ_ea7Qs80rN", "colab_type": "code", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "outputId": "da8e97ae-2e84-48df-9dc9-61d015dc3afe" }, "source": [ "!unzip train-final-audio.zip" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "Archive: train-final-audio.zip\n", " creating: train-final-audio/audio-pickle/\n", " extracting: train-final-audio/audio-pickle/155_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/166_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/146_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/177_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_30.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/286_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/178_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/206_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/149_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/156_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/295_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/123_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_72.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_34.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_38.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/205_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_51.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_54.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_43.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/135_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_42.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/280_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/197_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/315_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_122.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_57.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_56.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/18_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/280_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/29_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/73_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_44.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/2_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_113.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/267_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_36.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/317_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/296_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_100.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/82_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_111.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/319_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/12_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/94_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/73_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_40.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/177_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/95_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/109_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/188_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/9_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/221_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/326_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/160_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/78_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/90_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/25_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_38.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/338_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/7_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_59.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/245_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/142_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/133_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/73_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_46.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_43.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/188_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/204_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_62.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/217_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/121_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/286_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/216_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/246_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/245_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/22_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/210_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/210_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/166_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/177_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_64.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/188_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/10_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/156_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/136_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/198_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/195_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/280_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/90_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/90_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/20_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_43.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/71_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/286_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/106_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/315_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/133_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/283_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/166_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/204_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/229_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/278_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/197_30.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/109_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_31.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/201_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/192_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_36.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/84_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/80_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/12_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/139_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_34.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/336_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/17_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/121_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/149_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/178_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_32.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/240_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/52_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_32.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_36.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_41.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_56.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/262_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/256_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/220_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/121_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_77.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_31.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/185_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_30.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/66_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/280_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/177_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_31.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_46.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/89_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/329_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/10_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/18_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/13_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/149_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_39.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_50.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/18_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/17_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/210_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/73_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/168_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/276_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/68_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/140_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_91.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/260_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/146_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/260_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/246_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/265_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/18_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/177_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/57_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/62_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_37.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/312_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/16_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/290_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/34_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/84_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/51_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/47_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/72_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/112_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/120_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/68_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/295_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/89_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/203_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_53.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/319_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/36_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/160_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/322_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_37.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/123_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/276_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/225_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/29_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_36.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/192_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_32.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/234_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/149_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/197_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_47.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/256_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/73_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_57.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/230_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_70.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/43_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_50.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/216_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_38.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/192_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/178_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/322_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/29_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/295_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_65.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/338_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/317_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_49.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/114_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/169_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_31.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/92_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/29_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/280_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/51_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_48.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/156_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_42.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/229_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/280_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/178_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/257_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_30.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/215_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/68_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/35_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/280_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/344_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/198_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/135_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/88_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/223_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/291_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/29_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/140_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/74_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/137_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/225_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/80_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/295_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/92_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/147_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/8_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/315_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/18_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_33.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/286_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/12_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/280_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/234_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/210_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/201_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/232_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_36.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/195_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/94_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/317_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/225_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/280_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/215_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/13_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/338_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/34_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_51.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_73.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/296_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/136_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/82_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/73_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/160_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_64.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_30.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/319_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/10_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/185_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/68_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/8_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/290_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/217_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/188_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/8_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/140_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_30.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_39.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/281_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/204_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/204_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/336_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/221_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/192_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/78_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/16_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_40.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/263_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/253_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/9_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_73.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/17_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/167_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/43_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_60.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/60_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_36.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/156_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/286_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/185_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/322_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/74_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/71_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/51_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_45.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/281_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_55.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/93_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/148_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_40.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/326_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/241_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/149_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/60_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/89_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_89.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/68_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/18_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/10_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/137_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/135_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/281_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/341_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/17_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/72_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/121_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/260_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/290_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/248_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_48.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/9_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/197_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/13_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_46.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/267_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/347_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/82_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/139_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_41.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/36_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/291_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/114_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/226_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/84_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/71_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/136_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/168_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/73_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/273_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_32.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/72_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/16_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/60_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/180_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/336_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_42.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/221_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/189_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_104.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/286_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/197_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/34_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/230_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/196_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/149_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/336_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/68_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/260_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/267_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/92_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_31.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/189_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_47.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/114_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_32.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/185_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/344_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_36.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/12_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/29_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/220_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/197_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/280_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/246_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/263_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/290_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/256_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/196_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/140_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/195_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/336_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/220_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/71_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/43_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/285_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/228_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/160_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/72_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/84_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/71_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/60_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/295_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/89_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/82_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_40.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/60_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/217_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/116_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/156_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/226_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/66_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/17_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/93_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/72_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/296_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_33.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/197_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/68_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/290_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_33.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/315_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/338_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/307_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/22_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/340_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/43_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/276_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/329_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_30.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_38.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_64.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/246_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/257_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/114_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/221_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/60_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/196_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_53.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/120_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_30.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/43_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/108_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/340_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/188_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_35.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/273_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/144_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/296_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/18_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/205_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/91_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/345_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/206_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/112_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/66_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/9_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/221_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_46.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/29_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/168_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/52_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/266_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/58_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/22_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/291_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/319_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/89_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/20_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/92_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/135_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_33.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_39.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/16_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/120_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/60_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/13_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_31.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/57_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/149_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/75_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/120_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/203_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/121_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/95_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/286_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/121_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/13_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/281_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/16_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/317_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_49.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/185_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/8_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/169_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/109_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/29_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/34_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/66_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/90_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/135_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/210_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/8_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_44.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/263_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/295_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/12_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/10_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/146_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/221_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/112_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_41.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/160_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/121_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/121_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/228_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/121_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/82_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/253_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/144_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_69.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_46.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/89_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/90_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/217_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/22_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/260_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/93_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_57.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/276_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/17_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/317_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/74_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/60_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/180_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/216_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/94_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/22_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/295_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/278_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_60.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/120_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/336_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/286_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/84_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/217_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/216_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_35.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_116.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/347_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_30.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_68.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/148_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_43.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/178_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/60_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/279_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/293_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/80_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/210_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/134_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/17_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_38.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/167_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/185_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/317_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/2_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/92_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/315_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_33.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/73_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_45.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_32.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/279_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_39.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_76.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/330_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/166_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/52_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/62_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_51.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/191_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/90_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/168_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/140_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/330_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/178_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_51.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/278_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/68_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/92_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_95.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/8_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/169_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_37.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/273_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/201_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/121_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/276_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/71_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/160_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_39.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_30.