{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "name": "Audio-Retrain.ipynb", "provenance": [], "collapsed_sections": [], "machine_shape": "hm" }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "accelerator": "GPU" }, "cells": [ { "cell_type": "code", "metadata": { "id": "AkQfCu0vEUg4", "colab_type": "code", "outputId": "37c6846e-7a86-4285-b183-1e993a34bbbd", "colab": { "base_uri": "https://localhost:8080/", "height": 139 } }, "source": [ "!git clone 'https://github.com/kevincong95/cs231n-emotiw.git'" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "Cloning into 'cs231n-emotiw'...\n", "remote: Enumerating objects: 22, done.\u001b[K\n", "remote: Counting objects: 100% (22/22), done.\u001b[K\n", "remote: Compressing objects: 100% (22/22), done.\u001b[K\n", "remote: Total 1073 (delta 10), reused 0 (delta 0), pack-reused 1051\u001b[K\n", "Receiving objects: 100% (1073/1073), 207.05 MiB | 34.41 MiB/s, done.\n", "Resolving deltas: 100% (634/634), done.\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "U0VRZJVXEiXY", "colab_type": "code", "outputId": "a28a17c4-c80b-4db5-e10f-7ca8727784e4", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 } }, "source": [ "# Switch to TF 1.x and navigate to the directory\n", "%tensorflow_version 1.x\n", "!pwd\n", "import os\n", "os.chdir('cs231n-emotiw')\n", "!pwd\n", "\n", "# Install required packages \n", "!pip install -r 'requirements.txt'" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "TensorFlow 1.x selected.\n", "/content\n", "/content/cs231n-emotiw\n", "Requirement already satisfied: tensorflow in /tensorflow-1.15.2/python3.6 (from -r requirements.txt (line 1)) (1.15.2)\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", "Collecting pydub==0.24.0\n", " Downloading 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imgaug-0.2.9:\n", " Successfully uninstalled imgaug-0.2.9\n", " Found existing installation: gast 0.3.3\n", " Uninstalling gast-0.3.3:\n", " Successfully uninstalled gast-0.3.3\n", "Successfully installed PySoundFile-0.9.0.post1 SoundFile-0.10.3.post1 argparse-1.4.0 face-recognition-1.3.0 face-recognition-models-0.3.0 gast-0.2.2 imageio-2.8.0 imageio-ffmpeg-0.4.2 imgaug-0.2.6 kapre-0.1.4 keras-2.2.5 moviepy-1.0.3 openl3-0.3.1 proglog-0.1.9 pydub-0.24.0 scikit-image-0.14.5\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "application/vnd.colab-display-data+json": { "pip_warning": { "packages": [ "argparse" ] } } }, "metadata": { "tags": [] } } ] }, { "cell_type": "code", "metadata": { "id": "Kxuc_22XE0H5", "colab_type": "code", "colab": {} }, "source": [ "cp '/content/drive/My Drive/Machine-Learning-Projects/cs231n-project/datasets/emotiw/Train.zip' '/content/'" ], "execution_count": 0, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "W-Sa9I7ZLjS6", "colab_type": "code", "colab": {} }, "source": [ "cp '/content/drive/My Drive/Machine-Learning-Projects/cs231n-project/datasets/emotiw/Val.zip' '/content/'" ], "execution_count": 0, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "WJUqGsudLA3z", "colab_type": "code", "colab": {} }, "source": [ "cp '/content/drive/My Drive/Machine-Learning-Projects/cs231n-project/datasets/emotiw/Train_labels.txt' '/content/'" ], "execution_count": 0, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "mtnzl9HFLpFE", "colab_type": "code", "colab": {} }, "source": [ "cp '/content/drive/My Drive/Machine-Learning-Projects/cs231n-project/datasets/emotiw/Val_labels.txt' '/content/'" ], "execution_count": 0, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "hjgfyjMTMW0I", "colab_type": "code", "outputId": "41b1cc02-a109-4085-f8ed-39df04c0ebac", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 } }, "source": [ "!unzip /content/Train.zip" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "Archive: /content/Train.zip\n", " creating: Train/\n", " inflating: Train/2_2.mp4 \n", " inflating: Train/3_4.mp4 \n", " inflating: Train/3_5.mp4 \n", " inflating: Train/3_8.mp4 \n", " inflating: Train/3_9.mp4 \n", " inflating: Train/3_10.mp4 \n", " inflating: Train/3_11.mp4 \n", " inflating: Train/3_12.mp4 \n", " inflating: Train/3_14.mp4 \n", " inflating: Train/3_15.mp4 \n", " inflating: Train/3_16.mp4 \n", " inflating: Train/3_17.mp4 \n", " inflating: Train/3_18.mp4 \n", " inflating: Train/3_19.mp4 \n", " inflating: Train/3_22.mp4 \n", " inflating: Train/3_24.mp4 \n", " inflating: Train/3_27.mp4 \n", " inflating: Train/3_34.mp4 \n", " inflating: Train/3_36.mp4 \n", " inflating: Train/3_38.mp4 \n", " inflating: Train/3_39.mp4 \n", " inflating: Train/3_40.mp4 \n", " inflating: Train/4_5.mp4 \n", " inflating: Train/4_7.mp4 \n", " inflating: Train/4_12.mp4 \n", " inflating: Train/4_17.mp4 \n", " inflating: Train/4_21.mp4 \n", " 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inflating: __MACOSX/Val/._86_5.mp4 ',\n", " ' inflating: Val/294_1.mp4 ',\n", " ' inflating: __MACOSX/Val/._294_1.mp4 ',\n", " ' inflating: Val/320_9.mp4 ',\n", " ' inflating: __MACOSX/Val/._320_9.mp4 ',\n", " ' inflating: Val/274_4.mp4 ',\n", " ' inflating: __MACOSX/Val/._274_4.mp4 ',\n", " ' inflating: Val/333_3.mp4 ',\n", " ' inflating: __MACOSX/Val/._333_3.mp4 ',\n", " ' inflating: Val/325_40.mp4 ',\n", " ' inflating: __MACOSX/Val/._325_40.mp4 ',\n", " ' inflating: Val/27_4.mp4 ',\n", " ' inflating: __MACOSX/Val/._27_4.mp4 ',\n", " ' inflating: Val/289_4.mp4 ',\n", " ' inflating: __MACOSX/Val/._289_4.mp4 ',\n", " ' inflating: Val/325_54.mp4 ',\n", " ' inflating: __MACOSX/Val/._325_54.mp4 ',\n", " ' inflating: Val/308_5.mp4 ',\n", " ' inflating: __MACOSX/Val/._308_5.mp4 ',\n", " ' inflating: Val/86_41.mp4 ',\n", " ' inflating: __MACOSX/Val/._86_41.mp4 ',\n", " ' inflating: Val/86_55.mp4 ',\n", " ' inflating: __MACOSX/Val/._86_55.mp4 ',\n", " ' inflating: Val/86_54.mp4 ',\n", " ' inflating: __MACOSX/Val/._86_54.mp4 ',\n", " ' inflating: Val/308_4.mp4 ',\n", " ' inflating: __MACOSX/Val/._308_4.mp4 ',\n", " ' inflating: Val/86_40.mp4 ',\n", " ' inflating: __MACOSX/Val/._86_40.mp4 ',\n", " ' inflating: Val/289_5.mp4 ',\n", " ' inflating: __MACOSX/Val/._289_5.mp4 ',\n", " ' inflating: Val/27_5.mp4 ',\n", " ' inflating: __MACOSX/Val/._27_5.mp4 ',\n", " ' inflating: Val/325_55.mp4 ',\n", " ' inflating: __MACOSX/Val/._325_55.mp4 ',\n", " ' inflating: Val/325_41.mp4 ',\n", " ' inflating: __MACOSX/Val/._325_41.mp4 ',\n", " ' inflating: Val/44_6.mp4 ',\n", " ' inflating: __MACOSX/Val/._44_6.mp4 ',\n", " ' inflating: Val/333_2.mp4 ',\n", " ' inflating: __MACOSX/Val/._333_2.mp4 ',\n", " ' inflating: Val/320_8.mp4 ',\n", " ' inflating: __MACOSX/Val/._320_8.mp4 ',\n", " ' inflating: Val/274_5.mp4 ',\n", " ' inflating: __MACOSX/Val/._274_5.mp4 ',\n", " ' inflating: Val/209_18.mp4 ',\n", " ' inflating: __MACOSX/Val/._209_18.mp4 ',\n", " ' inflating: Val/86_4.mp4 ',\n", " ' inflating: __MACOSX/Val/._86_4.mp4 ',\n", " ' inflating: Val/53_8.mp4 ',\n", " ' inflating: __MACOSX/Val/._53_8.mp4 ',\n", " ' inflating: Val/289_22.mp4 ',\n", " ' inflating: __MACOSX/Val/._289_22.mp4 ',\n", " ' inflating: Val/289_36.mp4 ',\n", " ' inflating: __MACOSX/Val/._289_36.mp4 ',\n", " ' inflating: Val/125_9.mp4 ',\n", " ' inflating: __MACOSX/Val/._125_9.mp4 ',\n", " ' inflating: Val/53_47.mp4 ',\n", " ' inflating: __MACOSX/Val/._53_47.mp4 ',\n", " ' inflating: Val/237_3.mp4 ',\n", " ' inflating: __MACOSX/Val/._237_3.mp4 ',\n", " ' inflating: Val/99_3.mp4 ',\n", " ' inflating: __MACOSX/Val/._99_3.mp4 ',\n", " ' inflating: Val/212_14.mp4 ',\n", " ' inflating: __MACOSX/Val/._212_14.mp4 ',\n", " ' inflating: Val/335_4.mp4 ',\n", " ' inflating: __MACOSX/Val/._335_4.mp4 ',\n", " ' inflating: Val/212_10.mp4 ',\n", " ' inflating: __MACOSX/Val/._212_10.mp4 ',\n", " ' inflating: Val/99_10.mp4 ',\n", " ' inflating: __MACOSX/Val/._99_10.mp4 ',\n", " ' inflating: Val/239_8.mp4 ',\n", " ' inflating: __MACOSX/Val/._239_8.mp4 ',\n", " ' inflating: Val/53_43.mp4 ',\n", " ' inflating: __MACOSX/Val/._53_43.mp4 ',\n", " ' inflating: Val/289_32.mp4 ',\n", " ' inflating: __MACOSX/Val/._289_32.mp4 ',\n", " ' inflating: Val/289_26.mp4 ',\n", " ' inflating: __MACOSX/Val/._289_26.mp4 ',\n", " ' inflating: Val/159_9.mp4 ',\n", " ' inflating: __MACOSX/Val/._159_9.mp4 ',\n", " ' inflating: Val/5_18.mp4 ',\n", " ' inflating: __MACOSX/Val/._5_18.mp4 ',\n", " ' inflating: Val/55_22.mp4 ',\n", " ' inflating: __MACOSX/Val/._55_22.mp4 ',\n", " ' inflating: Val/298_9.mp4 ',\n", " ' inflating: __MACOSX/Val/._298_9.mp4 ',\n", " ' inflating: Val/274_1.mp4 ',\n", " ' inflating: __MACOSX/Val/._274_1.mp4 ',\n", " ' inflating: Val/294_4.mp4 ',\n", " ' inflating: __MACOSX/Val/._294_4.mp4 ',\n", " ' inflating: Val/86_44.mp4 ',\n", " ' inflating: __MACOSX/Val/._86_44.mp4 ',\n", " ' inflating: Val/86_50.mp4 ',\n", " ' inflating: __MACOSX/Val/._86_50.mp4 ',\n", " ' inflating: Val/44_2.mp4 ',\n", " ' inflating: __MACOSX/Val/._44_2.mp4 ',\n", " ' inflating: Val/325_45.mp4 ',\n", " ' inflating: __MACOSX/Val/._325_45.mp4 ',\n", " ' inflating: Val/325_51.mp4 ',\n", " ' inflating: __MACOSX/Val/._325_51.mp4 ',\n", " ' inflating: Val/289_1.mp4 ',\n", " ' inflating: __MACOSX/Val/._289_1.mp4 ',\n", " ' inflating: Val/325_50.mp4 ',\n", " ' inflating: __MACOSX/Val/._325_50.mp4 ',\n", " ' inflating: Val/325_44.mp4 ',\n", " ' inflating: __MACOSX/Val/._325_44.mp4 ',\n", " ' inflating: Val/308_1.mp4 ',\n", " ' inflating: __MACOSX/Val/._308_1.mp4 ',\n", " ' inflating: Val/294_5.mp4 ',\n", " ' inflating: __MACOSX/Val/._294_5.mp4 ',\n", " ' inflating: Val/298_8.mp4 ',\n", " ' inflating: __MACOSX/Val/._298_8.mp4 ',\n", " ' inflating: Val/55_23.mp4 ',\n", " ' inflating: __MACOSX/Val/._55_23.mp4 ',\n", " ' inflating: Val/5_19.mp4 ',\n", " ' inflating: __MACOSX/Val/._5_19.mp4 ',\n", " ' inflating: Val/157_7.mp4 ',\n", " ' inflating: __MACOSX/Val/._157_7.mp4 ',\n", " ' inflating: Val/289_27.mp4 ',\n", " ' inflating: __MACOSX/Val/._289_27.mp4 ',\n", " ' inflating: Val/289_33.mp4 ',\n", " ' inflating: __MACOSX/Val/._289_33.mp4 ',\n", " ' inflating: Val/53_42.mp4 ',\n", " ' inflating: __MACOSX/Val/._53_42.mp4 ',\n", " ' inflating: Val/237_6.mp4 ',\n", " ' inflating: __MACOSX/Val/._237_6.mp4 ',\n", " ' inflating: Val/99_6.mp4 ',\n", " ' inflating: __MACOSX/Val/._99_6.mp4 ',\n", " ' inflating: Val/335_1.mp4 ',\n", " ' inflating: __MACOSX/Val/._335_1.mp4 ',\n", " ' inflating: Val/212_11.mp4 ',\n", " ' inflating: __MACOSX/Val/._212_11.mp4 ',\n", " ' inflating: Val/212_13.mp4 ',\n", " ' inflating: __MACOSX/Val/._212_13.mp4 ',\n", " ' inflating: Val/335_3.mp4 ',\n", " ' inflating: __MACOSX/Val/._335_3.mp4 ',\n", " ' inflating: Val/53_40.mp4 ',\n", " ' inflating: __MACOSX/Val/._53_40.mp4 ',\n", " ' inflating: Val/289_25.mp4 ',\n", " ' inflating: __MACOSX/Val/._289_25.mp4 ',\n", " ' inflating: Val/289_31.mp4 ',\n", " ' inflating: __MACOSX/Val/._289_31.mp4 ',\n", " ' inflating: Val/289_19.mp4 ',\n", " ' inflating: __MACOSX/Val/._289_19.mp4 ',\n", " ' inflating: Val/294_48.mp4 ',\n", " ' inflating: __MACOSX/Val/._294_48.mp4 ',\n", " ' inflating: Val/86_3.mp4 ',\n", " ' inflating: __MACOSX/Val/._86_3.mp4 ',\n", " ' inflating: Val/298_48.mp4 ',\n", " ' inflating: __MACOSX/Val/._298_48.mp4 ',\n", " ' inflating: Val/55_9.mp4 ',\n", " ' inflating: __MACOSX/Val/._55_9.mp4 ',\n", " ' inflating: Val/55_21.mp4 ',\n", " ' inflating: __MACOSX/Val/._55_21.mp4 ',\n", " ' inflating: Val/252_1.mp4 ',\n", " ' inflating: __MACOSX/Val/._252_1.mp4 ',\n", " ' inflating: Val/274_2.mp4 ',\n", " ' inflating: __MACOSX/Val/._274_2.mp4 ',\n", " ' inflating: Val/294_7.mp4 ',\n", " ' inflating: __MACOSX/Val/._294_7.mp4 ',\n", " ' inflating: Val/308_3.mp4 ',\n", " ' inflating: __MACOSX/Val/._308_3.mp4 ',\n", " ' inflating: Val/86_47.mp4 ',\n", " ' inflating: __MACOSX/Val/._86_47.mp4 ',\n", " ' inflating: Val/27_2.mp4 ',\n", " ' inflating: __MACOSX/Val/._27_2.mp4 ',\n", " ' inflating: Val/289_2.mp4 ',\n", " ' inflating: __MACOSX/Val/._289_2.mp4 ',\n", " ' inflating: Val/325_52.mp4 ',\n", " ' inflating: __MACOSX/Val/._325_52.mp4 ',\n", " ' inflating: Val/44_1.mp4 ',\n", " ' inflating: __MACOSX/Val/._44_1.mp4 ',\n", " ' inflating: Val/325_46.mp4 ',\n", " ' inflating: __MACOSX/Val/._325_46.mp4 ',\n", " ' inflating: Val/325_47.mp4 ',\n", " ' inflating: __MACOSX/Val/._325_47.mp4 ',\n", " ' inflating: Val/289_3.mp4 ',\n", " ' inflating: __MACOSX/Val/._289_3.mp4 ',\n", " ' inflating: Val/27_3.mp4 ',\n", " ' inflating: __MACOSX/Val/._27_3.mp4 ',\n", " ' inflating: Val/325_53.mp4 ',\n", " ' inflating: __MACOSX/Val/._325_53.mp4 ',\n", " ' inflating: Val/308_2.mp4 ',\n", " ' inflating: __MACOSX/Val/._308_2.mp4 ',\n", " ' inflating: Val/294_6.mp4 ',\n", " ' inflating: __MACOSX/Val/._294_6.mp4 ',\n", " ' inflating: Val/274_3.mp4 ',\n", " ' inflating: __MACOSX/Val/._274_3.mp4 ',\n", " ' inflating: Val/333_4.mp4 ',\n", " ' inflating: __MACOSX/Val/._333_4.mp4 ',\n", " ' inflating: Val/55_20.mp4 ',\n", " ' inflating: __MACOSX/Val/._55_20.mp4 ',\n", " ' inflating: Val/55_8.mp4 ',\n", " ' inflating: __MACOSX/Val/._55_8.mp4 ',\n", " ' inflating: Val/298_49.mp4 ',\n", " ' inflating: __MACOSX/Val/._298_49.mp4 ',\n", " ' inflating: Val/86_2.mp4 ',\n", " ' inflating: __MACOSX/Val/._86_2.mp4 ',\n", " ' inflating: Val/289_18.mp4 ',\n", " ' inflating: __MACOSX/Val/._289_18.mp4 ',\n", " ' inflating: Val/289_30.mp4 ',\n", " ' inflating: __MACOSX/Val/._289_30.mp4 ',\n", " ' inflating: Val/289_24.mp4 ',\n", " ' inflating: __MACOSX/Val/._289_24.mp4 ',\n", " ' inflating: Val/53_41.mp4 ',\n", " ' inflating: __MACOSX/Val/._53_41.mp4 ',\n", " ' inflating: Val/254_6.mp4 ',\n", " ' inflating: __MACOSX/Val/._254_6.mp4 ',\n", " ' inflating: Val/212_12.mp4 ',\n", " ' inflating: __MACOSX/Val/._212_12.mp4 ',\n", " ' inflating: Val/335_2.mp4 ',\n", " ' inflating: __MACOSX/Val/._335_2.mp4 ',\n", " ' inflating: Val/237_5.mp4 ',\n", " ' inflating: __MACOSX/Val/._237_5.mp4 ',\n", " ' inflating: Val/27_16.mp4 ',\n", " ' inflating: __MACOSX/Val/._27_16.mp4 ',\n", " ' inflating: Val/332_3.mp4 ',\n", " ' inflating: __MACOSX/Val/._332_3.mp4 ',\n", " ' inflating: Val/306_14.mp4 ',\n", " ' inflating: __MACOSX/Val/._306_14.mp4 ',\n", " ' inflating: Val/53_32.mp4 ',\n", " ' inflating: __MACOSX/Val/._53_32.mp4 ',\n", " ' inflating: Val/53_26.mp4 ',\n", " ' inflating: __MACOSX/Val/._53_26.mp4 ',\n", " ' inflating: Val/194_1.mp4 ',\n", " ' inflating: __MACOSX/Val/._194_1.mp4 ',\n", " ' inflating: Val/268_1.mp4 ',\n", " ' inflating: __MACOSX/Val/._268_1.mp4 ',\n", " ' inflating: Val/83_1.mp4 ',\n", " ' inflating: __MACOSX/Val/._83_1.mp4 ',\n", " ' inflating: Val/320_10.mp4 ',\n", " ' inflating: __MACOSX/Val/._320_10.mp4 ',\n", " ' inflating: Val/54_13.mp4 ',\n", " ' inflating: __MACOSX/Val/._54_13.mp4 ',\n", " ' inflating: Val/284_9.mp4 ',\n", " ' inflating: __MACOSX/Val/._284_9.mp4 ',\n", " ' inflating: Val/289_43.mp4 ',\n", " ' inflating: __MACOSX/Val/._289_43.mp4 ',\n", " ' inflating: Val/294_12.mp4 ',\n", " ' inflating: __MACOSX/Val/._294_12.mp4 ',\n", " ' inflating: Val/251_5.mp4 ',\n", " ' inflating: __MACOSX/Val/._251_5.mp4 ',\n", " ' inflating: Val/289_57.mp4 ',\n", " ' inflating: __MACOSX/Val/._289_57.mp4 ',\n", " ' inflating: Val/11_17.mp4 ',\n", " ' inflating: __MACOSX/Val/._11_17.mp4 ',\n", " ' inflating: Val/44_16.mp4 ',\n", " ' inflating: __MACOSX/Val/._44_16.mp4 ',\n", " ' inflating: Val/150_5.mp4 ',\n", " ' inflating: __MACOSX/Val/._150_5.mp4 ',\n", " ' inflating: Val/115_5.mp4 ',\n", " ' inflating: __MACOSX/Val/._115_5.mp4 ',\n", " ' inflating: Val/298_12.mp4 ',\n", " ' inflating: __MACOSX/Val/._298_12.mp4 ',\n", " ' inflating: Val/5_4.mp4 ',\n", " ' inflating: __MACOSX/Val/._5_4.mp4 ',\n", " ' inflating: Val/70_12.mp4 ',\n", " ' inflating: __MACOSX/Val/._70_12.mp4 ',\n", " ' inflating: Val/325_34.mp4 ',\n", " ' inflating: __MACOSX/Val/._325_34.mp4 ',\n", " ' inflating: Val/325_20.mp4 ',\n", " ' inflating: __MACOSX/Val/._325_20.mp4 ',\n", " ' inflating: Val/81_14.mp4 ',\n", " ' inflating: __MACOSX/Val/._81_14.mp4 ',\n", " ' inflating: Val/86_35.mp4 ',\n", " ' inflating: __MACOSX/Val/._86_35.mp4 ',\n", " ' inflating: Val/154_1.mp4 ',\n", " ' inflating: __MACOSX/Val/._154_1.mp4 ',\n", " ' inflating: Val/222_15.mp4 ',\n", " ' inflating: __MACOSX/Val/._222_15.mp4 ',\n", " ' inflating: Val/86_21.mp4 ',\n", " ' inflating: __MACOSX/Val/._86_21.mp4 ',\n", " ' inflating: Val/86_20.mp4 ',\n", " ' inflating: __MACOSX/Val/._86_20.mp4 ',\n", " ' inflating: Val/86_34.mp4 ',\n", " ' inflating: __MACOSX/Val/._86_34.mp4 ',\n", " ' inflating: Val/325_21.mp4 ',\n", " ' inflating: __MACOSX/Val/._325_21.mp4 ',\n", " ' inflating: Val/325_35.mp4 ',\n", " ' inflating: __MACOSX/Val/._325_35.mp4 ',\n", " ' inflating: Val/98_3.mp4 ',\n", " ' inflating: __MACOSX/Val/._98_3.mp4 ',\n", " ' inflating: Val/5_5.mp4 ',\n", " ' inflating: __MACOSX/Val/._5_5.mp4 ',\n", " ' inflating: Val/212_2.mp4 ',\n", " ' inflating: __MACOSX/Val/._212_2.mp4 ',\n", " ' inflating: Val/298_13.mp4 ',\n", " ' inflating: __MACOSX/Val/._298_13.mp4 ',\n", " ' inflating: Val/150_4.mp4 ',\n", " ' inflating: __MACOSX/Val/._150_4.mp4 ',\n", " ' inflating: Val/115_4.mp4 ',\n", " ' inflating: __MACOSX/Val/._115_4.mp4 ',\n", " ' inflating: Val/209_1.mp4 ',\n", " ' inflating: __MACOSX/Val/._209_1.mp4 ',\n", " ' inflating: Val/44_17.mp4 ',\n", " ' inflating: __MACOSX/Val/._44_17.mp4 ',\n", " ' inflating: Val/11_16.mp4 ',\n", " ' inflating: __MACOSX/Val/._11_16.mp4 ',\n", " ' inflating: Val/289_56.mp4 ',\n", " ' inflating: __MACOSX/Val/._289_56.mp4 ',\n", " ' inflating: Val/289_42.mp4 ',\n", " ' inflating: __MACOSX/Val/._289_42.mp4 ',\n", " ' inflating: Val/284_8.mp4 ',\n", " ' inflating: __MACOSX/Val/._284_8.mp4 ',\n", " ' inflating: Val/320_11.mp4 ',\n", " ' inflating: __MACOSX/Val/._320_11.mp4 ',\n", " ' inflating: Val/54_12.mp4 ',\n", " ' inflating: __MACOSX/Val/._54_12.mp4 ',\n", " ' inflating: Val/131_5.mp4 ',\n", " ' inflating: __MACOSX/Val/._131_5.mp4 ',\n", " ' inflating: Val/53_27.mp4 ',\n", " ' inflating: __MACOSX/Val/._53_27.mp4 ',\n", " ' inflating: Val/53_33.mp4 ',\n", " ' inflating: __MACOSX/Val/._53_33.mp4 ',\n", " ' inflating: Val/45_6.mp4 ',\n", " ' inflating: __MACOSX/Val/._45_6.mp4 ',\n", " ' inflating: Val/332_2.mp4 ',\n", " ' inflating: __MACOSX/Val/._332_2.mp4 ',\n", " ' inflating: Val/1_1.mp4 ',\n", " ' inflating: __MACOSX/Val/._1_1.mp4 ',\n", " ' inflating: Val/306_15.mp4 ',\n", " ' inflating: __MACOSX/Val/._306_15.mp4 ',\n", " ' inflating: Val/27_17.mp4 ',\n", " ' inflating: __MACOSX/Val/._27_17.mp4 ',\n", " ' inflating: Val/308_10.mp4 ',\n", " ' inflating: __MACOSX/Val/._308_10.mp4 ',\n", " ' inflating: Val/306_17.mp4 ',\n", " ' inflating: __MACOSX/Val/._306_17.mp4 ',\n", " ' inflating: Val/314_3.mp4 ',\n", " ' inflating: __MACOSX/Val/._314_3.mp4 ',\n", " ' inflating: Val/53_25.mp4 ',\n", " ' inflating: __MACOSX/Val/._53_25.mp4 ',\n", " ' inflating: Val/45_4.mp4 ',\n", " ' inflating: __MACOSX/Val/._45_4.mp4 ',\n", " ' inflating: Val/53_31.mp4 ',\n", " ' inflating: __MACOSX/Val/._53_31.mp4 ',\n", " ' inflating: Val/152_4.mp4 ',\n", " ' inflating: __MACOSX/Val/._152_4.mp4 ',\n", " ' inflating: Val/54_10.mp4 ',\n", " ' inflating: __MACOSX/Val/._54_10.mp4 ',\n", " ' inflating: Val/320_13.mp4 ',\n", " ' inflating: __MACOSX/Val/._320_13.mp4 ',\n", " ' inflating: Val/53_19.mp4 ',\n", " ' inflating: __MACOSX/Val/._53_19.mp4 ',\n", " ' inflating: Val/115_10.mp4 ',\n", " ' inflating: __MACOSX/Val/._115_10.mp4 ',\n", " ' inflating: Val/268_2.mp4 ',\n", " ' inflating: __MACOSX/Val/._268_2.mp4 ',\n", " ' inflating: Val/289_68.mp4 ',\n", " ' inflating: __MACOSX/Val/._289_68.mp4 ',\n", " ' inflating: Val/294_39.mp4 ',\n", " ' inflating: __MACOSX/Val/._294_39.mp4 ',\n", " ' inflating: Val/289_54.mp4 ',\n", " ' inflating: __MACOSX/Val/._289_54.mp4 ',\n", " ' inflating: Val/294_11.mp4 ',\n", " ' inflating: __MACOSX/Val/._294_11.mp4 ',\n", " ' inflating: Val/289_40.mp4 ',\n", " ' inflating: __MACOSX/Val/._289_40.mp4 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__MACOSX/Val/._31_8.mp4 ',\n", " ' inflating: Val/5_6.mp4 ',\n", " ' inflating: __MACOSX/Val/._5_6.mp4 ',\n", " ' inflating: Val/212_1.mp4 ',\n", " ' inflating: __MACOSX/Val/._212_1.mp4 ',\n", " ' inflating: Val/298_38.mp4 ',\n", " ' inflating: __MACOSX/Val/._298_38.mp4 ',\n", " ' inflating: Val/298_10.mp4 ',\n", " ' inflating: __MACOSX/Val/._298_10.mp4 ',\n", " ' inflating: Val/44_14.mp4 ',\n", " ' inflating: __MACOSX/Val/._44_14.mp4 ',\n", " ' inflating: Val/81_1.mp4 ',\n", " ' inflating: __MACOSX/Val/._81_1.mp4 ',\n", " ' inflating: Val/209_2.mp4 ',\n", " ' inflating: __MACOSX/Val/._209_2.mp4 ',\n", " ' inflating: Val/115_7.mp4 ',\n", " ' inflating: __MACOSX/Val/._115_7.mp4 ',\n", " ' inflating: Val/44_28.mp4 ',\n", " ' inflating: __MACOSX/Val/._44_28.mp4 ',\n", " ' inflating: Val/11_15.mp4 ',\n", " ' inflating: __MACOSX/Val/._11_15.mp4 ',\n", " ' inflating: Val/294_10.mp4 ',\n", " ' inflating: __MACOSX/Val/._294_10.mp4 ',\n", " ' inflating: Val/289_41.mp4 ',\n", " ' inflating: __MACOSX/Val/._289_41.mp4 ',\n", " ' inflating: Val/289_55.mp4 ',\n", " ' inflating: __MACOSX/Val/._289_55.mp4 ',\n", " ' inflating: Val/294_38.mp4 ',\n", " ' inflating: __MACOSX/Val/._294_38.mp4 ',\n", " ' inflating: Val/131_6.mp4 ',\n", " ' inflating: __MACOSX/Val/._131_6.mp4 ',\n", " ' inflating: Val/268_3.mp4 ',\n", " ' inflating: __MACOSX/Val/._268_3.mp4 ',\n", " ' inflating: Val/54_11.mp4 ',\n", " ' inflating: __MACOSX/Val/._54_11.mp4 ',\n", " ' inflating: Val/53_18.mp4 ',\n", " ' inflating: __MACOSX/Val/._53_18.mp4 ',\n", " ' inflating: Val/320_12.mp4 ',\n", " ' inflating: __MACOSX/Val/._320_12.mp4 ',\n", " ' inflating: Val/53_30.mp4 ',\n", " ' inflating: __MACOSX/Val/._53_30.mp4 ',\n", " ' inflating: Val/45_5.mp4 ',\n", " ' inflating: __MACOSX/Val/._45_5.mp4 ',\n", " ' inflating: Val/53_24.mp4 ',\n", " ' inflating: __MACOSX/Val/._53_24.mp4 ',\n", " ' inflating: Val/314_2.mp4 ',\n", " ' inflating: __MACOSX/Val/._314_2.mp4 ',\n", " ' inflating: Val/306_16.mp4 ',\n", " ' inflating: __MACOSX/Val/._306_16.mp4 ',\n", " ' inflating: Val/332_1.mp4 ',\n", " ' inflating: __MACOSX/Val/._332_1.mp4 ',\n", " ' inflating: Val/1_2.mp4 ',\n", " ' inflating: __MACOSX/Val/._1_2.mp4 ',\n", " ' inflating: Val/27_14.mp4 ',\n", " ' inflating: __MACOSX/Val/._27_14.mp4 ',\n", " ' inflating: Val/306_12.mp4 ',\n", " ' inflating: __MACOSX/Val/._306_12.mp4 ',\n", " ' inflating: Val/284_11.mp4 ',\n", " ' inflating: __MACOSX/Val/._284_11.mp4 ',\n", " ' inflating: Val/320_16.mp4 ',\n", " ' inflating: __MACOSX/Val/._320_16.mp4 ',\n", " ' inflating: Val/152_1.mp4 ',\n", " ' inflating: __MACOSX/Val/._152_1.mp4 ',\n", " ' inflating: Val/54_15.mp4 ',\n", " ' inflating: __MACOSX/Val/._54_15.mp4 ',\n", " ' inflating: Val/268_7.mp4 ',\n", " ' inflating: __MACOSX/Val/._268_7.mp4 ',\n", " ' inflating: Val/53_20.mp4 ',\n", " ' inflating: __MACOSX/Val/._53_20.mp4 ',\n", " ' inflating: Val/53_34.mp4 ',\n", " ' inflating: __MACOSX/Val/._53_34.mp4 ',\n", " ' inflating: Val/45_1.mp4 ',\n", " ' inflating: __MACOSX/Val/._45_1.mp4 ',\n", " ' inflating: Val/70_8.mp4 ',\n", " ' inflating: __MACOSX/Val/._70_8.mp4 ',\n", " ' inflating: Val/251_3.mp4 ',\n", " ' inflating: __MACOSX/Val/._251_3.mp4 ',\n", " ' inflating: Val/289_51.mp4 ',\n", " ' inflating: __MACOSX/Val/._289_51.mp4 ',\n", " ' inflating: Val/289_45.mp4 ',\n", " ' inflating: __MACOSX/Val/._289_45.mp4 ',\n", " ' inflating: Val/294_14.mp4 ',\n", " ' inflating: __MACOSX/Val/._294_14.mp4 ',\n", " ' inflating: Val/294_28.mp4 ',\n", " ' inflating: __MACOSX/Val/._294_28.mp4 ',\n", " ' inflating: Val/150_3.mp4 ',\n", " ' inflating: __MACOSX/Val/._150_3.mp4 ',\n", " ' inflating: Val/115_3.mp4 ',\n", " ' inflating: __MACOSX/Val/._115_3.mp4 ',\n", " ' inflating: Val/209_6.mp4 ',\n", " ' inflating: __MACOSX/Val/._209_6.mp4 ',\n", " ' inflating: Val/11_9.mp4 ',\n", " ' inflating: __MACOSX/Val/._11_9.mp4 ',\n", " ' inflating: Val/54_9.mp4 ',\n", " ' inflating: __MACOSX/Val/._54_9.mp4 ',\n", " ' inflating: Val/11_11.mp4 ',\n", " ' inflating: __MACOSX/Val/._11_11.mp4 ',\n", " ' inflating: Val/298_28.mp4 ',\n", " ' inflating: __MACOSX/Val/._298_28.mp4 ',\n", " ' inflating: Val/212_5.mp4 ',\n", " ' inflating: __MACOSX/Val/._212_5.mp4 ',\n", " ' inflating: Val/5_2.mp4 ',\n", " ' inflating: __MACOSX/Val/._5_2.mp4 ',\n", " ' inflating: Val/298_14.mp4 ',\n", " ' inflating: __MACOSX/Val/._298_14.mp4 ',\n", " ' inflating: Val/70_14.mp4 ',\n", " ' inflating: __MACOSX/Val/._70_14.mp4 ',\n", " ' inflating: Val/86_27.mp4 ',\n", " ' inflating: __MACOSX/Val/._86_27.mp4 ',\n", " ' inflating: Val/86_33.mp4 ',\n", " ' inflating: __MACOSX/Val/._86_33.mp4 ',\n", " ' inflating: Val/154_7.mp4 ',\n", " ' inflating: __MACOSX/Val/._154_7.mp4 ',\n", " ' inflating: Val/222_13.mp4 ',\n", " ' inflating: __MACOSX/Val/._222_13.mp4 ',\n", " ' inflating: Val/325_26.mp4 ',\n", " ' inflating: __MACOSX/Val/._325_26.mp4 ',\n", " ' inflating: Val/325_32.mp4 ',\n", " ' inflating: __MACOSX/Val/._325_32.mp4 ',\n", " ' inflating: Val/325_33.mp4 ',\n", " ' inflating: __MACOSX/Val/._325_33.mp4 ',\n", " ' inflating: Val/81_13.mp4 ',\n", " ' inflating: __MACOSX/Val/._81_13.mp4 ',\n", " ' inflating: Val/325_27.mp4 ',\n", " ' inflating: __MACOSX/Val/._325_27.mp4 ',\n", " ' inflating: Val/86_32.mp4 ',\n", " ' inflating: __MACOSX/Val/._86_32.mp4 ',\n", " ' inflating: Val/222_12.mp4 ',\n", " ' inflating: __MACOSX/Val/._222_12.mp4 ',\n", " ' inflating: Val/86_26.mp4 ',\n", " ' inflating: __MACOSX/Val/._86_26.mp4 ',\n", " ' inflating: Val/70_29.mp4 ',\n", " ' inflating: __MACOSX/Val/._70_29.mp4 ',\n", " ' inflating: Val/70_15.mp4 ',\n", " ' inflating: __MACOSX/Val/._70_15.mp4 ',\n", " ' inflating: Val/190_2.mp4 ',\n", " ' inflating: __MACOSX/Val/._190_2.mp4 ',\n", " ' inflating: Val/298_15.mp4 ',\n", " ' inflating: __MACOSX/Val/._298_15.mp4 ',\n", " ' inflating: Val/5_3.mp4 ',\n", " ' inflating: __MACOSX/Val/._5_3.mp4 ',\n", " ' inflating: Val/212_4.mp4 ',\n", " ' inflating: __MACOSX/Val/._212_4.mp4 ',\n", " ' inflating: Val/298_29.mp4 ',\n", " ' inflating: __MACOSX/Val/._298_29.mp4 ',\n", " ' inflating: Val/11_8.mp4 ',\n", " ' inflating: __MACOSX/Val/._11_8.mp4 ',\n", " ' inflating: Val/11_10.mp4 ',\n", " ' inflating: __MACOSX/Val/._11_10.mp4 ',\n", " ' inflating: Val/54_8.mp4 ',\n", " ' inflating: __MACOSX/Val/._54_8.mp4 ',\n", " ' inflating: Val/81_4.mp4 ',\n", " ' inflating: __MACOSX/Val/._81_4.mp4 ',\n", " ' inflating: Val/44_11.mp4 ',\n", " ' inflating: __MACOSX/Val/._44_11.mp4 ',\n", " ' inflating: Val/150_2.mp4 ',\n", " ' inflating: __MACOSX/Val/._150_2.mp4 ',\n", " ' inflating: Val/209_7.mp4 ',\n", " ' inflating: __MACOSX/Val/._209_7.mp4 ',\n", " ' inflating: Val/115_2.mp4 ',\n", " ' inflating: __MACOSX/Val/._115_2.mp4 ',\n", " ' inflating: Val/294_29.mp4 ',\n", " ' inflating: __MACOSX/Val/._294_29.mp4 ',\n", " ' inflating: Val/289_44.mp4 ',\n", " ' inflating: __MACOSX/Val/._289_44.mp4 ',\n", " ' inflating: Val/294_15.mp4 ',\n", " ' inflating: __MACOSX/Val/._294_15.mp4 ',\n", " ' inflating: Val/251_2.mp4 ',\n", " ' inflating: __MACOSX/Val/._251_2.mp4 ',\n", " ' inflating: Val/289_50.mp4 ',\n", " ' inflating: __MACOSX/Val/._289_50.mp4 ',\n", " ' inflating: Val/70_9.mp4 ',\n", " ' inflating: __MACOSX/Val/._70_9.mp4 ',\n", " ' inflating: Val/53_35.mp4 ',\n", " ' inflating: __MACOSX/Val/._53_35.mp4 ',\n", " ' inflating: Val/53_21.mp4 ',\n", " ' inflating: __MACOSX/Val/._53_21.mp4 ',\n", " ' inflating: Val/268_6.mp4 ',\n", " ' inflating: __MACOSX/Val/._268_6.mp4 ',\n", " ' inflating: Val/131_3.mp4 ',\n", " ' inflating: __MACOSX/Val/._131_3.mp4 ',\n", " ' inflating: Val/320_17.mp4 ',\n", " ' inflating: __MACOSX/Val/._320_17.mp4 ',\n", " ' inflating: Val/54_14.mp4 ',\n", " ' inflating: __MACOSX/Val/._54_14.mp4 ',\n", " ' inflating: Val/27_11.mp4 ',\n", " ' inflating: __MACOSX/Val/._27_11.mp4 ',\n", " ' inflating: Val/284_10.mp4 ',\n", " ' inflating: __MACOSX/Val/._284_10.mp4 ',\n", " ' inflating: Val/306_13.mp4 ',\n", " ' inflating: __MACOSX/Val/._306_13.mp4 ',\n", " ' inflating: Val/314_5.mp4 ',\n", " ' inflating: __MACOSX/Val/._314_5.mp4 ',\n", " ' inflating: Val/306_11.mp4 ',\n", " ' inflating: __MACOSX/Val/._306_11.mp4 ',\n", " ' inflating: Val/284_12.mp4 ',\n", " ' inflating: __MACOSX/Val/._284_12.mp4 ',\n", " ' inflating: Val/27_13.mp4 ',\n", " ' inflating: __MACOSX/Val/._27_13.mp4 ',\n", " ' inflating: Val/268_4.mp4 ',\n", " ' inflating: __MACOSX/Val/._268_4.mp4 ',\n", " ' inflating: Val/54_16.mp4 ',\n", " ' inflating: __MACOSX/Val/._54_16.mp4 ',\n", " ' inflating: Val/320_15.mp4 ',\n", " ' inflating: __MACOSX/Val/._320_15.mp4 ',\n", " ' inflating: Val/53_37.mp4 ',\n", " ' inflating: __MACOSX/Val/._53_37.mp4 ',\n", " ' inflating: Val/45_2.mp4 ',\n", " ' inflating: __MACOSX/Val/._45_2.mp4 ',\n", " ' inflating: Val/53_23.mp4 ',\n", " ' inflating: __MACOSX/Val/._53_23.mp4 ',\n", " ' inflating: Val/294_17.mp4 ',\n", " ' inflating: __MACOSX/Val/._294_17.mp4 ',\n", " ' inflating: Val/289_46.mp4 ',\n", " ' inflating: __MACOSX/Val/._289_46.mp4 ',\n", " ' inflating: Val/289_52.mp4 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Val/222_11.mp4 ',\n", " ' inflating: __MACOSX/Val/._222_11.mp4 ',\n", " ' inflating: Val/154_5.mp4 ',\n", " ' inflating: __MACOSX/Val/._154_5.mp4 ',\n", " ' inflating: Val/86_31.mp4 ',\n", " ' inflating: __MACOSX/Val/._86_31.mp4 ',\n", " ' inflating: Val/298_16.mp4 ',\n", " ' inflating: __MACOSX/Val/._298_16.mp4 ',\n", " ' inflating: Val/325_9.mp4 ',\n", " ' inflating: __MACOSX/Val/._325_9.mp4 ',\n", " ' inflating: Val/212_7.mp4 ',\n", " ' inflating: __MACOSX/Val/._212_7.mp4 ',\n", " ' inflating: Val/11_13.mp4 ',\n", " ' inflating: __MACOSX/Val/._11_13.mp4 ',\n", " ' inflating: Val/115_1.mp4 ',\n", " ' inflating: __MACOSX/Val/._115_1.mp4 ',\n", " ' inflating: Val/150_1.mp4 ',\n", " ' inflating: __MACOSX/Val/._150_1.mp4 ',\n", " ' inflating: Val/44_12.mp4 ',\n", " ' inflating: __MACOSX/Val/._44_12.mp4 ',\n", " ' inflating: Val/81_7.mp4 ',\n", " ' inflating: __MACOSX/Val/._81_7.mp4 ',\n", " ' inflating: Val/289_53.mp4 ',\n", " ' inflating: __MACOSX/Val/._289_53.mp4 ',\n", " ' inflating: Val/251_1.mp4 ',\n", " ' inflating: __MACOSX/Val/._251_1.mp4 ',\n", " ' inflating: Val/294_16.mp4 ',\n", " ' inflating: __MACOSX/Val/._294_16.mp4 ',\n", " ' inflating: Val/289_47.mp4 ',\n", " ' inflating: __MACOSX/Val/._289_47.mp4 ',\n", " ' inflating: Val/53_22.mp4 ',\n", " ' inflating: __MACOSX/Val/._53_22.mp4 ',\n", " ' inflating: Val/53_36.mp4 ',\n", " ' inflating: __MACOSX/Val/._53_36.mp4 ',\n", " ' inflating: Val/54_17.mp4 ',\n", " ' inflating: __MACOSX/Val/._54_17.mp4 ',\n", " ' inflating: Val/320_14.mp4 ',\n", " ' inflating: __MACOSX/Val/._320_14.mp4 ',\n", " ' inflating: Val/268_5.mp4 ',\n", " ' inflating: __MACOSX/Val/._268_5.mp4 ',\n", " ' inflating: Val/306_10.mp4 ',\n", " ' inflating: __MACOSX/Val/._306_10.mp4 ',\n", " ' inflating: Val/314_4.mp4 ',\n", " ' inflating: __MACOSX/Val/._314_4.mp4 ',\n", " ' inflating: Val/306_21.mp4 ',\n", " ' inflating: __MACOSX/Val/._306_21.mp4 ',\n", " ' inflating: Val/190_10.mp4 ',\n", " ' inflating: __MACOSX/Val/._190_10.mp4 ',\n", " ' inflating: Val/53_13.mp4 ',\n", " ' inflating: __MACOSX/Val/._53_13.mp4 ',\n", " ' inflating: Val/104_4.mp4 ',\n", " ' inflating: __MACOSX/Val/._104_4.mp4 ',\n", " ' inflating: Val/70_7.mp4 ',\n", " ' inflating: __MACOSX/Val/._70_7.mp4 ',\n", " ' inflating: Val/305_1.mp4 ',\n", " ' inflating: __MACOSX/Val/._305_1.mp4 ',\n", " ' inflating: Val/323_2.mp4 ',\n", " ' inflating: __MACOSX/Val/._323_2.mp4 ',\n", " ' inflating: Val/289_62.mp4 ',\n", " ' inflating: __MACOSX/Val/._289_62.mp4 ',\n", " ' inflating: Val/294_33.mp4 ',\n", " ' inflating: __MACOSX/Val/._294_33.mp4 ',\n", " ' inflating: Val/294_27.mp4 ',\n", " ' inflating: __MACOSX/Val/._294_27.mp4 ',\n", " ' inflating: Val/209_9.mp4 ',\n", " ' inflating: __MACOSX/Val/._209_9.mp4 ',\n", " ' inflating: Val/11_6.mp4 ',\n", " ' inflating: __MACOSX/Val/._11_6.mp4 ',\n", " ' inflating: Val/44_23.mp4 ',\n", " ' inflating: __MACOSX/Val/._44_23.mp4 ',\n", " ' inflating: Val/298_27.mp4 ',\n", " ' inflating: __MACOSX/Val/._298_27.mp4 ',\n", " ' inflating: Val/325_4.mp4 ',\n", " ' inflating: __MACOSX/Val/._325_4.mp4 ',\n", " ' inflating: Val/298_33.mp4 ',\n", " ' inflating: __MACOSX/Val/._298_33.mp4 ',\n", " ' inflating: Val/335_10.mp4 ',\n", " ' inflating: __MACOSX/Val/._335_10.mp4 ',\n", " ' inflating: Val/31_3.mp4 ',\n", " ' inflating: __MACOSX/Val/._31_3.mp4 ',\n", " ' inflating: Val/70_27.mp4 ',\n", " ' inflating: __MACOSX/Val/._70_27.mp4 ',\n", " ' inflating: Val/86_28.mp4 ',\n", " ' inflating: __MACOSX/Val/._86_28.mp4 ',\n", " ' inflating: Val/325_15.mp4 ',\n", " ' inflating: __MACOSX/Val/._325_15.mp4 ',\n", " ' inflating: Val/81_21.mp4 ',\n", " ' inflating: __MACOSX/Val/._81_21.mp4 ',\n", " ' inflating: Val/154_8.mp4 ',\n", " ' inflating: __MACOSX/Val/._154_8.mp4 ',\n", " ' inflating: Val/86_14.mp4 ',\n", " ' inflating: __MACOSX/Val/._86_14.mp4 ',\n", " ' inflating: Val/181_4.mp4 ',\n", " ' inflating: __MACOSX/Val/._181_4.mp4 ',\n", " ' inflating: Val/325_29.mp4 ',\n", " ' inflating: __MACOSX/Val/._325_29.mp4 ',\n", " ' inflating: Val/15_2.mp4 ',\n", " ' inflating: __MACOSX/Val/._15_2.mp4 ',\n", " ' inflating: Val/15_3.mp4 ',\n", " ' inflating: __MACOSX/Val/._15_3.mp4 ',\n", " ' inflating: Val/325_28.mp4 ',\n", " ' inflating: __MACOSX/Val/._325_28.mp4 ',\n", " ' inflating: Val/181_5.mp4 ',\n", " ' inflating: __MACOSX/Val/._181_5.mp4 ',\n", " ' inflating: Val/154_9.mp4 ',\n", " ' inflating: __MACOSX/Val/._154_9.mp4 ',\n", " ' inflating: Val/86_29.mp4 ',\n", " ' inflating: __MACOSX/Val/._86_29.mp4 ',\n", " ' inflating: Val/325_14.mp4 ',\n", " ' inflating: __MACOSX/Val/._325_14.mp4 ',\n", " ' inflating: Val/70_26.mp4 ',\n", " ' inflating: __MACOSX/Val/._70_26.mp4 ',\n", " ' inflating: Val/31_2.mp4 ',\n", " ' inflating: __MACOSX/Val/._31_2.mp4 ',\n", " ' inflating: Val/145_1.mp4 ',\n", " ' inflating: __MACOSX/Val/._145_1.mp4 ',\n", " ' inflating: Val/100_1.mp4 ',\n", " ' inflating: __MACOSX/Val/._100_1.mp4 ',\n", " ' inflating: Val/298_32.mp4 ',\n", " ' inflating: __MACOSX/Val/._298_32.mp4 ',\n", " ' inflating: Val/298_26.mp4 ',\n", " ' inflating: __MACOSX/Val/._298_26.mp4 ',\n", " ' inflating: Val/325_5.mp4 ',\n", " ' inflating: __MACOSX/Val/._325_5.mp4 ',\n", " ' inflating: Val/44_22.mp4 ',\n", " ' inflating: __MACOSX/Val/._44_22.mp4 ',\n", " ' inflating: Val/157_16.mp4 ',\n", " ' inflating: __MACOSX/Val/._157_16.mp4 ',\n", " ' inflating: Val/54_7.mp4 ',\n", " ' inflating: __MACOSX/Val/._54_7.mp4 ',\n", " ' inflating: Val/11_7.mp4 ',\n", " ' inflating: __MACOSX/Val/._11_7.mp4 ',\n", " ' inflating: Val/209_8.mp4 ',\n", " ' inflating: __MACOSX/Val/._209_8.mp4 ',\n", " ' inflating: Val/294_26.mp4 ',\n", " ' inflating: __MACOSX/Val/._294_26.mp4 ',\n", " ' inflating: Val/284_1.mp4 ',\n", " ' inflating: __MACOSX/Val/._284_1.mp4 ',\n", " ' inflating: Val/289_63.mp4 ',\n", " ' inflating: __MACOSX/Val/._289_63.mp4 ',\n", " ' inflating: Val/294_32.mp4 ',\n", " ' inflating: __MACOSX/Val/._294_32.mp4 ',\n", " ' inflating: Val/323_3.mp4 ',\n", " ' inflating: __MACOSX/Val/._323_3.mp4 ',\n", " ' inflating: Val/70_6.mp4 ',\n", " ' inflating: __MACOSX/Val/._70_6.mp4 ',\n", " ' inflating: Val/53_12.mp4 ',\n", " ' inflating: __MACOSX/Val/._53_12.mp4 ',\n", " ' inflating: Val/306_20.mp4 ',\n", " ' inflating: __MACOSX/Val/._306_20.mp4 ',\n", " ' inflating: Val/27_20.mp4 ',\n", " ' inflating: __MACOSX/Val/._27_20.mp4 ',\n", " ' inflating: Val/53_10.mp4 ',\n", " ' inflating: __MACOSX/Val/._53_10.mp4 ',\n", " ' inflating: Val/54_19.mp4 ',\n", " ' inflating: __MACOSX/Val/._54_19.mp4 ',\n", " ' inflating: Val/70_4.mp4 ',\n", " ' inflating: __MACOSX/Val/._70_4.mp4 ',\n", " ' inflating: Val/53_38.mp4 ',\n", " ' inflating: __MACOSX/Val/._53_38.mp4 ',\n", " ' inflating: Val/289_49.mp4 ',\n", " ' inflating: __MACOSX/Val/._289_49.mp4 ',\n", " ' inflating: Val/323_1.mp4 ',\n", " ' inflating: __MACOSX/Val/._323_1.mp4 ',\n", " ' inflating: Val/294_18.mp4 ',\n", " ' inflating: __MACOSX/Val/._294_18.mp4 ',\n", " ' inflating: Val/305_2.mp4 ',\n", " ' inflating: __MACOSX/Val/._305_2.mp4 ',\n", " ' inflating: Val/284_3.mp4 ',\n", " ' inflating: __MACOSX/Val/._284_3.mp4 ',\n", " ' inflating: Val/294_24.mp4 ',\n", " ' inflating: __MACOSX/Val/._294_24.mp4 ',\n", " ' inflating: Val/294_30.mp4 ',\n", " ' inflating: __MACOSX/Val/._294_30.mp4 ',\n", " ' inflating: Val/289_61.mp4 ',\n", " ' inflating: __MACOSX/Val/._289_61.mp4 ',\n", " ' inflating: Val/81_9.mp4 ',\n", " ' inflating: __MACOSX/Val/._81_9.mp4 ',\n", " ' inflating: Val/143_5.mp4 ',\n", " ' inflating: __MACOSX/Val/._143_5.mp4 ',\n", " ' inflating: Val/157_14.mp4 ',\n", " ' inflating: __MACOSX/Val/._157_14.mp4 ',\n", " ' inflating: Val/44_20.mp4 ',\n", " ' inflating: __MACOSX/Val/._44_20.mp4 ',\n", " ' inflating: Val/11_5.mp4 ',\n", " ' inflating: __MACOSX/Val/._11_5.mp4 ',\n", " ' inflating: Val/54_5.mp4 ',\n", " ' inflating: __MACOSX/Val/._54_5.mp4 ',\n", " ' inflating: Val/298_30.mp4 ',\n", " ' inflating: __MACOSX/Val/._298_30.mp4 ',\n", " ' inflating: Val/212_9.mp4 ',\n", " ' inflating: __MACOSX/Val/._212_9.mp4 ',\n", " ' inflating: Val/325_7.mp4 ',\n", " ' inflating: __MACOSX/Val/._325_7.mp4 ',\n", " ' inflating: Val/298_24.mp4 ',\n", " ' inflating: __MACOSX/Val/._298_24.mp4 ',\n", " ' inflating: Val/298_18.mp4 ',\n", " ' inflating: __MACOSX/Val/._298_18.mp4 ',\n", " ' inflating: Val/100_3.mp4 ',\n", " ' inflating: __MACOSX/Val/._100_3.mp4 ',\n", " ' inflating: Val/145_3.mp4 ',\n", " ' inflating: __MACOSX/Val/._145_3.mp4 ',\n", " ' inflating: Val/70_30.mp4 ',\n", " ' inflating: __MACOSX/Val/._70_30.mp4 ',\n", " ' inflating: Val/70_24.mp4 ',\n", " ' inflating: __MACOSX/Val/._70_24.mp4 ',\n", " ' inflating: Val/325_16.mp4 ',\n", " ' inflating: __MACOSX/Val/._325_16.mp4 ',\n", " ' inflating: Val/181_7.mp4 ',\n", " ' inflating: __MACOSX/Val/._181_7.mp4 ',\n", " ' inflating: Val/86_17.mp4 ',\n", " ' inflating: __MACOSX/Val/._86_17.mp4 ',\n", " ' inflating: Val/86_16.mp4 ',\n", " ' inflating: __MACOSX/Val/._86_16.mp4 ',\n", " ' inflating: Val/81_23.mp4 ',\n", " ' inflating: __MACOSX/Val/._81_23.mp4 ',\n", " ' inflating: Val/325_17.mp4 ',\n", " ' inflating: __MACOSX/Val/._325_17.mp4 ',\n", " ' inflating: Val/70_25.mp4 ',\n", " ' inflating: __MACOSX/Val/._70_25.mp4 ',\n", " ' inflating: Val/70_19.mp4 ',\n", " ' inflating: __MACOSX/Val/._70_19.mp4 ',\n", " ' inflating: Val/145_2.mp4 ',\n", " ' inflating: __MACOSX/Val/._145_2.mp4 ',\n", " ' inflating: Val/298_19.mp4 ',\n", " ' inflating: __MACOSX/Val/._298_19.mp4 ',\n", " ' inflating: Val/325_6.mp4 ',\n", " ...]" ] }, "metadata": { "tags": [] }, "execution_count": 7 } ] }, { "cell_type": "code", "metadata": { "id": "XCrIfxOLHjBI", "colab_type": "code", "outputId": "a1052294-40db-470b-fd32-92b8baa64168", "colab": { "base_uri": "https://localhost:8080/", "height": 69 } }, "source": [ "from src.preprocessors.audio_preprocessor import AudioPreprocessor\n", "audio_preprocessor_train = AudioPreprocessor(video_folder='Train/' , output_folder='train-full/' , label_path='../Train_labels.txt')" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "Using TensorFlow backend.\n" ], "name": "stderr" }, { "output_type": "stream", "text": [ "Video Preprocessor created with video_folder = Train/ , output_folder = train-full/, output_file = None\n", "Frames will be created with hop_size = 0.5\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "DBb7eocbL0AV", "colab_type": "code", "outputId": "927f0137-2344-4df8-d2f8-b0f61a2c1ab0", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 } }, "source": [ "audio_preprocessor_train.preprocess(batch_size=200)" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 303_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 303_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 303_9.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 307_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 307_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 307_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 310_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 312_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 315_10.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 315_11.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 315_12.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 315_13.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 315_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 315_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 315_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 315_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 315_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 315_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 315_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 315_9.mp4extracted_audio.wav ...\n", "2255/2255 [==============================] - 7s 3ms/step\n", "(1435, 11, 6144)\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 316_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 316_10.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 316_11.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 316_12.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 316_13.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 316_14.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 316_15.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 316_16.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 316_17.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 316_18.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 316_19.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 316_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 316_20.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 316_21.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 316_22.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 316_23.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 316_24.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 316_25.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 316_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 316_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 316_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 316_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 316_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 316_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 316_9.