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/168_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/75_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/58_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/12_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/283_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/68_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/279_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/271_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/93_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_14.mp4-openl3.pkl \n", " extracting: 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train-final-audio/audio-pickle/281_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/94_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_47.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/12_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/51_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/317_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/72_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_85.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/74_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/210_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/135_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/178_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/140_7.mp4-openl3.pkl \n", " extracting: 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train-final-audio/audio-pickle/316_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_124.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/319_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/317_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_38.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/29_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/253_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_31.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/191_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/188_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/169_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_44.mp4-openl3.pkl \n", " extracting: 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train-final-audio/audio-pickle/280_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_38.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/203_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/25_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/29_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/177_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/228_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/16_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/52_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_53.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_30.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/58_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_35.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_45.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/12_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_48.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_34.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/34_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/75_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/13_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/341_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_43.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/7_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/52_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/197_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/168_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/279_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/180_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_92.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/283_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/29_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/94_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/52_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/121_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/123_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_56.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/341_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/73_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/203_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/280_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/84_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/168_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/336_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/261_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_97.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/280_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/347_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/2_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/16_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/203_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/22_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/166_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/250_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/139_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/58_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_49.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_44.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/43_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/245_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/338_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/322_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/34_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/296_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/94_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/106_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_38.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/8_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/286_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_53.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/245_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/13_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/140_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/92_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/52_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/245_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/57_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/68_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/338_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/16_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/188_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/167_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/47_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_31.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_105.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/135_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/114_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/74_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/92_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/253_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/229_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/280_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/286_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_33.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/88_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/78_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_61.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/22_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_37.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_98.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/60_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/34_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/338_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/196_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/319_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/7_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_36.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/52_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/16_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/78_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/290_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_33.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_32.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/278_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/317_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_40.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/168_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/192_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/13_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/88_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/177_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/291_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/204_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/109_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_35.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/149_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/258_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_30.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/317_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/108_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/276_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/293_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/89_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_42.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/177_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_38.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/326_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/210_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/230_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/74_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/287_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_37.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/166_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/192_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/319_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/74_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_60.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/281_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/225_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/94_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/8_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/52_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/338_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_115.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/216_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/121_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/136_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/13_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_36.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/276_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/214_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/146_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/34_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/204_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/7_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/281_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/240_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/108_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/203_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_54.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/214_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/280_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/223_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_66.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/280_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/336_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/216_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/216_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/178_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_33.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/216_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/217_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/16_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/286_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/94_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_84.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/109_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/260_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/278_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_38.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_40.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/34_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/156_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_87.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/336_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/169_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/43_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_46.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/205_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/149_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/286_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/25_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/271_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/262_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/215_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/307_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/17_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/322_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/178_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/203_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_56.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/256_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/260_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_66.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/229_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_43.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/74_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/74_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/51_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/278_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/136_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/223_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/34_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_32.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_52.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/344_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/66_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_106.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/52_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/34_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/206_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/250_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/341_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/71_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/135_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_81.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/156_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_50.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/280_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_45.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/230_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/326_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/196_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/191_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_74.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/197_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/166_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_35.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/186_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/188_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/210_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/281_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/60_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_34.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_49.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/216_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/223_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/315_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/147_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/60_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/139_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/146_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/92_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/347_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/90_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/168_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/121_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/58_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/9_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/220_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_37.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/108_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_38.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/253_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/326_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_41.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/25_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/197_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/149_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_71.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/43_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/109_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/197_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/185_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/178_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/57_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/322_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_37.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/340_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/123_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/91_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/166_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/10_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/160_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_33.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_48.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/330_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/198_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/188_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/109_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/191_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/29_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/18_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/336_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/107_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/10_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/260_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_42.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/147_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/235_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/9_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/90_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/291_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/188_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_110.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_34.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/9_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_32.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_63.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_35.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_45.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/214_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/210_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/223_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_58.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_35.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_30.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/51_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/168_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/140_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/13_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_33.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_58.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/261_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/192_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/75_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/71_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/203_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/177_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/148_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/147_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/95_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/164_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_40.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/156_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_63.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/121_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/18_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/136_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_32.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_82.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/60_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/43_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/109_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/223_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/168_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/283_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/197_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/261_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/206_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/122_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_109.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/135_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/135_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/29_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/180_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/338_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_31.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_31.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/281_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/147_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/210_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/51_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/78_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/188_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/204_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/196_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/135_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/286_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/169_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/178_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/133_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/107_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_121.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_65.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_37.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/148_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/156_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/273_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/107_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/12_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/330_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/269_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/130_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/281_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/114_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/25_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/71_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/279_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/315_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/88_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/262_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/58_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/168_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/73_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/228_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/120_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/336_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/60_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/7_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_40.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/71_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/188_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/197_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/121_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/291_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/168_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/146_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/148_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/148_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/134_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/73_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/10_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/221_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/10_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/344_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/191_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/329_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/147_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/269_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/204_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/88_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/295_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/217_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/136_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/203_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/278_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_32.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/9_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/291_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_33.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/66_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/214_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_41.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_52.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/244_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/336_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/344_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_67.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/280_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_51.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/91_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/137_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_41.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/72_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/286_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_35.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/13_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/9_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/68_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_34.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_49.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/13_30.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_52.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/315_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_99.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/216_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/8_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_61.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/60_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_30.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_32.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_112.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/262_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/148_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/121_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/57_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_31.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_102.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/191_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/168_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/71_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/92_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/345_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_55.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/80_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_35.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_39.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/89_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/51_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/315_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/169_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/220_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/74_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/223_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_41.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/262_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/8_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/91_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/84_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/167_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/168_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/13_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_31.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_126.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_42.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/57_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/319_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/296_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/220_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/116_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/2_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/330_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_33.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/196_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/290_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/106_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/295_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_41.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/210_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/258_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/71_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/160_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_33.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/62_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/271_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/295_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/256_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/240_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/13_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/66_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/78_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/258_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/270_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_65.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_47.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/281_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/13_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_96.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/166_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/280_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_39.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/188_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_31.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/71_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/241_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/245_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_61.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/109_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/286_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/203_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_57.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/34_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/191_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_45.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/293_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/338_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/167_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/82_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/204_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/322_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/93_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/71_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/192_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_61.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_45.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/72_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_47.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/286_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/13_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/34_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_37.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/52_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_31.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/198_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/120_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/109_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/22_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/35_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/279_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/167_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/71_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/197_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/156_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/256_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_31.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/166_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/167_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/134_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/245_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/135_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/203_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/210_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/7_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/9_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_63.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_32.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/75_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/95_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/84_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/92_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/74_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_125.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/319_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/66_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_37.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/330_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/8_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_33.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/196_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/206_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/94_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/9_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_128.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_52.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/285_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_40.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/60_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/71_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/8_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_32.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/112_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/286_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_37.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_49.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/112_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_47.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/34_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/283_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/57_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/8_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/196_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/84_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/108_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/271_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_32.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/326_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/140_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_38.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/66_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/9_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/43_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/114_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_129.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_56.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/296_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/22_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_88.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/296_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/112_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/276_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/109_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_62.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/89_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/95_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/322_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/8_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_32.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/205_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/279_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/60_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/204_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/82_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/281_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_31.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/214_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/188_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/279_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/12_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/57_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/20_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/291_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/18_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/166_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_55.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/169_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/295_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/121_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/267_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_44.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_41.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/285_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/135_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/280_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/160_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/295_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/315_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/82_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/290_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/72_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/295_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/230_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_57.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/285_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_52.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/137_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/109_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/108_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/286_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_30.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/137_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/68_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/60_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/198_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/92_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/276_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_41.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/329_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_47.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/20_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/326_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/74_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/188_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/280_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_33.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/273_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_42.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/197_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_35.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/206_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/8_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/108_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_32.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_31.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/12_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_32.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/149_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_54.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/17_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/120_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/51_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/265_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/84_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/344_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/108_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/78_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_31.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/197_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_33.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_37.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_46.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/134_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/148_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/43_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/244_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/168_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/177_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/121_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/317_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/52_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/217_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/276_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/12_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/74_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/136_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_30.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/112_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/89_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/230_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_36.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_40.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/225_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/72_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_39.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/146_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/263_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/16_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/93_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/271_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/7_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/112_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/89_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_45.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/90_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_42.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/290_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/160_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_67.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/74_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/29_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_72.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_36.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/75_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_32.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_53.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_50.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/245_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/319_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/18_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/147_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/71_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_34.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/319_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/319_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/94_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/109_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/281_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/253_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/166_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/307_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/147_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/326_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/336_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/16_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_68.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/317_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/10_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/93_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/216_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/338_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_50.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/133_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_35.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/120_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_70.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_101.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_86.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/273_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/140_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/90_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/13_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_107.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_48.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_30.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/221_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/10_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/91_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/279_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/246_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/146_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/191_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/214_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/25_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/22_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/92_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/136_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/22_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/10_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/13_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/177_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_49.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/220_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/169_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/156_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/135_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/72_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/93_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/241_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/68_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/121_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/135_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/344_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/217_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/188_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/203_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/336_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/191_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/295_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/156_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_31.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/84_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/84_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_39.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_59.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/217_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/169_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/215_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/180_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/203_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/140_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/8_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/197_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/245_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/93_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_36.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/147_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/68_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/58_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_43.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/135_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/281_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/166_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/167_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_44.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/279_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/47_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/43_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/263_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/217_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/89_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/22_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/114_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/178_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/94_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/9_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_30.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_42.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/78_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/210_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/273_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/340_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/10_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/223_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/108_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/140_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_55.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/345_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_67.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/322_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/197_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/93_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/234_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_58.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/279_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/66_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/120_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/345_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/336_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/230_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/177_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/74_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/8_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/93_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/160_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/248_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/133_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/203_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/89_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/35_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/169_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/156_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/91_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/278_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/68_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/341_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/322_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/295_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/185_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/68_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/281_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_117.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/147_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/245_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/293_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/167_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/286_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_59.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/149_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/68_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/197_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/12_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/123_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/315_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/112_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_34.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/147_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/43_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/203_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_44.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/273_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/291_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/47_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/120_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/106_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/223_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_35.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/72_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_44.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_44.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_30.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/188_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/166_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/92_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/120_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/52_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_118.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/147_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/168_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/60_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/322_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/319_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/290_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/74_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/137_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/195_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/189_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/260_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_39.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/71_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/75_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/280_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/210_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/295_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_66.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/295_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/78_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/326_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/58_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/75_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/82_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_62.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_55.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/146_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_46.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/43_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/73_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/18_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_59.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_39.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/217_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_108.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/164_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/291_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/74_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/57_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_57.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/336_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/291_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/34_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/315_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/245_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/17_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/82_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/149_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/112_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_43.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/84_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/16_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/336_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/198_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/121_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/160_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/197_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/122_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/47_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/18_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/345_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/135_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/90_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/25_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_30.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_32.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/58_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/285_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_30.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/140_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/273_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/168_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_34.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_36.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/84_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/71_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/112_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_38.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_38.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/203_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/12_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/16_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/226_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/228_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/279_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/336_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/188_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/336_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/205_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/9_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/18_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/177_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/121_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/34_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/188_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/121_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/267_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_55.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/291_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/72_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/296_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_119.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_53.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/273_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/72_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/78_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_39.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/166_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/108_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/90_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/285_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/137_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/225_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/95_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_36.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_79.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/245_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_90.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/280_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/180_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/201_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/330_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/12_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/78_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_34.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/92_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_43.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/139_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/139_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/68_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/68_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_43.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/137_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/106_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_54.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/18_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/29_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/191_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_36.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/216_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/43_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/8_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/260_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/285_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/286_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/29_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/16_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/214_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/330_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/140_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/336_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/112_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_114.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/234_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/215_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/68_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/149_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/200_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/74_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/317_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/216_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/188_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/276_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/178_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_78.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_94.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/82_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_52.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/66_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/34_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/120_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/281_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/217_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/146_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/329_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/84_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/196_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/286_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/317_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/57_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_74.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/196_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/285_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/285_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/60_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_32.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/25_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_33.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/178_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_41.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/195_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/71_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/188_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/93_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/210_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/160_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/206_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_34.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/90_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/149_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_54.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_75.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/169_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/71_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/47_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/235_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/36_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/74_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_32.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/203_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_48.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/74_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_39.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_48.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_120.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/180_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/197_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_35.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_31.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/135_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/136_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/120_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/330_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/84_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/92_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_40.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_31.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/273_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/34_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/20_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/34_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_34.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/276_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/214_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/60_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/140_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/257_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/206_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_33.