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 317_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 317_10.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 317_11.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 317_12.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 317_13.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 317_14.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 317_15.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 317_16.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 317_17.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 317_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 317_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 317_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 317_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 317_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 317_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 317_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 317_9.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 319_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 319_10.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 319_11.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 319_12.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 319_13.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 319_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 319_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 319_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 319_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 319_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 319_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 319_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 319_9.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_10.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_11.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_12.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_13.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_14.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_15.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_16.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_17.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_18.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_19.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_20.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_21.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_22.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_23.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_24.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_25.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_26.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_27.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_28.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_29.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_30.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_31.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_32.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_33.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_34.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_35.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_36.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_37.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_38.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_39.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_40.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_41.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_42.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_43.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_44.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_45.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_46.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_47.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_48.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_49.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_50.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_51.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_52.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_53.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 321_9.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 322_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 322_10.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 322_11.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 322_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 322_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 322_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 322_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 322_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 322_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 322_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 322_9.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_10.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_100.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_101.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_102.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_103.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_104.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_105.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_106.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_107.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_108.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_109.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_11.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_110.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_111.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_112.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_113.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_114.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_115.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_116.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_117.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_118.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_119.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_12.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_120.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_121.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_122.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_123.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_124.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_125.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_126.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_128.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_129.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_13.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_14.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_15.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_16.