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/130_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/244_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_56.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/169_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/129_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_38.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/169_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/43_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_83.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/175_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_52.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_31.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/228_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/223_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/317_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/68_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_34.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_103.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/34_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/205_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/221_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_51.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/169_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/317_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_37.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/216_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/10_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/17_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/246_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_40.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/12_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_123.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_45.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/246_7.mp4-openl3.pkl \n", " inflating: train-final-audio/audio-pickle-all-X-openl3.pkl \n", " inflating: train-final-audio/audio-pickle-all-Y-openl3.pkl \n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "sqHRPvB5Cm4F", "colab_type": "code", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "outputId": "f0185086-d718-4bdf-fbcc-7d70557145ac" }, "source": [ "!unzip val-final-audio\n", "!unzip val-final-faces\n", "!unzip val-final-frames\n", "!unzip val-final-pose\n" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n", " inflating: val-final-pose/1/frame_289_3.mp4_12_keypoints.json \n", " inflating: val-final-pose/1/frame_289_3.mp4_5_keypoints.json \n", " inflating: val-final-pose/1/frame_70_9.mp4_10_keypoints.json \n", " inflating: val-final-pose/1/frame_212_1.mp4_5_keypoints.json \n", " inflating: val-final-pose/1/frame_289_57.mp4_3_keypoints.json \n", " inflating: val-final-pose/1/frame_86_8.mp4_12_keypoints.json \n", " inflating: val-final-pose/1/frame_54_3.mp4_0_keypoints.json \n", " inflating: val-final-pose/1/frame_145_2.mp4_10_keypoints.json \n", " inflating: val-final-pose/1/frame_289_42.mp4_4_keypoints.json \n", " inflating: val-final-pose/1/frame_284_5.mp4_3_keypoints.json \n", " inflating: val-final-pose/1/frame_289_53.mp4_7_keypoints.json \n", " inflating: val-final-pose/1/frame_5_17.mp4_12_keypoints.json \n", " inflating: val-final-pose/1/frame_5_15.mp4_1_keypoints.json \n", " inflating: val-final-pose/1/frame_70_11.mp4_5_keypoints.json \n", " inflating: 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val-final-pose/2/frame_320_13.mp4_8_keypoints.json \n", " inflating: val-final-pose/2/frame_53_14.mp4_8_keypoints.json \n", " inflating: val-final-pose/2/frame_70_15.mp4_11_keypoints.json \n", " inflating: val-final-pose/2/frame_53_5.mp4_1_keypoints.json \n", " inflating: val-final-pose/2/frame_298_42.mp4_1_keypoints.json \n", " inflating: val-final-pose/2/frame_81_1.mp4_1_keypoints.json \n", " inflating: val-final-pose/2/frame_53_43.mp4_8_keypoints.json \n", " inflating: val-final-pose/2/frame_86_33.mp4_6_keypoints.json \n", " inflating: val-final-pose/2/frame_274_5.mp4_4_keypoints.json \n", " inflating: val-final-pose/2/frame_54_5.mp4_5_keypoints.json \n", " inflating: val-final-pose/2/frame_294_34.mp4_9_keypoints.json \n", " inflating: val-final-pose/2/frame_308_1.mp4_7_keypoints.json \n", " inflating: val-final-pose/2/frame_54_13.mp4_3_keypoints.json \n", " inflating: val-final-pose/2/frame_81_24.mp4_6_keypoints.json \n", " inflating: val-final-pose/2/frame_298_51.mp4_9_keypoints.json \n", " extracting: val-final-pose/2/frame_154_10.mp4_4_keypoints.json \n", " inflating: val-final-pose/2/frame_298_32.mp4_2_keypoints.json \n", " inflating: val-final-pose/2/frame_284_10.mp4_13_keypoints.json \n", " inflating: val-final-pose/2/frame_294_41.mp4_9_keypoints.json \n", " inflating: val-final-pose/2/frame_308_1.mp4_14_keypoints.json \n", " inflating: val-final-pose/2/frame_268_1.mp4_5_keypoints.json \n", " inflating: val-final-pose/2/frame_70_24.mp4_9_keypoints.json \n", " inflating: val-final-pose/2/frame_308_8.mp4_9_keypoints.json \n", " inflating: val-final-pose/2/frame_251_5.mp4_11_keypoints.json \n", " inflating: val-final-pose/2/frame_294_8.mp4_4_keypoints.json \n", " inflating: val-final-pose/2/frame_308_3.mp4_10_keypoints.json \n", " inflating: val-final-pose/2/frame_335_3.mp4_0_keypoints.json \n", " inflating: val-final-pose/2/frame_81_7.mp4_5_keypoints.json \n", " inflating: val-final-pose/2/frame_159_7.mp4_14_keypoints.json \n", " inflating: val-final-pose/2/frame_294_19.mp4_5_keypoints.json \n", " inflating: val-final-pose/2/frame_55_17.mp4_3_keypoints.json \n", " inflating: val-final-pose/2/frame_308_4.mp4_8_keypoints.json \n", " inflating: val-final-pose/2/frame_298_34.mp4_4_keypoints.json \n", " inflating: val-final-pose/2/frame_55_9.mp4_6_keypoints.json \n", " inflating: val-final-pose/2/frame_125_1.mp4_7_keypoints.json \n", " inflating: val-final-pose/2/frame_298_4.mp4_7_keypoints.json \n", " inflating: val-final-pose/2/frame_27_16.mp4_0_keypoints.json \n", " inflating: val-final-pose/2/frame_298_56.mp4_5_keypoints.json \n", " inflating: val-final-pose/2/frame_298_5.mp4_3_keypoints.json \n", " inflating: val-final-pose/2/frame_298_58.mp4_12_keypoints.json \n", " inflating: val-final-pose/2/frame_298_14.mp4_12_keypoints.json \n", " inflating: val-final-pose/2/frame_237_1.mp4_5_keypoints.json \n", " inflating: val-final-pose/2/frame_308_2.mp4_13_keypoints.json \n", " inflating: val-final-pose/2/frame_294_41.mp4_0_keypoints.json \n", " inflating: val-final-pose/2/frame_335_4.mp4_5_keypoints.json \n", " inflating: val-final-pose/2/frame_54_17.mp4_9_keypoints.json \n", " inflating: val-final-pose/2/frame_104_3.mp4_10_keypoints.json \n", " inflating: val-final-pose/2/frame_53_31.mp4_14_keypoints.json \n", " inflating: val-final-pose/2/frame_152_1.mp4_0_keypoints.json \n", " inflating: val-final-pose/2/frame_298_44.mp4_5_keypoints.json \n", " inflating: val-final-pose/2/frame_274_7.mp4_2_keypoints.json \n", " inflating: val-final-pose/2/frame_44_11.mp4_9_keypoints.json \n", " inflating: val-final-pose/2/frame_268_6.mp4_4_keypoints.json \n", " inflating: val-final-pose/2/frame_294_8.mp4_7_keypoints.json \n", " inflating: val-final-pose/2/frame_284_1.mp4_2_keypoints.json \n", " inflating: val-final-pose/2/frame_298_2.mp4_6_keypoints.json \n", " inflating: val-final-pose/2/frame_53_34.mp4_10_keypoints.json \n", " inflating: val-final-pose/2/frame_325_49.mp4_1_keypoints.json \n", " inflating: val-final-pose/2/frame_54_5.mp4_14_keypoints.json \n", " inflating: val-final-pose/2/frame_298_55.mp4_11_keypoints.json \n", " inflating: val-final-pose/2/frame_294_18.mp4_3_keypoints.json \n", " inflating: val-final-pose/2/frame_289_68.mp4_0_keypoints.json \n", " inflating: val-final-pose/2/frame_15_2.mp4_3_keypoints.json \n", " inflating: val-final-pose/2/frame_268_2.mp4_2_keypoints.json \n", " inflating: val-final-pose/2/frame_314_5.mp4_12_keypoints.json \n", " inflating: val-final-pose/2/frame_294_23.mp4_10_keypoints.json \n", " inflating: val-final-pose/2/frame_294_18.mp4_7_keypoints.json \n", " inflating: val-final-pose/2/frame_86_33.mp4_3_keypoints.json \n", " inflating: val-final-pose/2/frame_86_33.mp4_5_keypoints.json \n", " inflating: val-final-pose/2/frame_55_3.mp4_7_keypoints.json \n", " inflating: val-final-pose/2/frame_81_19.mp4_9_keypoints.json \n", " inflating: val-final-pose/2/frame_314_5.mp4_3_keypoints.json \n", " inflating: val-final-pose/2/frame_298_15.mp4_12_keypoints.json \n", " inflating: val-final-pose/2/frame_55_20.mp4_2_keypoints.json \n", " inflating: val-final-pose/2/frame_294_48.mp4_4_keypoints.json \n", " inflating: val-final-pose/2/frame_294_17.mp4_12_keypoints.json \n", " inflating: val-final-pose/2/frame_54_5.mp4_11_keypoints.json \n", " inflating: val-final-pose/2/frame_15_4.mp4_4_keypoints.json \n", " inflating: val-final-pose/2/frame_54_1.mp4_1_keypoints.json \n", " inflating: val-final-pose/2/frame_289_1.mp4_11_keypoints.json \n", " inflating: val-final-pose/2/frame_81_21.mp4_9_keypoints.json \n", " inflating: val-final-pose/2/frame_237_6.mp4_7_keypoints.json \n", " inflating: val-final-pose/2/frame_54_19.mp4_3_keypoints.json \n", " inflating: val-final-pose/2/frame_53_36.mp4_13_keypoints.json \n", " inflating: val-final-pose/2/frame_81_1.mp4_10_keypoints.json \n", " inflating: val-final-pose/2/frame_268_1.mp4_6_keypoints.json \n", " inflating: val-final-pose/2/frame_294_35.mp4_5_keypoints.json \n", " inflating: val-final-pose/2/frame_289_14.mp4_9_keypoints.json \n", " inflating: val-final-pose/2/frame_131_5.mp4_10_keypoints.json \n", " inflating: val-final-pose/2/frame_11_1.mp4_9_keypoints.json \n", " inflating: val-final-pose/2/frame_325_3.mp4_7_keypoints.json \n", " inflating: val-final-pose/2/frame_294_15.mp4_7_keypoints.json \n", " inflating: val-final-pose/2/frame_294_16.mp4_7_keypoints.json \n", " inflating: val-final-pose/2/frame_294_48.mp4_7_keypoints.json \n", " inflating: val-final-pose/2/frame_298_30.mp4_2_keypoints.json \n", " inflating: val-final-pose/2/frame_298_27.mp4_1_keypoints.json \n", " inflating: val-final-pose/2/frame_294_35.mp4_6_keypoints.json \n", " inflating: val-final-pose/2/frame_99_6.mp4_7_keypoints.json \n", " inflating: val-final-pose/2/frame_55_21.mp4_3_keypoints.json \n", " inflating: val-final-pose/2/frame_81_23.mp4_3_keypoints.json \n", " inflating: val-final-pose/2/frame_54_5.mp4_13_keypoints.json \n", " inflating: val-final-pose/2/frame_294_16.mp4_10_keypoints.json \n", " inflating: val-final-pose/2/frame_298_18.mp4_0_keypoints.json \n", " inflating: val-final-pose/2/frame_53_37.mp4_9_keypoints.json \n", " inflating: val-final-pose/2/frame_55_9.mp4_10_keypoints.json \n", " inflating: val-final-pose/2/frame_308_4.mp4_2_keypoints.json \n", " inflating: val-final-pose/2/frame_53_31.mp4_3_keypoints.json \n", " inflating: val-final-pose/2/frame_53_39.mp4_6_keypoints.json \n", " inflating: val-final-pose/2/frame_298_53.mp4_3_keypoints.json \n", " inflating: val-final-pose/2/frame_181_9.mp4_2_keypoints.json \n", " inflating: val-final-pose/2/frame_81_25.mp4_5_keypoints.json \n", " inflating: val-final-pose/2/frame_294_42.mp4_5_keypoints.json \n", " inflating: val-final-pose/2/frame_294_4.mp4_8_keypoints.json \n", " inflating: val-final-pose/2/frame_320_11.mp4_11_keypoints.json \n", " inflating: val-final-pose/2/frame_159_1.mp4_13_keypoints.json \n", " inflating: val-final-pose/2/frame_274_5.mp4_11_keypoints.json \n", " inflating: val-final-pose/2/frame_53_5.mp4_4_keypoints.json \n", " inflating: val-final-pose/2/frame_298_57.mp4_4_keypoints.json \n", " inflating: val-final-pose/2/frame_54_13.mp4_7_keypoints.json \n", " inflating: val-final-pose/2/frame_55_23.mp4_6_keypoints.json \n", " inflating: val-final-pose/2/frame_268_6.mp4_5_keypoints.json \n", " inflating: val-final-pose/2/frame_15_3.mp4_12_keypoints.json \n", " inflating: val-final-pose/2/frame_298_21.mp4_9_keypoints.json \n", " inflating: val-final-pose/2/frame_274_6.mp4_1_keypoints.json \n", " inflating: val-final-pose/2/frame_55_23.mp4_12_keypoints.json \n", " inflating: val-final-pose/2/frame_55_7.mp4_0_keypoints.json \n", " inflating: val-final-pose/2/frame_81_8.mp4_7_keypoints.json \n", " inflating: val-final-pose/2/frame_294_8.mp4_1_keypoints.json \n", " inflating: val-final-pose/2/frame_298_58.mp4_7_keypoints.json \n", " inflating: val-final-pose/2/frame_335_1.mp4_0_keypoints.json \n", " inflating: val-final-pose/2/frame_53_38.mp4_4_keypoints.json \n", " inflating: val-final-pose/2/frame_70_24.mp4_3_keypoints.json \n", " inflating: val-final-pose/2/frame_181_4.mp4_3_keypoints.json \n", " inflating: val-final-pose/2/frame_284_3.mp4_8_keypoints.json \n", " inflating: val-final-pose/2/frame_294_19.mp4_12_keypoints.json \n", " inflating: val-final-pose/2/frame_325_3.mp4_2_keypoints.json \n", " inflating: val-final-pose/2/frame_53_38.mp4_7_keypoints.json \n", " inflating: val-final-pose/2/frame_55_10.mp4_8_keypoints.json \n", " inflating: val-final-pose/2/frame_268_5.mp4_6_keypoints.json \n", " inflating: val-final-pose/2/frame_81_18.mp4_5_keypoints.json \n", " inflating: val-final-pose/2/frame_298_47.mp4_12_keypoints.json \n", " inflating: val-final-pose/2/frame_289_21.mp4_1_keypoints.json \n", " inflating: val-final-pose/2/frame_335_10.mp4_10_keypoints.json \n", " inflating: val-final-pose/2/frame_298_15.mp4_1_keypoints.json \n", " inflating: val-final-pose/2/frame_320_11.mp4_8_keypoints.json \n", " inflating: val-final-pose/2/frame_308_8.mp4_11_keypoints.json \n", " inflating: val-final-pose/2/frame_70_22.mp4_5_keypoints.json \n", " inflating: val-final-pose/2/frame_325_32.mp4_10_keypoints.json \n", " inflating: val-final-pose/2/frame_325_49.mp4_14_keypoints.json \n", " inflating: val-final-pose/2/frame_131_5.mp4_11_keypoints.json \n", " inflating: val-final-pose/2/frame_53_44.mp4_10_keypoints.json \n", " inflating: val-final-pose/2/frame_86_33.mp4_9_keypoints.json \n", " inflating: val-final-pose/2/frame_83_1.mp4_14_keypoints.json \n", " inflating: val-final-pose/2/frame_294_38.mp4_10_keypoints.json \n", " inflating: val-final-pose/2/frame_81_19.mp4_10_keypoints.json \n", " inflating: val-final-pose/2/frame_294_25.mp4_2_keypoints.json \n", " inflating: val-final-pose/2/frame_44_11.mp4_0_keypoints.json \n", " inflating: val-final-pose/2/frame_55_22.mp4_9_keypoints.json \n", " inflating: val-final-pose/2/frame_294_23.mp4_2_keypoints.json \n", " inflating: val-final-pose/2/frame_222_18.mp4_2_keypoints.json \n", " inflating: val-final-pose/2/frame_325_57.mp4_7_keypoints.json \n", " inflating: val-final-pose/2/frame_55_4.mp4_12_keypoints.json \n", " inflating: val-final-pose/2/frame_53_44.mp4_4_keypoints.json \n", " inflating: val-final-pose/2/frame_44_11.mp4_7_keypoints.json \n", " inflating: val-final-pose/2/frame_294_20.mp4_12_keypoints.json \n", " inflating: val-final-pose/2/frame_268_7.mp4_11_keypoints.json \n", " inflating: val-final-pose/2/frame_325_31.mp4_8_keypoints.json \n", " inflating: val-final-pose/2/frame_237_1.mp4_4_keypoints.json \n", " inflating: val-final-pose/2/frame_237_3.mp4_4_keypoints.json \n", " inflating: val-final-pose/2/frame_298_23.mp4_12_keypoints.json \n", " inflating: val-final-pose/2/frame_298_30.mp4_10_keypoints.json \n", " inflating: val-final-pose/2/frame_53_43.mp4_10_keypoints.json \n", " inflating: val-final-pose/2/frame_125_5.mp4_7_keypoints.json \n", " inflating: val-final-pose/2/frame_81_17.mp4_9_keypoints.json \n", " inflating: val-final-pose/2/frame_125_1.mp4_10_keypoints.json \n", " inflating: val-final-pose/2/frame_298_44.mp4_1_keypoints.json \n", " inflating: val-final-pose/2/frame_251_1.mp4_10_keypoints.json \n", " inflating: val-final-pose/2/frame_55_10.mp4_6_keypoints.json \n", " inflating: val-final-pose/2/frame_289_68.mp4_1_keypoints.json \n", " inflating: val-final-pose/2/frame_251_5.mp4_0_keypoints.json \n", " inflating: val-final-pose/2/frame_159_1.mp4_4_keypoints.json \n", " inflating: val-final-pose/2/frame_53_38.mp4_10_keypoints.json \n", " inflating: val-final-pose/2/frame_274_2.mp4_9_keypoints.json \n", " inflating: val-final-pose/2/frame_308_2.mp4_8_keypoints.json \n", " inflating: val-final-pose/2/frame_11_1.mp4_0_keypoints.json \n", " inflating: val-final-pose/2/frame_70_10.mp4_1_keypoints.json \n", " inflating: val-final-pose/2/frame_70_23.mp4_5_keypoints.json \n", " inflating: val-final-pose/2/frame_289_21.mp4_0_keypoints.json \n", " inflating: val-final-pose/2/frame_274_6.mp4_2_keypoints.json \n", " inflating: val-final-pose/2/frame_53_33.mp4_12_keypoints.json \n", " inflating: val-final-pose/2/frame_154_10.mp4_12_keypoints.json \n", " inflating: val-final-pose/2/frame_55_20.mp4_9_keypoints.json \n", " inflating: val-final-pose/2/frame_294_32.mp4_9_keypoints.json \n", " inflating: val-final-pose/2/frame_239_3.mp4_5_keypoints.json \n", " inflating: val-final-pose/2/frame_268_6.mp4_10_keypoints.json \n", " inflating: val-final-pose/2/frame_53_5.mp4_7_keypoints.json \n", " inflating: val-final-pose/2/frame_83_1.mp4_7_keypoints.json \n", " inflating: val-final-pose/2/frame_289_55.mp4_9_keypoints.json \n", " inflating: val-final-pose/2/frame_77_4.mp4_9_keypoints.json \n", " inflating: val-final-pose/2/frame_298_24.mp4_7_keypoints.json \n", " inflating: val-final-pose/2/frame_237_3.mp4_12_keypoints.json \n", " extracting: val-final-pose/2/frame_251_3.mp4_10_keypoints.json \n", " inflating: val-final-pose/2/frame_298_39.mp4_1_keypoints.json \n", " inflating: val-final-pose/2/frame_70_30.mp4_13_keypoints.json \n", " inflating: val-final-pose/2/frame_298_8.mp4_6_keypoints.json \n", " inflating: val-final-pose/2/frame_70_15.mp4_1_keypoints.json \n", " inflating: val-final-pose/2/frame_81_23.mp4_7_keypoints.json \n", " inflating: val-final-pose/2/frame_237_2.mp4_3_keypoints.json \n", " inflating: val-final-pose/2/frame_237_5.mp4_10_keypoints.json \n", " inflating: val-final-pose/2/frame_53_44.mp4_8_keypoints.json \n", " inflating: 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val-final-pose/2/frame_152_1.mp4_12_keypoints.json \n", " inflating: val-final-pose/2/frame_298_7.mp4_7_keypoints.json \n", " inflating: val-final-pose/2/frame_55_23.mp4_2_keypoints.json \n", " inflating: val-final-pose/2/frame_131_5.mp4_4_keypoints.json \n", " inflating: val-final-pose/2/frame_294_8.mp4_5_keypoints.json \n", " inflating: val-final-pose/2/frame_55_7.mp4_6_keypoints.json \n", " inflating: val-final-pose/2/frame_298_59.mp4_0_keypoints.json \n", " extracting: val-final-pose/2/frame_251_3.mp4_12_keypoints.json \n", " extracting: val-final-pose/2/frame_181_9.mp4_14_keypoints.json \n", " inflating: val-final-pose/2/frame_298_42.mp4_5_keypoints.json \n", " inflating: val-final-pose/2/frame_159_1.mp4_6_keypoints.json \n", " inflating: val-final-pose/2/frame_298_46.mp4_7_keypoints.json \n", " inflating: val-final-pose/2/frame_53_37.mp4_7_keypoints.json \n", " inflating: val-final-pose/2/frame_159_6.mp4_13_keypoints.json \n", " inflating: 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val-final-pose/2/frame_294_3.mp4_3_keypoints.json \n", " inflating: val-final-pose/2/frame_294_22.mp4_1_keypoints.json \n", " inflating: val-final-pose/2/frame_294_7.mp4_4_keypoints.json \n", " inflating: val-final-pose/2/frame_325_54.mp4_10_keypoints.json \n", " inflating: val-final-pose/2/frame_294_19.mp4_3_keypoints.json \n", " inflating: val-final-pose/2/frame_298_9.mp4_8_keypoints.json \n", " extracting: val-final-pose/2/frame_154_10.mp4_8_keypoints.json \n", " inflating: val-final-pose/2/frame_54_15.mp4_4_keypoints.json \n", " inflating: val-final-pose/2/frame_53_5.mp4_14_keypoints.json \n", " inflating: val-final-pose/2/frame_294_3.mp4_2_keypoints.json \n", " inflating: val-final-pose/2/frame_53_19.mp4_12_keypoints.json \n", " inflating: val-final-pose/2/frame_284_3.mp4_4_keypoints.json \n", " inflating: val-final-pose/2/frame_294_6.mp4_3_keypoints.json \n", " inflating: val-final-pose/2/frame_294_12.mp4_9_keypoints.json \n", " inflating: val-final-pose/2/frame_274_10.mp4_0_keypoints.json \n", " inflating: val-final-pose/2/frame_294_9.mp4_12_keypoints.json \n", " inflating: val-final-pose/2/frame_298_24.mp4_0_keypoints.json \n", " inflating: val-final-pose/2/frame_289_21.mp4_8_keypoints.json \n", " inflating: val-final-pose/2/frame_55_20.mp4_11_keypoints.json \n", " inflating: val-final-pose/2/frame_294_21.mp4_12_keypoints.json \n", " inflating: val-final-pose/2/frame_308_6.mp4_3_keypoints.json \n", " inflating: val-final-pose/2/frame_289_21.mp4_12_keypoints.json \n", " inflating: val-final-pose/2/frame_81_24.mp4_9_keypoints.json \n", " inflating: val-final-pose/2/frame_298_58.mp4_8_keypoints.json \n", " inflating: val-final-pose/2/frame_274_7.mp4_4_keypoints.json \n", " inflating: val-final-pose/2/frame_298_14.mp4_3_keypoints.json \n", " inflating: val-final-pose/2/frame_294_34.mp4_3_keypoints.json \n", " inflating: val-final-pose/2/frame_298_59.mp4_3_keypoints.json \n", " inflating: val-final-pose/2/frame_294_21.mp4_1_keypoints.json \n", " inflating: val-final-pose/2/frame_294_26.mp4_4_keypoints.json \n", " inflating: val-final-pose/2/frame_54_15.mp4_6_keypoints.json \n", " extracting: val-final-pose/2/frame_239_3.mp4_8_keypoints.json \n", " inflating: val-final-pose/2/frame_294_31.mp4_5_keypoints.json \n", " inflating: val-final-pose/2/frame_81_14.mp4_5_keypoints.json \n", " inflating: val-final-pose/2/frame_181_9.mp4_6_keypoints.json \n", " inflating: val-final-pose/2/frame_298_42.mp4_4_keypoints.json \n", " inflating: val-final-pose/2/frame_298_23.mp4_9_keypoints.json \n", " inflating: val-final-pose/2/frame_70_20.mp4_12_keypoints.json \n", " inflating: val-final-pose/2/frame_237_3.mp4_9_keypoints.json \n", " inflating: val-final-pose/2/frame_54_15.mp4_3_keypoints.json \n", " inflating: val-final-pose/2/frame_274_7.mp4_11_keypoints.json \n", " inflating: val-final-pose/2/frame_308_4.mp4_12_keypoints.json \n", " inflating: val-final-pose/2/frame_181_2.mp4_4_keypoints.json \n", " inflating: val-final-pose/2/frame_298_20.mp4_1_keypoints.json \n", " inflating: val-final-pose/2/frame_70_19.mp4_1_keypoints.json \n", " inflating: val-final-pose/2/frame_237_6.mp4_8_keypoints.json \n", " inflating: val-final-pose/2/frame_294_42.mp4_12_keypoints.json \n", " inflating: val-final-pose/2/frame_284_11.mp4_8_keypoints.json \n", " inflating: val-final-pose/2/frame_159_3.mp4_4_keypoints.json \n", " inflating: val-final-pose/2/frame_11_13.mp4_3_keypoints.json \n", " inflating: val-final-pose/2/frame_55_13.mp4_9_keypoints.json \n", " inflating: val-final-pose/2/frame_294_22.mp4_11_keypoints.json \n", " inflating: val-final-pose/2/frame_27_13.mp4_4_keypoints.json \n", " inflating: val-final-pose/2/frame_70_24.mp4_11_keypoints.json \n", " inflating: val-final-pose/2/frame_284_1.mp4_4_keypoints.json \n", " inflating: val-final-pose/2/frame_55_19.mp4_0_keypoints.json \n", " inflating: val-final-pose/2/frame_159_1.mp4_9_keypoints.json \n", " inflating: val-final-pose/2/frame_81_7.mp4_8_keypoints.json \n", " inflating: val-final-pose/2/frame_298_37.mp4_4_keypoints.json \n", " inflating: val-final-pose/2/frame_308_4.mp4_10_keypoints.json \n", " inflating: val-final-pose/2/frame_53_44.mp4_0_keypoints.json \n", " inflating: val-final-pose/2/frame_27_9.mp4_1_keypoints.json \n", " inflating: val-final-pose/2/frame_53_34.mp4_13_keypoints.json \n", " inflating: val-final-pose/2/frame_237_3.mp4_5_keypoints.json \n", " inflating: val-final-pose/2/frame_298_30.mp4_1_keypoints.json \n", " inflating: val-final-pose/2/frame_81_9.mp4_11_keypoints.json \n", " inflating: val-final-pose/2/frame_268_7.mp4_10_keypoints.json \n", " inflating: val-final-pose/2/frame_131_5.mp4_5_keypoints.json \n", " inflating: val-final-pose/2/frame_237_1.mp4_7_keypoints.json \n", " inflating: val-final-pose/2/frame_21_1.mp4_12_keypoints.json \n", " inflating: val-final-pose/2/frame_55_17.mp4_10_keypoints.json \n", " inflating: val-final-pose/2/frame_284_8.mp4_3_keypoints.json \n", " inflating: val-final-pose/2/frame_53_20.mp4_3_keypoints.json \n", " inflating: val-final-pose/2/frame_70_19.mp4_9_keypoints.json \n", " inflating: val-final-pose/2/frame_268_5.mp4_1_keypoints.json \n", " inflating: val-final-pose/2/frame_181_1.mp4_4_keypoints.json \n", " inflating: val-final-pose/2/frame_268_7.mp4_12_keypoints.json \n", " inflating: val-final-pose/2/frame_53_36.mp4_10_keypoints.json \n", " inflating: val-final-pose/2/frame_239_3.mp4_6_keypoints.json \n", " inflating: val-final-pose/2/frame_289_68.mp4_9_keypoints.json \n", " inflating: val-final-pose/2/frame_335_1.mp4_11_keypoints.json \n", " inflating: val-final-pose/2/frame_159_6.mp4_3_keypoints.json \n", " inflating: val-final-pose/2/frame_104_2.mp4_12_keypoints.json \n", " inflating: val-final-pose/2/frame_284_3.mp4_10_keypoints.json \n", " inflating: val-final-pose/2/frame_298_26.mp4_11_keypoints.json \n", " inflating: val-final-pose/2/frame_289_14.mp4_3_keypoints.json \n", " inflating: val-final-pose/2/frame_55_17.mp4_4_keypoints.json \n", " inflating: val-final-pose/2/frame_294_6.mp4_10_keypoints.json \n", " inflating: val-final-pose/2/frame_81_7.mp4_1_keypoints.json \n", " inflating: val-final-pose/2/frame_54_5.mp4_1_keypoints.json \n", " inflating: val-final-pose/2/frame_159_2.mp4_0_keypoints.json \n", " inflating: val-final-pose/2/frame_274_4.mp4_9_keypoints.json \n", " inflating: val-final-pose/2/frame_77_4.mp4_8_keypoints.json \n", " inflating: val-final-pose/2/frame_70_30.mp4_10_keypoints.json \n", " inflating: val-final-pose/2/frame_289_48.mp4_6_keypoints.json \n", " inflating: val-final-pose/2/frame_55_25.mp4_8_keypoints.json \n", " inflating: val-final-pose/2/frame_268_3.mp4_9_keypoints.json \n", " inflating: val-final-pose/2/frame_81_7.mp4_9_keypoints.json \n", " inflating: val-final-pose/2/frame_81_8.mp4_11_keypoints.json \n", " inflating: val-final-pose/2/frame_325_31.mp4_9_keypoints.json \n", " inflating: val-final-pose/2/frame_99_6.mp4_6_keypoints.json \n", " inflating: val-final-pose/2/frame_294_37.mp4_3_keypoints.json \n", " inflating: val-final-pose/2/frame_83_1.mp4_11_keypoints.json \n", " inflating: val-final-pose/2/frame_298_58.mp4_5_keypoints.json \n", " inflating: val-final-pose/2/frame_274_4.mp4_0_keypoints.json \n", " inflating: val-final-pose/2/frame_294_27.mp4_9_keypoints.json \n", " inflating: val-final-pose/2/frame_325_31.mp4_14_keypoints.json \n", " inflating: val-final-pose/2/frame_284_12.mp4_3_keypoints.json \n", " inflating: val-final-pose/2/frame_53_19.mp4_4_keypoints.json \n", " inflating: val-final-pose/2/frame_294_17.mp4_0_keypoints.json \n", " inflating: val-final-pose/2/frame_294_19.mp4_8_keypoints.json \n", " inflating: val-final-pose/2/frame_159_4.mp4_6_keypoints.json \n", " inflating: val-final-pose/2/frame_333_2.mp4_9_keypoints.json \n", " inflating: val-final-pose/2/frame_294_11.mp4_2_keypoints.json \n", " inflating: val-final-pose/2/frame_70_15.mp4_0_keypoints.json \n", " inflating: val-final-pose/2/frame_268_5.mp4_11_keypoints.json \n", " inflating: val-final-pose/2/frame_54_13.mp4_6_keypoints.json \n", " inflating: val-final-pose/2/frame_55_20.mp4_4_keypoints.json \n", " inflating: val-final-pose/2/frame_237_6.mp4_12_keypoints.json \n", " inflating: val-final-pose/2/frame_335_6.mp4_10_keypoints.json \n", " inflating: val-final-pose/2/frame_81_18.mp4_8_keypoints.json \n", " inflating: val-final-pose/2/frame_284_11.mp4_6_keypoints.json \n", " inflating: val-final-pose/2/frame_81_24.mp4_3_keypoints.json \n", " inflating: val-final-pose/2/frame_181_1.mp4_2_keypoints.json \n", " inflating: val-final-pose/2/frame_222_18.mp4_11_keypoints.json \n", " inflating: val-final-pose/2/frame_298_30.mp4_3_keypoints.json \n", " inflating: val-final-pose/2/frame_298_15.mp4_0_keypoints.json \n", " inflating: val-final-pose/2/frame_190_6.mp4_0_keypoints.json \n", " inflating: val-final-pose/2/frame_335_3.mp4_2_keypoints.json \n", " inflating: val-final-pose/2/frame_159_5.mp4_2_keypoints.json \n", " inflating: val-final-pose/2/frame_70_25.mp4_4_keypoints.json \n", " inflating: val-final-pose/2/frame_298_48.mp4_6_keypoints.json \n", " inflating: val-final-pose/2/frame_181_9.mp4_0_keypoints.json \n", " inflating: val-final-pose/2/frame_320_3.mp4_11_keypoints.json \n", " inflating: val-final-pose/2/frame_298_36.mp4_6_keypoints.json \n", " inflating: val-final-pose/2/frame_268_3.mp4_3_keypoints.json \n", " inflating: val-final-pose/2/frame_15_3.mp4_2_keypoints.json \n", " inflating: val-final-pose/2/frame_325_49.mp4_9_keypoints.json \n", " inflating: val-final-pose/2/frame_298_30.mp4_4_keypoints.json \n", " inflating: val-final-pose/2/frame_81_4.mp4_10_keypoints.json \n", " inflating: val-final-pose/2/frame_289_22.mp4_7_keypoints.json \n", " inflating: val-final-pose/2/frame_298_54.mp4_1_keypoints.json \n", " inflating: val-final-pose/2/frame_55_13.mp4_12_keypoints.json \n", " inflating: val-final-pose/2/frame_268_5.mp4_0_keypoints.json \n", " inflating: val-final-pose/2/frame_159_9.mp4_4_keypoints.json \n", " inflating: val-final-pose/2/frame_99_6.mp4_9_keypoints.json \n", " inflating: val-final-pose/2/frame_15_6.mp4_12_keypoints.json \n", " inflating: val-final-pose/2/frame_70_23.mp4_8_keypoints.json \n", " inflating: val-final-pose/2/frame_335_10.mp4_12_keypoints.json \n", " inflating: val-final-pose/2/frame_11_1.mp4_1_keypoints.json \n", " inflating: val-final-pose/2/frame_53_44.mp4_6_keypoints.json \n", " inflating: val-final-pose/2/frame_104_3.mp4_1_keypoints.json \n", " inflating: val-final-pose/2/frame_157_16.mp4_10_keypoints.json \n", " inflating: val-final-pose/2/frame_325_48.mp4_7_keypoints.json \n", " inflating: val-final-pose/2/frame_298_51.mp4_3_keypoints.json \n", " inflating: val-final-pose/2/frame_274_10.mp4_1_keypoints.json \n", " inflating: val-final-pose/2/frame_53_43.mp4_6_keypoints.json \n", " inflating: val-final-pose/2/frame_54_1.mp4_14_keypoints.json \n", " inflating: val-final-pose/2/frame_294_27.mp4_11_keypoints.json \n", " inflating: val-final-pose/2/frame_53_44.mp4_5_keypoints.json \n", " inflating: val-final-pose/2/frame_55_25.mp4_6_keypoints.json \n", " inflating: val-final-pose/2/frame_294_25.mp4_9_keypoints.json \n", " inflating: val-final-pose/2/frame_55_11.mp4_2_keypoints.json \n", " inflating: val-final-pose/2/frame_181_4.mp4_13_keypoints.json \n", " inflating: val-final-pose/2/frame_237_3.mp4_3_keypoints.json \n", " inflating: val-final-pose/2/frame_284_12.mp4_13_keypoints.json \n", " inflating: val-final-pose/2/frame_268_1.mp4_2_keypoints.json \n", " inflating: val-final-pose/2/frame_284_10.mp4_10_keypoints.json \n", " inflating: val-final-pose/2/frame_298_53.mp4_8_keypoints.json \n", " inflating: val-final-pose/2/frame_181_4.mp4_0_keypoints.json \n", " inflating: val-final-pose/2/frame_298_14.mp4_10_keypoints.json \n", " inflating: val-final-pose/2/frame_70_25.mp4_1_keypoints.json \n", " inflating: val-final-pose/2/frame_294_7.mp4_12_keypoints.json \n", " inflating: val-final-pose/2/frame_159_3.mp4_14_keypoints.json \n", " inflating: val-final-pose/2/frame_298_29.mp4_3_keypoints.json \n", " inflating: val-final-pose/2/frame_294_25.mp4_4_keypoints.json \n", " inflating: val-final-pose/2/frame_314_2.mp4_7_keypoints.json \n", " inflating: val-final-pose/2/frame_53_19.mp4_13_keypoints.json \n", " inflating: val-final-pose/2/frame_53_39.mp4_13_keypoints.json \n", " inflating: val-final-pose/2/frame_99_6.mp4_12_keypoints.json \n", " inflating: val-final-pose/2/frame_294_31.mp4_0_keypoints.json \n", " extracting: val-final-pose/2/frame_239_3.mp4_12_keypoints.json \n", " inflating: 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val-final-pose/2/frame_289_66.mp4_4_keypoints.json \n", " inflating: val-final-pose/2/frame_53_39.mp4_7_keypoints.json \n", " inflating: val-final-pose/2/frame_335_8.mp4_2_keypoints.json \n", " inflating: val-final-pose/2/frame_21_1.mp4_5_keypoints.json \n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "4dkcwTEkb82r", "colab_type": "code", "colab": { "base_uri": "https://localhost:8080/", "height": 121 }, "outputId": "229bd4ff-1b6f-4908-d050-ef7b4a3935fe" }, "source": [ "!unzip -d val-final-fer val-final-fer.zip\n", "!unzip -d train-final-fer train-final-fer.zip" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "Archive: val-final-fer.zip\n", " inflating: val-final-fer/faces-fer-Y.npy \n", " inflating: val-final-fer/faces-fer-X.npy \n", "Archive: train-final-fer.zip\n", " inflating: train-final-fer/faces-fer-X.npy \n", " inflating: train-final-fer/faces-fer-Y.npy \n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "xiUn5tjGHjts", "colab_type": "code", "colab": {} }, "source": [ "!cp /content/drive/'My Drive/Machine-Learning-Projects'/cs231n-project/datasets/emotiw/train-final-audio.zip .\n", "!cp /content/drive/'My Drive/Machine-Learning-Projects'/cs231n-project/datasets/emotiw/val-final-audio.zip ." ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "eaoE2sXiK-A2", "colab_type": "code", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "outputId": "f706f787-1a41-41c8-fe30-b995a90e56c2" }, "source": [ "!unzip train-final-audio\n", "!unzip val-final-audio" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "Archive: train-final-audio.zip\n", "replace train-final-audio/audio-pickle/155_22.mp4-openl3.pkl? [y]es, [n]o, [A]ll, [N]one, [r]ename: A\n", " extracting: train-final-audio/audio-pickle/155_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/166_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/146_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/177_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_30.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/286_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/178_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/206_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_27.mp4-openl3.pkl \n", " extracting: 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train-final-audio/audio-pickle/10_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/18_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/13_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/149_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_39.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_50.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/18_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/17_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/210_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/73_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/168_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/276_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/68_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/140_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_91.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/260_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/146_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/260_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/246_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/265_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/18_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/177_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/57_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/62_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_37.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/312_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/16_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/290_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/34_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/84_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/51_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/47_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/72_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/112_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/120_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/68_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/295_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/89_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/203_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_53.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/319_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/36_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/160_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/322_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_37.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/123_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/276_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/225_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/29_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_36.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/192_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_32.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/234_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/149_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/197_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_47.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/256_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/73_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_57.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/230_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_70.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/43_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_50.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/216_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_38.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/192_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/178_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/322_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/29_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/295_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_65.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/338_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/317_2.mp4-openl3.pkl \n", " extracting: 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train-final-audio/audio-pickle/280_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/178_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/257_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_30.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/215_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/68_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/35_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/280_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/344_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/198_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/135_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/88_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/223_16.mp4-openl3.pkl \n", " extracting: 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train-final-audio/audio-pickle/8_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/315_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/18_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_33.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/286_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/12_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/280_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/234_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/210_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/201_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/232_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_36.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/195_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/94_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/317_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/225_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/280_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/215_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/13_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/338_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/34_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_27.mp4-openl3.pkl \n", " extracting: 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train-final-audio/audio-pickle/4_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/8_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/290_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/217_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/188_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/8_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/140_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_30.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_39.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/281_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/204_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/204_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/336_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/221_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/192_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/78_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/16_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_40.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/263_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/253_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/9_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_73.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/17_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/167_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/43_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_60.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/60_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_36.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/156_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/286_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/185_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/322_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/74_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/71_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/51_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_45.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/281_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_55.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/93_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/148_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_40.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/326_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/241_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/149_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/60_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/89_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_89.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/68_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/18_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/10_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/137_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/135_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/281_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/341_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/17_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/72_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/121_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/260_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/290_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/248_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_48.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/9_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/197_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/13_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_46.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/267_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/347_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/82_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/139_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_41.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/36_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/291_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/114_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/226_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/84_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/71_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/136_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/168_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/73_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/273_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_32.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/72_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/16_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/60_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/180_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/336_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_42.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/221_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/189_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_104.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/286_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/197_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/34_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/230_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/196_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/149_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/336_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/68_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/260_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/267_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/92_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_31.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/189_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_47.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/114_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_32.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/185_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/344_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_36.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/12_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/29_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/220_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/197_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/280_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/246_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/263_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/290_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/256_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/196_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/140_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/195_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/336_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/220_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/71_15.mp4-openl3.pkl \n", " extracting: 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train-final-audio/audio-pickle/60_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/217_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/116_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/156_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/226_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/66_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/17_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/93_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/72_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/296_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_33.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/197_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/68_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/290_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_33.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/315_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/338_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/307_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/22_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/340_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/43_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/276_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/329_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_30.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_38.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_64.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/246_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/257_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/114_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/221_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/60_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/196_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_53.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/120_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_30.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/43_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/108_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/340_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/188_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_35.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/273_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/144_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/296_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/18_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/205_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/91_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/345_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/206_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/112_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/66_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/9_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/221_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_46.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/29_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/168_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/52_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/266_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/58_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/22_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/291_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/319_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/89_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/20_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/92_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/135_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_33.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_39.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/16_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/120_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/60_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/13_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_31.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/57_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/149_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/75_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/120_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/203_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/121_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/95_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/286_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/121_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/13_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/281_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/16_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/317_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_49.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/185_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/8_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/169_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/109_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/29_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/34_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/66_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/90_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/135_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/210_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/8_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_44.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/263_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/295_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/12_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/10_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/146_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/221_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/112_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_41.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/160_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/121_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/121_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/228_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/121_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/82_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/253_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/144_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_69.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_46.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/89_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/90_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/217_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/22_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/260_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/93_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_57.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/276_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/17_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/317_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/74_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/60_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/180_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/216_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/94_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/22_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/295_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/278_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_60.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/120_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/336_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/286_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/84_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/217_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/216_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_35.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_116.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/347_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_30.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_68.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/148_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_43.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/178_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/60_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/279_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/293_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/80_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/210_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/134_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/17_10.mp4-openl3.pkl \n", " extracting: 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train-final-audio/audio-pickle/277_39.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_76.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/330_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/166_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/52_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/62_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_51.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/191_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/90_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/168_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/140_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/330_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/178_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_51.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/278_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/68_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/92_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_95.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/8_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/169_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_37.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/273_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/201_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/121_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/276_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/71_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/160_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_39.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_30.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/168_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/75_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/58_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/12_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/283_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/68_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/279_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/271_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/93_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/246_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/330_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/221_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/148_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/146_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/168_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/16_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/140_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/122_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/168_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_80.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/310_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_30.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/197_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/71_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_37.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/57_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/12_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/92_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/317_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/180_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_93.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/136_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/214_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/281_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/94_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_47.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/12_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/51_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/317_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/72_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_85.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/74_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/210_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/135_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/178_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/140_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/203_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/134_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/278_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/108_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/120_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/121_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/13_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/281_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_124.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/319_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/317_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_38.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/29_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/253_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_31.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/191_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/188_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/169_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_44.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/340_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_38.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_51.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/13_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/280_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/347_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/140_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/93_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_62.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/280_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_38.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/203_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/25_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/29_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/177_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/228_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/16_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/52_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_53.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_30.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/58_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_35.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_45.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/12_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_48.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_34.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/34_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/75_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/13_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/341_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_43.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/7_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/52_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/197_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/168_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/279_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/180_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_92.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/283_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/29_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/94_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/52_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/121_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/123_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_56.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/341_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/73_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/203_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/280_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/84_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/168_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/336_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/261_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_97.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/280_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/347_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/2_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/16_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/203_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/22_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/166_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/250_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/139_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/58_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_49.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_44.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/43_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/245_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/338_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/322_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/34_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/296_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/94_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/106_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_38.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/8_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/286_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_53.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/245_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/13_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/140_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/92_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/52_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/245_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/57_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/68_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/338_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/16_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/188_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/167_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/47_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_31.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_105.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/135_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/114_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/74_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/92_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/253_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/229_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/280_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/286_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_33.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/88_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/78_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_61.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/22_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_37.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_98.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/60_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/34_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/338_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/196_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/319_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/7_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_36.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/52_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/16_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/78_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/290_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_33.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_32.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/278_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/317_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_40.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/168_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/192_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/13_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/88_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/177_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/291_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/204_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/109_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_35.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/149_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/258_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_30.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/317_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/108_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/276_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/293_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/89_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_42.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/177_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_38.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/326_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/210_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/230_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/74_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/287_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_37.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/166_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/192_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/319_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/74_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_60.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/281_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/225_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/94_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/8_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/52_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/338_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_115.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/216_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/121_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/136_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/13_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_36.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/276_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/214_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/146_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/34_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/204_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/7_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/281_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/240_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/108_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/203_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_54.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/214_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/280_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/223_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_66.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/280_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/336_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/216_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/216_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/178_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_33.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/216_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/217_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/16_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/286_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/94_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_84.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/109_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/260_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/278_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_38.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_40.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/34_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/156_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_87.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/336_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/169_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/43_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_46.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/205_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/149_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/286_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/25_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/271_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/262_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/215_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/307_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/17_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/322_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/178_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/203_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_56.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/256_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/260_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_66.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/229_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_43.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/74_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/74_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/51_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/278_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/136_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/223_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/34_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_32.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_52.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/344_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/66_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_106.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/52_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/34_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/206_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/250_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/341_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/71_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/135_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_81.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/156_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_50.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/280_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_45.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/230_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/326_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/196_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/191_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_74.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/197_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/166_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_35.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/186_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/188_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/210_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/281_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/60_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_34.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_49.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/216_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/223_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/315_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/147_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/60_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/139_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/146_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/92_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/347_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/90_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/168_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/121_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/58_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/9_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/220_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_37.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/108_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_38.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/253_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/326_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_41.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/25_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/197_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/149_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_71.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/43_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/109_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/197_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/185_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/178_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/57_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/322_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_37.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/340_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/123_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/91_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/166_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/10_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/160_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_33.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_48.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/330_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/198_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/188_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/109_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/191_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/29_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/18_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/336_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/107_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/10_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/260_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_42.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/147_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/235_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/9_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/90_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/291_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/188_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_110.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_34.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/9_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_32.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_63.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_35.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_45.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/214_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/210_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/223_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_58.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_35.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_30.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/51_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/168_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/140_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/13_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_33.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_58.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/261_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/192_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/75_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/71_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/203_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/177_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/148_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/147_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/95_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/164_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_40.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/156_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_63.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/121_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/18_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/136_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_32.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_82.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/60_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/43_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/109_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/223_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/168_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/283_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/197_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/261_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/206_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/122_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_109.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/135_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/135_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/29_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/180_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/338_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_31.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_31.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/281_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/147_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/210_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/51_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/78_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/188_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/204_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/196_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/135_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/286_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/169_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/178_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/133_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/107_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_121.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_65.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_37.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/148_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/156_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/273_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/107_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/12_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/330_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/269_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/130_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/281_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/114_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/25_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/71_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/279_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/315_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/88_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/262_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/58_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/168_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/73_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/228_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/120_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/336_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/60_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/7_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_40.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/71_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/188_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/197_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/121_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/291_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/168_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/146_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/148_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/148_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/134_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/73_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/10_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/221_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/10_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/344_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/191_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/329_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/147_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/269_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/204_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/88_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/295_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/217_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/136_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/203_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/278_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_32.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/9_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/291_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_33.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/66_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/214_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_41.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_52.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/244_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/336_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/344_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_67.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/280_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_51.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/91_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/137_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_41.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/72_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/286_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_35.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/13_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/9_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/68_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_34.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_49.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/13_30.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_52.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/315_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_99.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/216_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/8_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_61.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/60_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_30.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_32.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_112.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/262_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/148_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/121_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/57_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_31.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_102.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/191_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/168_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/71_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/92_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/345_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_55.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/80_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_35.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_39.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/89_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/51_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/315_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/169_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/220_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/74_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/223_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_41.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/262_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/8_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/91_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/84_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/167_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/168_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/13_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_31.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_126.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_42.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/57_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/319_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/296_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/220_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/116_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/2_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/330_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_33.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/196_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/290_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/106_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/295_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_41.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/210_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/258_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/71_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/160_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_33.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/62_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/271_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/295_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/256_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/240_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/13_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/66_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/78_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/258_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/270_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_65.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_47.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/281_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/13_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_96.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/166_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/280_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_39.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/188_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_31.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/71_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/241_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/245_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_61.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/109_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/286_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/203_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_57.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/34_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/191_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_45.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/293_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/338_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/167_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/82_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/204_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/322_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/93_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/71_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/192_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_61.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_45.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/72_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_47.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/286_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/13_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/34_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_37.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/52_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_31.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/198_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/120_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/109_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/22_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/35_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/279_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/167_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/71_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/197_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/156_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/256_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_31.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/166_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/167_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/134_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/245_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/135_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/203_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/210_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/7_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/9_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_63.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_32.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/75_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/95_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/84_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/92_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/74_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_125.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/319_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/66_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_37.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/330_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/8_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_33.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/196_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/206_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/94_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/9_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_128.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_52.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/285_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_40.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/60_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/71_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/8_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_32.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/112_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/286_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_37.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_49.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/112_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_47.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/34_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/283_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/57_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/8_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/196_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/84_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/108_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/271_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_32.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/326_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/140_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_38.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/66_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/9_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/43_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/114_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_129.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_56.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/296_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/22_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_88.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/296_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/112_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/276_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/109_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_62.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/89_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/95_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/322_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/8_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_32.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/205_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/279_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/60_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/204_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/82_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/281_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_31.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/214_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/188_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/279_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/12_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/57_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/20_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/291_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/18_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/166_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_55.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/169_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/295_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/121_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/267_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_44.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_41.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/285_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/135_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/280_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/160_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/295_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/315_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/82_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/290_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/72_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/295_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/230_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_57.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/285_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_52.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/137_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/109_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/108_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/286_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_30.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/137_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/68_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/60_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/198_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/92_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/276_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_41.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/329_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_47.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/20_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/326_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/74_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/188_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/280_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_33.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/273_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_42.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/197_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_35.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/206_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/8_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/108_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_32.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_31.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/12_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_32.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/149_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_54.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/17_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/120_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/51_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/265_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/84_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/344_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/108_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/78_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_31.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/197_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_33.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_37.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_46.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/134_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/148_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/43_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/244_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/168_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/177_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/121_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/317_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/52_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/217_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/276_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/12_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/74_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/136_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_30.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/112_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/89_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/230_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_36.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_40.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/225_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/72_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_39.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/146_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/263_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/16_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/93_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/271_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/7_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/112_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/89_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_45.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/90_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_42.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/290_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/160_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_67.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/74_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/29_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_72.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_36.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/75_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_32.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_53.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_50.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/245_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/319_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/18_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/147_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/71_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_34.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/319_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/319_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/94_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/109_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/281_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/253_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/166_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/307_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/147_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/326_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/336_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/16_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_68.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/317_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/10_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/93_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/216_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/338_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_50.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/133_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_35.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/120_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_70.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_101.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_86.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/273_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/140_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/90_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/13_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_107.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_48.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_30.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/221_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/10_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/91_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/279_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/246_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/146_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/191_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/214_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/25_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/22_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/92_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/136_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/22_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/10_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/13_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/177_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_49.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/220_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/169_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/156_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/135_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/72_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/93_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/241_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/68_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/121_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/135_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/344_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/217_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/188_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/203_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/336_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/191_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/295_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/156_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_31.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/84_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/84_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_39.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_59.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/217_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/169_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/215_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/180_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/203_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/140_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/8_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/197_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/245_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/93_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_36.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/147_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/68_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/58_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_43.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/135_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/281_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/166_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/167_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_44.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/279_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/47_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/43_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/263_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/217_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/89_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/22_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/114_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/178_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/94_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/9_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_30.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_42.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/78_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/210_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/273_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/340_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/10_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/223_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/108_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/140_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_55.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/345_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_67.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/322_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/197_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/93_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/234_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_58.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/279_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/66_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/120_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/345_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/336_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/230_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/177_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/74_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/8_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/93_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/160_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/248_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/133_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/203_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/89_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/35_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/169_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/156_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/91_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/278_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/68_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/341_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/322_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/295_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/185_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/68_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/281_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_117.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/147_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/245_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/293_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/167_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/286_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_59.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/149_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/68_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/197_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/12_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/123_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/315_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/112_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_34.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/147_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/43_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/203_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_44.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/273_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/291_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/47_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/120_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/106_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/223_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_35.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/72_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_44.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_44.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_30.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/188_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/166_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/92_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/120_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/52_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_118.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/147_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/168_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/60_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/322_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/319_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/290_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/74_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/137_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/195_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/189_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/260_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_39.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/71_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/75_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/280_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/210_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/295_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_66.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/295_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/78_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/326_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/58_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/75_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/82_6.mp4-openl3.pkl \n", " extracting: 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train-final-audio/audio-pickle/291_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/74_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/57_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_57.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/336_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/161_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/291_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/34_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/315_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/245_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/17_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/82_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/149_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/112_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_43.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/84_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/16_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/336_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/198_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/121_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/160_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/197_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/122_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/47_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/18_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/345_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/135_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/90_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/25_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_30.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_32.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/58_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/285_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_30.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/140_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_26.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/273_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/168_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_34.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_36.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/84_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/71_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/112_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_38.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_38.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/203_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/12_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/16_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/226_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/228_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/279_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/336_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/188_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/336_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/205_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/9_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/18_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/177_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/121_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/34_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/188_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/121_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/267_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_55.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/291_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/72_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/296_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_119.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_53.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/273_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/72_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/78_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_39.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/166_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/108_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/90_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/285_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/137_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/225_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/95_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_36.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_79.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/245_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_90.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/280_23.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/180_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/201_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/330_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/12_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/78_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_34.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/92_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_43.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/139_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/139_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/68_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/68_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_43.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/137_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/106_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_54.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/18_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/29_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/191_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_36.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/216_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/43_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/8_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/260_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/285_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/286_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/29_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/69_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/16_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/214_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/330_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/140_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/336_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/112_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_114.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/234_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/215_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/68_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/149_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/200_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/74_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/317_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/216_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/188_27.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/276_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/178_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/3_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_78.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_94.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/158_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/82_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_52.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/66_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/34_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/120_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/281_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/217_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/146_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/329_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/84_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/196_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/286_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/317_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/57_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_74.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/196_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/285_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/285_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/60_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_32.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/25_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_33.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/178_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_41.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/195_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/71_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/188_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/93_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/210_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/160_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/206_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/33_34.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/90_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/149_16.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_54.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_28.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_75.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/169_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/71_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/47_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/235_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/36_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_17.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/41_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/74_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_32.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/203_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_48.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/74_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_39.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_48.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_120.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/101_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/180_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/197_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/97_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_35.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_18.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_31.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/135_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/136_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/120_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/330_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/84_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/92_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_40.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/155_29.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_31.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/273_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/316_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/34_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/20_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/4_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/64_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/34_11.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_34.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/276_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/38_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/214_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/60_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/282_21.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/140_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/37_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/257_2.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/206_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_24.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_33.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/334_19.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/130_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/244_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/300_56.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/169_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_25.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/129_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_38.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/169_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/43_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_83.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/175_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/39_52.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/303_31.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/228_7.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/223_12.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/317_6.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/68_1.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_34.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_103.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/34_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/119_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/321_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/205_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/221_9.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/277_51.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/169_14.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/317_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/328_37.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/302_20.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/61_4.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_22.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/216_10.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/10_5.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/17_8.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/246_13.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/170_40.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/12_15.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/102_3.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/324_123.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/6_45.mp4-openl3.pkl \n", " extracting: train-final-audio/audio-pickle/246_7.mp4-openl3.pkl \n", " inflating: train-final-audio/audio-pickle-all-X-openl3.pkl \n", " inflating: train-final-audio/audio-pickle-all-Y-openl3.pkl \n", "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", " 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", " extracting: val-final-audio/audio-pickle/207_3.mp4-openl3.pkl \n", " extracting: val-final-audio/audio-pickle/294_26.mp4-openl3.pkl \n", " extracting: val-final-audio/audio-pickle/104_2.mp4-openl3.pkl \n", " extracting: val-final-audio/audio-pickle/44_20.mp4-openl3.pkl \n", " extracting: val-final-audio/audio-pickle/70_25.mp4-openl3.pkl \n", " extracting: val-final-audio/audio-pickle/44_11.mp4-openl3.pkl \n", " extracting: val-final-audio/audio-pickle/298_7.mp4-openl3.pkl \n", " extracting: val-final-audio/audio-pickle/268_6.mp4-openl3.pkl \n", " extracting: val-final-audio/audio-pickle/27_19.mp4-openl3.pkl \n", " extracting: val-final-audio/audio-pickle/81_17.mp4-openl3.pkl \n", " extracting: val-final-audio/audio-pickle/306_3.mp4-openl3.pkl \n", " extracting: val-final-audio/audio-pickle/325_31.mp4-openl3.pkl \n", " extracting: val-final-audio/audio-pickle/45_2.mp4-openl3.pkl \n", " extracting: val-final-audio/audio-pickle/115_5.mp4-openl3.pkl \n", " extracting: val-final-audio/audio-pickle/157_16.mp4-openl3.pkl \n", " extracting: val-final-audio/audio-pickle/254_1.mp4-openl3.pkl \n", " extracting: val-final-audio/audio-pickle/254_6.mp4-openl3.pkl \n", " extracting: 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"base_uri": "https://localhost:8080/", "height": 35 }, "outputId": "ccba73b5-31ca-4f35-b973-ca0871736943" }, "source": [ "!ls val-final-audio" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "audio-pickle audio-pickle-all-X-openl3.pkl audio-pickle-all-Y-openl3.pkl\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "0jEaDQAsS8XQ", "colab_type": "text" }, "source": [ "### Run Classifiers\n", "\n", "**IMPORTANT**: You must restart the runtime at this point to use TF 2.x" ] }, { "cell_type": "code", "metadata": { "id": "w0_gfpBjXP6S", "colab_type": "code", "colab": {} }, "source": [ "%tensorflow_version 2.x" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "dPXBx950Xd8z", "colab_type": "code", "colab": { "base_uri": "https://localhost:8080/", "height": 35 }, "outputId": "d3ddd93c-b9b7-466a-9a31-789e43441e37" }, "source": [ "import tensorflow\n", "print(tensorflow.__version__)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "2.2.0\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "QuMdFr8GT8uW", "colab_type": "code", "colab": { "base_uri": "https://localhost:8080/", "height": 236 }, "outputId": "b3a45431-d486-40f4-ec05-7934379720d9" }, "source": [ "!pwd\n", "import os\n", "os.chdir('cs231n-emotiw')\n", "!pwd\n" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "/content/cs231n-emotiw\n" ], "name": "stdout" }, { "output_type": "error", "ename": "FileNotFoundError", "evalue": "ignored", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mget_ipython\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msystem\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'pwd'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mos\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mos\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mchdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'cs231n-emotiw'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 4\u001b[0m \u001b[0mget_ipython\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msystem\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'pwd'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'cs231n-emotiw'" ] } ] }, { "cell_type": "code", "metadata": { "id": "338bzmlETsvo", "colab_type": "code", "colab": {} }, "source": [ "!git pull" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "EB0Lyj4bDtuz", "colab_type": "code", "colab": {} }, "source": [ "img = ImageCaptioningClassifier()" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "vOIbnIoH_AHV", "colab_type": "code", "colab": { "base_uri": "https://localhost:8080/", "height": 327, "referenced_widgets": [ "91481ad310124bf78722ada67fd2a735", "55b42734e85245b1b0e76ce224c8201d", "219be00e81cb403c993a626db05f566d", "c6d5bd53b109400ba3d7148274cf304c", "2cf4d000c80b4e1c8136af390f4c6351", "00acfc0a50b84109ad1b1fb685754f0d", "c4d8d92654da48b996397f92a3c0f810", "d743c01b93c747f9921567ace6a3f5aa", "8877d49c3405430b814d3991aa51dfbf", "926d21b2e57e42f0894cbafd877f7262", "e002d35ecbfc466c9603090228fa1634", "502de285dcef4679ae6ed3964e6a35cf", "a873089284614225baae7ee46ffbda34", "4dcb55e88a4a44409b82c1ffff0bc822", "2dec2c63ca694a8d918efb4a6c19b36f", "8b5f8358a66d47daa2b553d6fd3efcf5" ] }, "outputId": "36b6aee3-4815-426c-8f64-4c0c48f17b06" }, "source": [ "from src.classifiers.audio_classifier import AudioClassifier\n", "from src.classifiers.frames_classifier import FramesClassifier\n", "from src.classifiers.pose_classifier import PoseClassifier\n", "from src.classifiers.face_classifier import FaceClassifier\n", "from src.classifiers.image_captioning_classifier import ImageCaptioningClassifier, FineTuningConfig\n", "from src.classifiers.utils import get_num_samples\n", "import numpy as np\n", "\n", "audio_classifier = AudioClassifier('train-final-audio.zip', model_location='https://storage.googleapis.com/cs231n-emotiw/models/openl3-cnn-lstm-tuned-lr.h5', is_test=False)\n", "frames_classifier = FramesClassifier('train-final-frames.zip', model_location='https://storage.googleapis.com/cs231n-emotiw/models/scene-classifier-resnet-lstm-x3.h5', is_test=False)\n", "pose_classifier = PoseClassifier('train-final-pose.zip', model_location='https://storage.googleapis.com/cs231n-emotiw/models/pose-classifier-64lstm-0.01reg.h5', is_test=False)\n", "face_classifier = FaceClassifier(\"train-final-fer\", model_location=\"/content/drive/My Drive/Machine-Learning-Projects/cs231n-project/models/face-classifier-playground/cp-0001.h5\", is_test=False)\n", "image_captioning_classifier = ImageCaptioningClassifier(caption_pkl='val-final-captions.pkl', caption_pkl_key_prefix='val_', model_metadata_location=\"https://storage.googleapis.com/cs231n-emotiw/models/sentiment-transformer-16.metadata.bin\", model_location='https://storage.googleapis.com/cs231n-emotiw/models/sentiment-transformer_sentiment-transformer_756.pth', is_test=False)\n", "classifiers = [audio_classifier, frames_classifier, pose_classifier , face_classifier , image_captioning_classifier]\n", "\n", "sample_to_true_label = {}\n", "with open(\"Train_labels.txt\") as f:\n", " l = 0\n", " for line in f:\n", " if l == 0:\n", " # Skip headers\n", " l += 1\n", " continue\n", " line_arr = line.split(\" \")\n", " sample_to_true_label[line_arr[0].strip()] = int(line_arr[1].strip())\n", " l += 1\n", "\n" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "AudioClassifier created with audio_folder = train-final-audio.zip , is_test = False , model_location = https://storage.googleapis.com/cs231n-emotiw/models/openl3-cnn-lstm-tuned-lr.h5\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", "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", "FramesClassifier created with frames_folder = train-final-frames.zip , is_test = False , model_location = https://storage.googleapis.com/cs231n-emotiw/models/scene-classifier-resnet-lstm-x3.h5\n", "PoseClassifier created with pose_folder = train-final-pose.zip , is_test = False , model_location = https://storage.googleapis.com/cs231n-emotiw/models/pose-classifier-64lstm-0.01reg.h5\n", "load data\n", "FacesClassifier created with face_folder = train-final-fer , is_test = False , model_location = /content/drive/My Drive/Machine-Learning-Projects/cs231n-project/models/face-classifier-playground/cp-0001.h5\n", "ImageCaptioningClassifier created with caption_pkl = val-final-captions.pkl , is_test = False , model_location = https://storage.googleapis.com/cs231n-emotiw/models/sentiment-transformer_sentiment-transformer_756.pth\n" ], "name": "stdout" }, { "output_type": "stream", "text": [ "Downloading: \"https://storage.googleapis.com/cs231n-emotiw/models/sentiment-transformer-16.metadata.bin\" to /root/.cache/torch/checkpoints/sentiment-transformer-16.metadata.bin\n" ], "name": "stderr" }, { "output_type": "display_data", "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "91481ad310124bf78722ada67fd2a735", "version_minor": 0, "version_major": 2 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, max=1046.0), HTML(value='')))" ] }, "metadata": { "tags": [] } }, { "output_type": "stream", "text": [ "\n" ], "name": "stdout" }, { "output_type": "stream", "text": [ "Downloading: \"https://storage.googleapis.com/cs231n-emotiw/models/sentiment-transformer_sentiment-transformer_756.pth\" to /root/.cache/torch/checkpoints/sentiment-transformer_sentiment-transformer_756.pth\n" ], "name": "stderr" }, { "output_type": "display_data", "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "8877d49c3405430b814d3991aa51dfbf", "version_minor": 0, "version_major": 2 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, max=201651451.0), HTML(value='')))" ] }, "metadata": { "tags": [] } }, { "output_type": "stream", "text": [ "\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "lkWkBoCgaNWB", "colab_type": "code", "colab": { "base_uri": "https://localhost:8080/", "height": 780 }, "outputId": "22ad037b-6d4b-493f-bd0d-bd80b41d480b" }, "source": [ "audio_classifier.summary()" ], "execution_count": null, "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": "KWrHkaGyb3w_", "colab_type": "code", "colab": { "base_uri": "https://localhost:8080/", "height": 537 }, "outputId": "016521e1-d336-4c53-b40e-df65b19e0c33" }, "source": [ "frames_classifier.summary()" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "Model: \"model_7\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_15 (InputLayer) [(None, 12, 320, 480 0 \n", "__________________________________________________________________________________________________\n", "time_distributed_7 (TimeDistrib (None, 12, 10, 15, 2 23587712 input_15[0][0] \n", "__________________________________________________________________________________________________\n", "conv_lst_m2d_18 (ConvLSTM2D) (None, 12, 10, 15, 1 740920 time_distributed_7[0][0] \n", "__________________________________________________________________________________________________\n", "conv_lst_m2d_19 (ConvLSTM2D) (None, 12, 10, 15, 1 740920 time_distributed_7[0][0] \n", "__________________________________________________________________________________________________\n", "conv_lst_m2d_20 (ConvLSTM2D) (None, 12, 10, 15, 1 740920 time_distributed_7[0][0] \n", "__________________________________________________________________________________________________\n", "global_average_pooling3d_18 (Gl (None, 10) 0 conv_lst_m2d_18[0][0] \n", "__________________________________________________________________________________________________\n", "global_average_pooling3d_19 (Gl (None, 10) 0 conv_lst_m2d_19[0][0] \n", "__________________________________________________________________________________________________\n", "global_average_pooling3d_20 (Gl (None, 10) 0 conv_lst_m2d_20[0][0] \n", "__________________________________________________________________________________________________\n", "concatenate_5 (Concatenate) (None, 30) 0 global_average_pooling3d_18[0][0]\n", " global_average_pooling3d_19[0][0]\n", " global_average_pooling3d_20[0][0]\n", "__________________________________________________________________________________________________\n", "dense_7 (Dense) (None, 3) 93 concatenate_5[0][0] \n", "==================================================================================================\n", "Total params: 25,810,565\n", "Trainable params: 2,222,853\n", "Non-trainable params: 23,587,712\n", "__________________________________________________________________________________________________\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "yiN69LZob9G0", "colab_type": "code", "colab": {} }, "source": [ "pose_classifier.summary()" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "cCMpUwMbdrIc", "colab_type": "code", "colab": {} }, "source": [ "face_classifier.summary()" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "9xwIeRF_x40m", "colab_type": "code", "colab": {} }, "source": [ "def predict(classifiers, sample_to_true_label=None, mode=\"soft\", complex_fusion=False, weights=[]):\n", " assert mode in [\"soft\" , \"hard\", \"weighted\"]\n", " from collections import Counter\n", "\n", " classifier_outputs = []\n", " classifier_samples = []\n", " sample_to_row = {}\n", " num_samples = 0\n", " y_true = []\n", "\n", " for c, classifier in enumerate(classifiers):\n", " results, samples = classifier.predict()\n", " classifier_outputs.append(results.tolist())\n", " classifier_samples.append(list(samples))\n", " num_samples = len(list(samples))\n", "\n", " print(f\"Number of samples: {num_samples}\")\n", "\n", " for i, sample in enumerate(classifier_samples[0]):\n", " sample_to_row[sample] = i\n", " if sample_to_true_label is not None:\n", " y_true.append(sample_to_true_label[sample])\n", "\n", " X = np.zeros(shape=(len(classifiers), num_samples, 3))\n", " for c, output in enumerate(classifier_outputs):\n", " samples = classifier_samples[c]\n", " for i, row in enumerate(output):\n", " sample = samples[i]\n", " X[c, sample_to_row[sample], :] += row\n", "\n", " print(X[:, 10, :])\n", "\n", " if mode == \"weighted\":\n", " for c in range(X.shape[0]):\n", " X[c, :, :] = weights[c] * X[c, :, :]\n", "\n", " y_pred = np.sum(X, axis=0)\n", " y_pred = np.argmax(y_pred, axis=1) + 1 # Add 1 because true labels range from 1 to 3\n", " if sample_to_true_label is not None:\n", " y_true = np.array(y_true)\n", "\n", " print(\"Predicted y-labels:\")\n", " print(y_pred)\n", "\n", " if sample_to_true_label is not None:\n", " print(\"True y-labels:\")\n", " print(y_true)\n", "\n", " accuracy = (y_pred == y_true).mean()\n", " print(f\"Accuracy: {accuracy}\")\n", " return y_pred , y_true\n", "\n", " if mode == \"soft\":\n", " # Take the average of each \n", " y_pred = np.mean(X, axis=0)\n", " y_pred = np.argmax(y_pred, axis=1) + 1 # Add 1 because true labels range from 1 to 3\n", " if sample_to_true_label is not None:\n", " y_true = np.array(y_true)\n", "\n", " print(\"Predicted y-labels:\")\n", " print(y_pred)\n", "\n", " if sample_to_true_label is not None:\n", " print(\"True y-labels:\")\n", " print(y_true)\n", "\n", " accuracy = (y_pred == y_true).mean()\n", " print(f\"Accuracy: {accuracy}\")\n", " return y_pred , y_true\n", "\n", " if mode == \"hard\":\n", " # Take the majority vote of each\n", "\n", " y_pred_tmp = np.zeros((len(classifier_outputs) , len(classifier_outputs[0])))\n", "\n", " \n", " for i in range(0 , X.shape[0]):\n", " for j in range(0 , X.shape[1]):\n", " y_pred_tmp[i][j] = np.argmax(X[i][j], axis=0) + 1.0\n", " \n", " \n", " y_pred_tmp = y_pred_tmp.T\n", " y_pred_tmp = np.asarray(y_pred_tmp , dtype='int64')\n", " \n", " y_pred = np.zeros((X.shape[1]))\n", "\n", " for i in range(0 , len(y_pred_tmp)):\n", " y_pred_tmp[i] = np.asarray(y_pred_tmp[i] , dtype='int64')\n", " counts = np.bincount(y_pred_tmp[i])\n", " y_pred[i] = np.argmax(counts)\n", "\n", " \n", " \n", " # Add 1 because true labels range from 1 to 3\n", " if sample_to_true_label is not None:\n", " y_true = np.array(y_true)\n", "\n", " print(\"Predicted y-labels:\")\n", " print(y_pred)\n", "\n", " if sample_to_true_label is not None:\n", " print(\"True y-labels:\")\n", " print(y_true)\n", "\n", " accuracy = (y_pred == y_true).mean()\n", " print(f\"Accuracy: {accuracy}\")\n", " return y_pred , y_true\n", " else:\n", " print(\"Not implemented yet\")\n", "\n", " \n" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "iT05BCnKiPFU", "colab_type": "code", "colab": {} }, "source": [ "face_classifier = FaceClassifier(\"val-final-fer\", model_location=\"/content/drive/My Drive/Machine-Learning-Projects/cs231n-project/models/face-classifier-final-v1/cp-0383.h5\", is_test=False)" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "1VGA1fl2pNvE", "colab_type": "code", "colab": { "base_uri": "https://localhost:8080/", "height": 193 }, "outputId": "d3d407cb-0c24-4ef8-a304-029dbdcc5e3f" }, "source": [ "from src.classifiers.audio_classifier import AudioClassifier\n", "from src.classifiers.frames_classifier import FramesClassifier\n", "from src.classifiers.pose_classifier import PoseClassifier\n", "from src.classifiers.utils import get_num_samples\n", "import numpy as np\n", "\n", "audio_classifier = AudioClassifier('val-final-audio', model_location='https://storage.googleapis.com/cs231n-emotiw/models/openl3-cnn-lstm-tuned-lr.h5', is_test=False)\n", "frames_classifier = FramesClassifier('val-final-frames', model_location='https://storage.googleapis.com/cs231n-emotiw/models/scene-classifier-resnet-lstm-x3.h5', is_test=False)\n", "pose_classifier = PoseClassifier('val-final-pose', model_location='https://storage.googleapis.com/cs231n-emotiw/models/pose-classifier-64lstm-0.01reg.h5', is_test=False)\n", "face_classifier = FaceClassifier(\"val-final-fer\", model_location=\"/content/drive/My Drive/Machine-Learning-Projects/cs231n-project/models/face-classifier-playground/cp-0001.h5\", is_test=False)\n", "\n", "classifiers = [audio_classifier, frames_classifier, pose_classifier, face_classifier , image_captioning_classifier] \n", "#classifiers = [face_classifier] \n", "#classifiers = [audio_classifier, frames_classifier, pose_classifier] \n", "# Audio Classifier = 0.57\n", "# Frames classifier = 0.56\n", "# Pose classifier = 0.48\n", "\n", "sample_to_true_label = {}\n", "with open(\"Val_labels.txt\") as f:\n", " l = 0\n", " for line in f:\n", " if l == 0:\n", " # Skip headers\n", " l += 1\n", " continue\n", " line_arr = line.split(\" \")\n", " sample_to_true_label[line_arr[0].strip()] = int(line_arr[1].strip())\n", " l += 1\n", "print(sample_to_true_label)\n" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "AudioClassifier created with audio_folder = val-final-audio , is_test = False , model_location = https://storage.googleapis.com/cs231n-emotiw/models/openl3-cnn-lstm-tuned-lr.h5\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", "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", "FramesClassifier created with frames_folder = val-final-frames , is_test = False , model_location = https://storage.googleapis.com/cs231n-emotiw/models/scene-classifier-resnet-lstm-x3.h5\n", "PoseClassifier created with pose_folder = val-final-pose , is_test = False , model_location = https://storage.googleapis.com/cs231n-emotiw/models/pose-classifier-64lstm-0.01reg.h5\n", "load data\n", "FacesClassifier created with face_folder = val-final-fer , is_test = False , model_location = /content/drive/My Drive/Machine-Learning-Projects/cs231n-project/models/face-classifier-playground/cp-0001.h5\n", "{'1_1': 3, '1_2': 3, '5_1': 1, '5_2': 1, '5_3': 1, '5_4': 1, '5_5': 1, '5_6': 1, '5_7': 1, '5_8': 1, '5_9': 1, '5_10': 1, '5_11': 1, '5_12': 1, '5_13': 1, '5_14': 1, '5_15': 1, '5_16': 1, '5_17': 1, '5_18': 1, '5_19': 1, '11_1': 2, '11_2': 1, '11_3': 1, '11_4': 1, '11_5': 1, '11_6': 1, '11_7': 1, '11_8': 1, '11_9': 1, '11_10': 1, '11_11': 1, '11_12': 1, '11_13': 2, '11_14': 1, '11_15': 1, '11_16': 1, '11_17': 1, '15_2': 2, '15_3': 2, '15_4': 2, '15_5': 1, '15_6': 2, '21_1': 2, '27_2': 1, '27_3': 1, '27_4': 1, '27_5': 2, '27_6': 1, '27_8': 2, '27_9': 2, '27_11': 1, '27_13': 2, '27_14': 2, '27_16': 2, '27_17': 2, '27_18': 1, '27_19': 1, '27_20': 2, '27_21': 2, '31_2': 1, '31_3': 1, '31_4': 1, '31_5': 1, '31_6': 1, '31_7': 1, '31_8': 1, '31_9': 2, '44_1': 1, '44_2': 1, '44_4': 1, '44_6': 1, '44_9': 1, '44_11': 2, '44_12': 1, '44_13': 1, '44_14': 1, '44_15': 2, '44_16': 1, '44_17': 1, '44_18': 1, '44_20': 1, '44_22': 1, '44_23': 1, '44_25': 1, '44_26': 1, '44_28': 1, '44_29': 1, '45_1': 1, '45_2': 1, '45_4': 1, '45_5': 1, '45_6': 1, '45_8': 1, '45_9': 1, '45_10': 1, '53_1': 1, '53_2': 1, '53_3': 1, '53_4': 1, '53_5': 2, '53_6': 1, '53_7': 1, '53_8': 1, '53_9': 1, '53_10': 1, '53_11': 1, '53_12': 1, '53_13': 1, '53_14': 2, '53_15': 3, '53_16': 1, '53_17': 1, '53_18': 1, '53_19': 2, '53_20': 2, '53_21': 1, '53_22': 1, '53_23': 1, '53_24': 1, '53_25': 1, '53_26': 1, '53_27': 1, '53_28': 1, '53_29': 1, '53_30': 2, '53_31': 2, '53_32': 1, '53_33': 2, '53_34': 2, '53_35': 2, '53_36': 2, '53_37': 2, '53_38': 2, '53_39': 2, '53_40': 2, '53_41': 1, '53_42': 1, '53_43': 2, '53_44': 2, '53_45': 1, '53_46': 1, '53_47': 1, '53_48': 1, '53_49': 1, '53_50': 1, '54_1': 2, '54_3': 1, '54_4': 2, '54_5': 2, '54_7': 1, '54_8': 1, '54_9': 1, '54_10': 2, '54_11': 1, '54_12': 1, '54_13': 2, '54_14': 2, '54_15': 2, '54_16': 1, '54_17': 2, '54_18': 1, '54_19': 2, '55_2': 2, '55_3': 2, '55_4': 2, '55_5': 2, '55_7': 2, '55_8': 2, '55_9': 2, '55_10': 2, '55_11': 2, '55_13': 2, '55_14': 2, '55_15': 2, '55_16': 2, '55_17': 2, '55_18': 1, '55_19': 2, '55_20': 2, '55_21': 2, '55_22': 2, '55_23': 2, '55_25': 2, '70_3': 1, '70_4': 1, '70_6': 1, '70_7': 1, '70_8': 1, '70_9': 1, '70_10': 2, '70_11': 1, '70_12': 1, '70_14': 1, '70_15': 2, '70_17': 1, '70_19': 2, '70_20': 2, '70_21': 2, '70_22': 2, '70_23': 2, '70_24': 2, '70_25': 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"name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "xGS2rrUIZ_YX", "colab_type": "text" }, "source": [ "## Weighted Voting Results" ] }, { "cell_type": "code", "metadata": { "id": "eZONQbr_aBpo", "colab_type": "code", "colab": { "base_uri": "https://localhost:8080/", "height": 1000, "referenced_widgets": [ "609d81d0b6a243a9829bbe7eda97edda", "7bb8fb2d03b64989bb78ef6e20b61ec9", "b2ba72c9c4834121942efaa4583ae559", "a9b37a818718479eb44be15e0648d629", "cb6baa7edc2d4280af5806c024886464", "d1836bf0b3ff4a78915e10065c3c9e16", "6676391e953a4eaf9e7538820941388c", "a845601aa07447f3997d15dfec8d46ab" ] }, "outputId": "a982fd9f-b6b6-42c8-fc60-4fd224c4600d" }, "source": [ "y_pred_weighted , y_true = predict(classifiers, sample_to_true_label, mode=\"weighted\", weights=[0.4 , 0.4 , 0.1 , 0.05 , 0.05 ]) #0.4, 0.5, 0.07 , 0.03\n" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "Skipping unzipping files as input is a folder\n", "Skipping unzipping files as input is a folder\n", "Found 766 frames belonging to 766 videos belonging to 3 classes.\n", "Min frames determined to be 7\n", "Skipping unzipping files as input is a folder\n", "['1', '2', '3']\n", "Found 766 frames belonging to 766 videos belonging to 3 classes.\n", "Min frames determined to be 7\n" ], "name": "stdout" }, { "output_type": "stream", "text": [ "/content/cs231n-emotiw/src/generators/pose_generator.py:135: RuntimeWarning: invalid value encountered in double_scalars\n", " x_new.append((lx[i] - origin_x) / len_x)\n", "/content/cs231n-emotiw/src/generators/pose_generator.py:136: RuntimeWarning: invalid value encountered in double_scalars\n", " x_new.append((ly[i] - origin_y) / len_y)\n" ], "name": "stderr" }, { "output_type": "display_data", "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "609d81d0b6a243a9829bbe7eda97edda", "version_minor": 0, "version_major": 2 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='Processing 766 examples on 2 cores', max=766.0, style=Pro…" ] }, "metadata": { "tags": [] } }, { "output_type": "stream", "text": [ "\n", "Number of samples: 766\n", "[[ 0.08749054 0.20644617 0.70606327]\n", " [ 0.04470335 0.03653668 0.91875994]\n", " [ 0.17676936 0.17970438 0.64352626]\n", " [ 0.25732085 0.34432521 0.3983539 ]\n", " [-0.95814401 0.16414347 0.28632927]]\n", "Predicted y-labels:\n", "[2 2 2 3 3 3 3 3 3 3 3 3 3 3 3 3 2 2 2 2 2 2 3 2 2 2 2 2 3 2 2 2 3 2 1 2 2\n", " 2 3 1 2 1 1 1 2 1 1 1 1 1 1 1 2 1 3 3 2 3 3 3 3 3 3 3 3 3 3 3 2 2 2 2 3 2\n", " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 1 1 1 1 1 3 1 1 1 3 3 1 1 3 3 2 2 2 2\n", " 3 2 2 2 2 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", " 1 1 1 3 2 1 3 1 2 1 1 1 2 1 1 1 1 1 1 1 3 1 1 2 3 3 3 3 2 2 2 2 3 3 2 3 1\n", " 2 3 2 3 1 3 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 3 2 3 2 2 2 2 2 2 3 2\n", " 2 2 2 3 3 3 3 3 2 3 3 2 2 3 3 3 3 3 2 2 2 2 2 2 3 2 3 3 3 3 2 3 3 2 2 2 2\n", " 2 1 2 2 3 1 2 3 2 2 2 3 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2\n", " 3 2 1 1 3 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2\n", " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n", " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 1 3 3 3 3 3 3 3 3 3 3 3\n", " 3 3 3 3 3 3 3 3 3 3 2 2 2 2 2 2 2 2 2 2 3 3 2 2 3 1 1 1 1 1 1 1 2 2 2 2 3\n", " 2 3 3 2 2 3 2 3 2 2 2 3 1 3 3 2 2 3 3 3 2 3 3 3 3 2 2 3 3 3 3 3 3 3 2 2 2\n", " 2 3 2 2 2 2 2 3 3 2 2 3 3 2 2 2 2 2 2 3 3 3 2 3 2 2 2 2 2 2 2 2 3 3 3 3 3\n", " 3 3 3 3 3 3 1 3 2 2 2 2 2 1 1 1 3 3 1 1 1 1 3 1 1 1 1 1 1 1 1 1 1 3 1 1 1\n", " 1 1 1 1 1 1 1 1 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n", " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2\n", " 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 1 1 1 1 2 1 2 1 1 1 1 1\n", " 1 1 1 1 1 2 2 3 2 2 2 2 2 2 2 2 2 2 2 3 2 2 2 3 2 3 2 2 2 2 2 3 3 1 3 3 3\n", " 2 1 3 3 2 1 1 2 3 1 1 1 3 1 3 3 3 3 1 3 2 3 3 1 1 3 3 1 1 1 3 1 3 1 3 3 3\n", " 3 1 3 3 1 1 1 1 3 1 1 1 1 1 3 3 1 1 3 3 3 2 2 2 1 1]\n", "True y-labels:\n", "[3 3 3 2 2 3 3 3 3 3 3 3 3 3 3 3 2 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1\n", " 2 3 3 1 1 2 1 2 1 2 1 1 1 1 1 3 3 3 3 3 2 3 3 2 2 3 3 3 3 3 3 3 2 2 2 3 2\n", " 2 2 2 2 2 2 2 2 2 2 1 2 3 3 3 3 1 1 1 1 1 1 1 1 2 2 3 2 1 3 3 2 3 3 3 3 2\n", " 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 1 1 1 1 1 1 1 1 1 1 1 1 2 2 1 1\n", " 1 1 1 1 2 1 1 1 2 2 2 2 2 1 1 2 1 1 1 1 2 2 2 2 1 1 3 1 2 2 2 2 2 2 2 2 2\n", " 2 2 2 2 2 2 1 2 2 2 2 1 1 1 2 2 1 1 2 1 2 2 2 2 2 2 1 2 1 1 1 1 2 1 2 1 1\n", " 3 1 2 1 1 1 1 1 1 1 2 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", " 1 1 2 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 2 1 2 2 2 1 1 1 1 2 2 2 2 2 2 2 2\n", " 2 1 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 1 2 2 2 2 1 2 2 1 1 1 1 1 2 1 2 2 2\n", " 2 1 1 1 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n", " 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 1 3 3 3 3 3 3 3 3 3 3 3\n", " 3 3 3 3 3 3 3 3 3 3 2 1 2 2 2 1 2 2 2 1 2 2 2 2 1 1 1 1 1 1 1 2 3 3 2 3 2\n", " 3 3 3 3 3 2 3 3 3 3 1 1 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 2 3\n", " 3 2 3 2 2 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 2 2 3 3 3 3 3 2 3 3 2 3 3 3 3 3\n", " 3 1 3 2 3 3 2 2 2 2 2 1 2 1 2 1 3 3 1 2 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1\n", " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 3 1 1 1 2 1 2 1 1 1 1 1 1 1 1 1 1 2 2 1 2 2\n", " 2 2 2 2 2 1 2 1 1 2 2 1 1 1 1 1 2 1 1 1 1 1 2 2 1 1 2 2 2 1 2 1 2 1 2 2 1\n", " 1 1 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", " 1 1 1 1 1 2 1 1 1 2 1 2 2 2 2 2 2 2 1 1 1 1 2 1 1 1 1 1 1 2 2 2 2 2 2 2 2\n", " 2 2 2 2 1 2 2 2 2 1 1 1 1 1 1 3 3 3 1 3 3 3 3 1 3 3 3 1 3 1 3 2 3 1 3 3 3\n", " 3 1 1 1 1 1 1 1 3 3 1 1 1 1 1 1 1 1 1 3 3 3 3 2 3 3]\n", "Accuracy: 0.5900783289817232\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "f0l1U3y5psEq", "colab_type": "code", "colab": {} }, "source": [ "from sklearn.metrics import classification_report\n", "target_names = [\"Positive\" , \"Neutral\" , \"Negative\"]" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "1lvR693fqzk3", "colab_type": "text" }, "source": [ "## Classification Report -- Weighted Voting" ] }, { "cell_type": "code", "metadata": { "id": "kGf8Un1epxFC", "colab_type": "code", "colab": { "base_uri": "https://localhost:8080/", "height": 191 }, "outputId": "a195a119-547e-4181-c598-5ae6a11352a1" }, "source": [ "print(classification_report(y_true, y_pred_weighted, target_names=target_names , digits=3))" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", " Positive 0.745 0.387 0.510 302\n", " Neutral 0.533 0.779 0.633 280\n", " Negative 0.585 0.636 0.609 184\n", "\n", " accuracy 0.590 766\n", " macro avg 0.621 0.601 0.584 766\n", "weighted avg 0.629 0.590 0.579 766\n", "\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "kA6qg-Q81YuR", "colab_type": "code", "colab": { "base_uri": "https://localhost:8080/", "height": 648 }, "outputId": "5fd204d5-978e-4d05-ab7d-8f201e568153" }, "source": [ "from sklearn import metrics \n", "import pandas as pd\n", "import seaborn as sn\n", "import matplotlib.pyplot as plt\n", "import tensorflow as tf\n", "classes=['Pos' , 'Neu' , 'Neg'] \n", "con_mat = tf.math.confusion_matrix(labels=y_true-1, predictions=y_pred_weighted-1).numpy()\n", "con_mat_norm = np.around(con_mat.astype('float') / con_mat.sum(axis=1)[:, np.newaxis], decimals=2)\n", "con_mat_df = pd.DataFrame(con_mat_norm,\n", " index = classes, \n", " columns = classes)\n", "figure = plt.figure(figsize=(11, 9))\n", "plt.tick_params(labelsize=24)\n", "plt.title(\"Weighted Model Confusion Matrix\", fontsize=24)\n", "sn.set(font_scale=3.0)\n", "sn.heatmap(con_mat_df, annot=True,cmap=plt.cm.Blues , vmin=0 , vmax=0.8)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "/usr/local/lib/python3.6/dist-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n", " import pandas.util.testing as tm\n" ], "name": "stderr" }, { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 26 }, { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "ltPqItAaNNZK", "colab_type": "text" }, "source": [ "## Soft Voting Results" ] }, { "cell_type": "code", "metadata": { "id": "NczcqJnWpbjy", "colab_type": "code", "colab": { "base_uri": "https://localhost:8080/", "height": 1000, "referenced_widgets": [ "cfbff28a828e453d80ce977a870cd39c", "e3fe5fb7619b41ab9fbf5478396e8fd5", "2357ee8e037449a6a236612681c90be8", "6568f373e26548c6930a3fbd51ba2770", "e13f826b002749529e9d8858e637bbb7", "a327d622aaa84d6eae8fc01ab2f38f40", "7da288dee4ff4e4591eed023635a5c81", "e662d799a7164631bb8c0822aa094084" ] }, "outputId": "fbd0d69c-a6bd-4937-fc39-b4d55e1f44a7" }, "source": [ "y_pred_soft , y_true = predict(classifiers, sample_to_true_label)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "Skipping unzipping files as input is a folder\n", "Skipping unzipping files as input is a folder\n", "Found 766 frames belonging to 766 videos belonging to 3 classes.\n", "Min frames determined to be 7\n", "Skipping unzipping files as input is a folder\n", "['1', '2', '3']\n", "Found 766 frames belonging to 766 videos belonging to 3 classes.\n", "Min frames determined to be 7\n" ], "name": "stdout" }, { "output_type": "stream", "text": [ "/content/cs231n-emotiw/src/generators/pose_generator.py:135: RuntimeWarning: invalid value encountered in double_scalars\n", " x_new.append((lx[i] - origin_x) / len_x)\n", "/content/cs231n-emotiw/src/generators/pose_generator.py:136: RuntimeWarning: invalid value encountered in double_scalars\n", " x_new.append((ly[i] - origin_y) / len_y)\n" ], "name": "stderr" }, { "output_type": "display_data", "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "cfbff28a828e453d80ce977a870cd39c", "version_minor": 0, "version_major": 2 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='Processing 766 examples on 2 cores', max=766.0, style=Pro…" ] }, "metadata": { "tags": [] } }, { "output_type": "stream", "text": [ "\n", "Number of samples: 766\n", "[[ 0.08749054 0.20644617 0.70606327]\n", " [ 0.04470335 0.03653668 0.91875994]\n", " [ 0.17676936 0.17970438 0.64352626]\n", " [ 0.25732085 0.34432521 0.3983539 ]\n", " [-0.95814401 0.16414347 0.28632927]]\n", "Predicted y-labels:\n", "[2 2 2 2 3 2 3 3 3 3 3 3 3 3 3 3 3 1 3 3 2 1 3 1 2 3 1 3 1 1 2 3 3 1 2 3 3\n", " 2 3 2 2 1 1 1 1 1 1 1 2 1 2 2 3 3 2 3 3 3 1 3 3 2 3 3 3 3 3 3 3 1 3 3 3 1\n", " 1 1 2 1 2 1 1 2 2 1 1 2 2 2 2 2 1 1 1 3 1 1 1 1 1 1 1 1 3 1 1 3 3 2 3 2 2\n", " 3 3 2 2 1 3 3 3 3 3 1 3 3 3 3 2 3 3 2 3 3 1 2 2 1 1 2 1 2 1 2 2 1 1 1 2 2\n", " 1 1 2 2 2 1 1 1 2 1 1 1 2 2 1 1 2 2 1 3 2 1 2 2 2 2 2 2 2 1 1 2 3 2 1 2 2\n", " 2 3 2 2 2 3 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 3 2 3 2 2 1 1 2 2 1 2 2 2\n", " 2 2 2 3 3 3 3 3 2 3 3 2 2 3 3 3 3 3 2 2 3 3 2 2 3 2 3 3 3 3 2 1 2 2 2 2 2\n", " 2 1 2 2 2 1 2 1 2 2 3 1 2 2 2 2 2 1 2 2 2 2 1 1 2 2 2 2 1 2 3 3 3 3 3 2 3\n", " 3 2 2 1 3 3 2 1 2 2 3 2 2 2 1 1 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 2\n", " 2 2 2 2 2 2 2 2 2 2 2 2 3 3 2 2 2 2 2 3 2 2 3 1 2 2 2 2 2 2 2 2 2 3 3 2 2\n", " 3 2 2 2 3 3 2 3 2 2 2 3 3 2 2 2 3 2 2 3 2 2 2 1 1 1 3 3 3 3 3 3 3 3 3 3 3\n", " 3 3 3 3 3 3 3 3 3 3 2 1 2 1 2 2 3 2 1 2 2 2 2 2 3 2 2 1 1 1 1 1 2 2 2 1 3\n", " 2 3 3 2 2 3 1 3 2 2 2 3 2 2 2 2 2 3 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n", " 2 3 2 1 2 2 2 2 2 2 2 2 3 2 2 1 1 1 2 1 3 2 2 3 2 2 2 2 2 2 2 3 3 3 2 3 3\n", " 3 3 2 3 3 3 1 2 2 2 2 2 1 1 1 1 2 3 1 1 1 1 2 1 1 2 1 1 1 1 1 1 1 2 1 2 1\n", " 1 2 1 1 1 1 1 1 1 1 1 2 1 3 1 1 2 1 1 1 1 3 2 2 1 3 1 1 1 2 1 1 2 1 1 2 2\n", " 1 1 1 2 1 1 1 2 1 1 2 1 1 1 1 2 1 3 1 2 1 2 1 1 1 1 1 1 1 1 1 1 1 1 3 1 2\n", " 3 2 3 3 2 1 2 2 2 3 2 3 3 3 3 1 3 3 3 3 3 3 3 1 2 2 1 2 2 2 1 2 2 1 2 2 2\n", " 2 2 2 2 2 2 3 3 1 2 3 1 1 1 2 1 2 1 2 3 2 2 2 3 1 3 1 3 2 1 2 2 2 2 1 2 1\n", " 2 2 2 3 2 1 1 2 3 1 1 1 1 2 1 3 2 3 1 3 2 2 1 1 1 1 3 2 1 2 2 1 3 2 3 3 1\n", " 2 1 3 3 2 1 1 1 1 1 2 1 1 2 1 2 2 2 1 3 3 2 2 2 3 2]\n", "True y-labels:\n", "[3 3 3 2 2 3 3 3 3 3 3 3 3 3 3 3 2 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1\n", " 2 3 3 1 1 2 1 2 1 2 1 1 1 1 1 3 3 3 3 3 2 3 3 2 2 3 3 3 3 3 3 3 2 2 2 3 2\n", " 2 2 2 2 2 2 2 2 2 2 1 2 3 3 3 3 1 1 1 1 1 1 1 1 2 2 3 2 1 3 3 2 3 3 3 3 2\n", " 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 1 1 1 1 1 1 1 1 1 1 1 1 2 2 1 1\n", " 1 1 1 1 2 1 1 1 2 2 2 2 2 1 1 2 1 1 1 1 2 2 2 2 1 1 3 1 2 2 2 2 2 2 2 2 2\n", " 2 2 2 2 2 2 1 2 2 2 2 1 1 1 2 2 1 1 2 1 2 2 2 2 2 2 1 2 1 1 1 1 2 1 2 1 1\n", " 3 1 2 1 1 1 1 1 1 1 2 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", " 1 1 2 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 2 1 2 2 2 1 1 1 1 2 2 2 2 2 2 2 2\n", " 2 1 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 1 2 2 2 2 1 2 2 1 1 1 1 1 2 1 2 2 2\n", " 2 1 1 1 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n", " 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 1 3 3 3 3 3 3 3 3 3 3 3\n", " 3 3 3 3 3 3 3 3 3 3 2 1 2 2 2 1 2 2 2 1 2 2 2 2 1 1 1 1 1 1 1 2 3 3 2 3 2\n", " 3 3 3 3 3 2 3 3 3 3 1 1 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 2 3\n", " 3 2 3 2 2 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 2 2 3 3 3 3 3 2 3 3 2 3 3 3 3 3\n", " 3 1 3 2 3 3 2 2 2 2 2 1 2 1 2 1 3 3 1 2 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1\n", " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 3 1 1 1 2 1 2 1 1 1 1 1 1 1 1 1 1 2 2 1 2 2\n", " 2 2 2 2 2 1 2 1 1 2 2 1 1 1 1 1 2 1 1 1 1 1 2 2 1 1 2 2 2 1 2 1 2 1 2 2 1\n", " 1 1 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", " 1 1 1 1 1 2 1 1 1 2 1 2 2 2 2 2 2 2 1 1 1 1 2 1 1 1 1 1 1 2 2 2 2 2 2 2 2\n", " 2 2 2 2 1 2 2 2 2 1 1 1 1 1 1 3 3 3 1 3 3 3 3 1 3 3 3 1 3 1 3 2 3 1 3 3 3\n", " 3 1 1 1 1 1 1 1 3 3 1 1 1 1 1 1 1 1 1 3 3 3 3 2 3 3]\n", "Accuracy: 0.4660574412532637\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "NaB6nRK144XE", "colab_type": "text" }, "source": [ "## Classification Report -- Soft Voting\n" ] }, { "cell_type": "code", "metadata": { "id": "beA6fPJl47nB", "colab_type": "code", "colab": { "base_uri": "https://localhost:8080/", "height": 191 }, "outputId": "b1b29da5-2bc7-4e7b-e5f6-1a2c97aa4a21" }, "source": [ "print(classification_report(y_true, y_pred_soft, target_names=target_names, digits=3))" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", " Positive 0.569 0.407 0.475 302\n", " Neutral 0.414 0.525 0.463 280\n", " Negative 0.446 0.473 0.459 184\n", "\n", " accuracy 0.466 766\n", " macro avg 0.477 0.468 0.466 766\n", "weighted avg 0.483 0.466 0.467 766\n", "\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "Fbo_4AnU40U1", "colab_type": "text" }, "source": [ "## Confusion Matrix -- Soft Voting" ] }, { "cell_type": "code", "metadata": { "id": "5awF-TCP4zdr", "colab_type": "code", "colab": { "base_uri": "https://localhost:8080/", "height": 613 }, "outputId": "0ccb7b46-64cf-45e0-853e-bbfac48fea91" }, "source": [ "from sklearn import metrics \n", "import pandas as pd\n", "import seaborn as sn\n", "cm=metrics.confusion_matrix(y_true,y_pred_soft)\n", "import matplotlib.pyplot as plt\n", "import tensorflow\n", "\n", "\n", "classes=['Pos' , 'Neu' , 'Neg'] \n", "\n", "y_pred_final , y_true_final = y_pred_soft - 1 , y_true - 1\n", "con_mat = tensorflow.math.confusion_matrix(labels=y_true_final, predictions=y_pred_final).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(\"Soft Voting Confusion Matrix with Scene & Audio\")\n", "sn.heatmap(con_mat_df, annot=True,cmap=plt.cm.Blues)" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 29 }, { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "markdown", "metadata": { "id": "gkXwFCN4NQ1D", "colab_type": "text" }, "source": [ "## Hard Voting Results" ] }, { "cell_type": "code", "metadata": { "id": "8YnKQ-StNK6G", "colab_type": "code", "colab": { "base_uri": "https://localhost:8080/", "height": 1000, "referenced_widgets": [ "115b13214cdc4781aaecdceffde0748f", "d44be6ac596340239b2a4ef36909b2d6", "8673589ad55b4ab78250af23e556ac54", "bc77e1caddab410684f2b73390b30cb3", "536761aa60d44d01a51e2bd5d0a7102f", "8ec1905f564c466dba20702f1fd51b5a", "f8a5037a1ebf4d978095d6b947e5f576", "1967e2032a094c6b8949526a44bc2083" ] }, "outputId": "a84ef3a2-4616-4d86-c6a8-e619bed13f15" }, "source": [ "y_pred_hard , y_true = predict(classifiers, sample_to_true_label , mode=\"hard\")" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "Skipping unzipping files as input is a folder\n", "Skipping unzipping files as input is a folder\n", "Found 766 frames belonging to 766 videos belonging to 3 classes.\n", "Min frames determined to be 7\n", "Skipping unzipping files as input is a folder\n", "['1', '2', '3']\n", "Found 766 frames belonging to 766 videos belonging to 3 classes.\n", "Min frames determined to be 7\n" ], "name": "stdout" }, { "output_type": "stream", "text": [ "/content/cs231n-emotiw/src/generators/pose_generator.py:135: RuntimeWarning: invalid value encountered in double_scalars\n", " x_new.append((lx[i] - origin_x) / len_x)\n", "/content/cs231n-emotiw/src/generators/pose_generator.py:136: RuntimeWarning: invalid value encountered in double_scalars\n", " x_new.append((ly[i] - origin_y) / len_y)\n" ], "name": "stderr" }, { "output_type": "display_data", "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "115b13214cdc4781aaecdceffde0748f", "version_minor": 0, "version_major": 2 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='Processing 766 examples on 2 cores', max=766.0, style=Pro…" ] }, "metadata": { "tags": [] } }, { "output_type": "stream", "text": [ "\n", "Number of samples: 766\n", "[[ 0.08749054 0.20644617 0.70606327]\n", " [ 0.04470335 0.03653668 0.91875994]\n", " [ 0.17676936 0.17970438 0.64352626]\n", " [ 0.25732085 0.34432521 0.3983539 ]\n", " [-0.95814401 0.16414347 0.28632927]]\n", "Predicted y-labels:\n", "[2. 1. 3. 2. 2. 2. 2. 3. 3. 2. 3. 3. 3. 3. 3. 3. 2. 2. 2. 2. 2. 2. 2. 2.\n", " 2. 2. 1. 2. 2. 2. 2. 2. 2. 2. 1. 2. 2. 2. 3. 2. 2. 1. 1. 2. 2. 1. 1. 3.\n", " 1. 1. 1. 1. 2. 2. 2. 3. 2. 3. 1. 3. 3. 3. 3. 3. 3. 3. 3. 3. 2. 1. 2. 1.\n", " 1. 1. 2. 2. 2. 2. 1. 1. 1. 2. 2. 2. 2. 2. 2. 2. 2. 2. 1. 1. 3. 3. 1. 1.\n", " 1. 3. 1. 1. 3. 3. 3. 1. 1. 3. 3. 3. 3. 2. 2. 3. 2. 2. 2. 1. 3. 3. 3. 3.\n", " 3. 3. 3. 3. 3. 3. 1. 3. 3. 3. 3. 3. 1. 2. 2. 1. 1. 1. 2. 2. 1. 2. 1. 2.\n", " 2. 1. 2. 2. 3. 1. 1. 1. 3. 1. 3. 1. 2. 1. 1. 1. 2. 1. 1. 1. 1. 1. 1. 1.\n", " 1. 1. 1. 1. 3. 3. 3. 2. 1. 2. 2. 3. 3. 3. 2. 1. 1. 2. 1. 2. 2. 1. 3. 1.\n", " 1. 2. 2. 1. 2. 1. 1. 1. 1. 1. 2. 1. 1. 1. 2. 2. 2. 2. 2. 1. 2. 2. 1. 2.\n", " 2. 2. 2. 2. 2. 2. 1. 2. 2. 3. 3. 3. 3. 3. 2. 3. 3. 2. 2. 3. 3. 3. 3. 3.\n", " 1. 2. 3. 3. 2. 1. 1. 2. 1. 1. 3. 3. 2. 3. 3. 1. 2. 1. 2. 2. 1. 1. 2. 2.\n", " 1. 2. 1. 2. 2. 3. 1. 2. 2. 2. 2. 2. 1. 2. 2. 1. 1. 1. 1. 2. 2. 1. 2. 2.\n", " 2. 1. 1. 1. 2. 2. 1. 2. 1. 2. 1. 1. 3. 2. 1. 2. 2. 2. 2. 2. 2. 2. 1. 1.\n", " 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 1. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2.\n", " 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2.\n", " 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2.\n", " 2. 2. 2. 2. 2. 2. 2. 2. 2. 1. 2. 1. 3. 2. 2. 2. 3. 3. 3. 3. 3. 3. 3. 3.\n", " 3. 3. 3. 3. 2. 3. 2. 2. 2. 2. 2. 2. 2. 2. 2. 1. 2. 2. 2. 2. 2. 2. 2. 1.\n", " 1. 1. 1. 1. 1. 1. 3. 2. 2. 2. 1. 3. 2. 3. 3. 2. 2. 3. 2. 3. 2. 2. 3. 3.\n", " 2. 3. 3. 2. 2. 3. 2. 3. 3. 2. 2. 3. 2. 3. 2. 2. 2. 3. 2. 3. 3. 3. 2. 2.\n", " 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 3. 2. 2. 2. 2. 2. 2. 1. 2. 2. 2.\n", " 3. 2. 2. 2. 2. 2. 2. 3. 2. 3. 3. 3. 2. 1. 1. 1. 2. 2. 3. 3. 1. 2. 2. 2.\n", " 2. 2. 2. 2. 1. 1. 3. 3. 1. 1. 1. 1. 2. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n", " 1. 2. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2.\n", " 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2.\n", " 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 1. 2. 2. 2. 1. 2. 1. 2. 2. 2. 2. 2. 2. 2.\n", " 2. 1. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2.\n", " 2. 2. 2. 2. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 2.\n", " 2. 3. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2.\n", " 2. 1. 1. 1. 1. 2. 3. 1. 1. 2. 3. 2. 1. 3. 2. 2. 1. 1. 1. 1. 1. 1. 3. 2.\n", " 3. 1. 3. 2. 3. 3. 1. 1. 1. 3. 2. 1. 2. 1. 1. 2. 1. 2. 3. 3. 1. 1. 3. 3.\n", " 1. 1. 1. 1. 1. 1. 2. 1. 1. 1. 1. 1. 2. 1. 1. 3. 2. 2. 1. 2. 2. 3.]\n", "True y-labels:\n", "[3 3 3 2 2 3 3 3 3 3 3 3 3 3 3 3 2 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1\n", " 2 3 3 1 1 2 1 2 1 2 1 1 1 1 1 3 3 3 3 3 2 3 3 2 2 3 3 3 3 3 3 3 2 2 2 3 2\n", " 2 2 2 2 2 2 2 2 2 2 1 2 3 3 3 3 1 1 1 1 1 1 1 1 2 2 3 2 1 3 3 2 3 3 3 3 2\n", " 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 1 1 1 1 1 1 1 1 1 1 1 1 2 2 1 1\n", " 1 1 1 1 2 1 1 1 2 2 2 2 2 1 1 2 1 1 1 1 2 2 2 2 1 1 3 1 2 2 2 2 2 2 2 2 2\n", " 2 2 2 2 2 2 1 2 2 2 2 1 1 1 2 2 1 1 2 1 2 2 2 2 2 2 1 2 1 1 1 1 2 1 2 1 1\n", " 3 1 2 1 1 1 1 1 1 1 2 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", " 1 1 2 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 2 1 2 2 2 1 1 1 1 2 2 2 2 2 2 2 2\n", " 2 1 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 1 2 2 2 2 1 2 2 1 1 1 1 1 2 1 2 2 2\n", " 2 1 1 1 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n", " 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 1 3 3 3 3 3 3 3 3 3 3 3\n", " 3 3 3 3 3 3 3 3 3 3 2 1 2 2 2 1 2 2 2 1 2 2 2 2 1 1 1 1 1 1 1 2 3 3 2 3 2\n", " 3 3 3 3 3 2 3 3 3 3 1 1 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 2 3\n", " 3 2 3 2 2 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 2 2 3 3 3 3 3 2 3 3 2 3 3 3 3 3\n", " 3 1 3 2 3 3 2 2 2 2 2 1 2 1 2 1 3 3 1 2 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1\n", " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 3 1 1 1 2 1 2 1 1 1 1 1 1 1 1 1 1 2 2 1 2 2\n", " 2 2 2 2 2 1 2 1 1 2 2 1 1 1 1 1 2 1 1 1 1 1 2 2 1 1 2 2 2 1 2 1 2 1 2 2 1\n", " 1 1 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", " 1 1 1 1 1 2 1 1 1 2 1 2 2 2 2 2 2 2 1 1 1 1 2 1 1 1 1 1 1 2 2 2 2 2 2 2 2\n", " 2 2 2 2 1 2 2 2 2 1 1 1 1 1 1 3 3 3 1 3 3 3 3 1 3 3 3 1 3 1 3 2 3 1 3 3 3\n", " 3 1 1 1 1 1 1 1 3 3 1 1 1 1 1 1 1 1 1 3 3 3 3 2 3 3]\n", "Accuracy: 0.5483028720626631\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "iQwfjMTnmYEQ", "colab_type": "code", "colab": { "base_uri": "https://localhost:8080/", "height": 191 }, "outputId": "fa0d6369-61b7-425d-fe5e-aca089310cee" }, "source": [ "print(classification_report(y_true, y_pred_hard, target_names=target_names, digits=3))" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", " Positive 0.625 0.430 0.510 302\n", " Neutral 0.482 0.725 0.579 280\n", " Negative 0.635 0.473 0.542 184\n", "\n", " accuracy 0.548 766\n", " macro avg 0.581 0.543 0.544 766\n", "weighted avg 0.575 0.548 0.543 766\n", "\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "nMc9KbQ6mqp8", "colab_type": "code", "colab": { "base_uri": "https://localhost:8080/", "height": 613 }, "outputId": "827d1974-3fb7-4112-a646-88ecb880d491" }, "source": [ "y_pred_final , y_true_final = y_pred_hard - 1 , y_true - 1\n", "con_mat = tensorflow.math.confusion_matrix(labels=y_true_final, predictions=y_pred_final).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(\"Hard Voting Confusion Matrix with Scene & Audio\")\n", "sn.heatmap(con_mat_df, annot=True,cmap=plt.cm.Blues)\n", "\n" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 32 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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