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_17.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_18.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_19.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_20.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_21.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_22.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_23.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_24.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_25.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_26.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_27.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_28.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_29.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_30.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_31.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_32.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_33.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_34.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_35.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_36.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_37.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_38.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_39.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_40.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_41.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_42.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_43.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_44.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_45.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_46.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_47.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_48.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_49.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_50.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_51.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_52.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_53.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_54.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_55.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_56.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_57.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_58.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_59.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_60.mp4extracted_audio.wav ...\n", "2255/2255 [==============================] - 7s 3ms/step\n", "(1640, 11, 6144)\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_61.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_62.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_63.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_64.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_65.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_66.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_67.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_68.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_69.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_70.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_71.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_72.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_73.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_74.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_75.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_76.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_77.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_78.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_79.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_80.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_81.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_82.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_83.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_84.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_85.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_86.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_87.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_88.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_89.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_9.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_90.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_91.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_92.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_93.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_94.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_95.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_96.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_97.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_98.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 324_99.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 326_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 326_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 326_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 326_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 326_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 326_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 326_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 326_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 326_9.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_10.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_11.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_12.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_13.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_14.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_15.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_16.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_17.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_18.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_19.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_20.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_21.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_22.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_23.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_25.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_26.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_27.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_28.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_29.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_30.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_31.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_32.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_33.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_34.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_35.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_36.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_37.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_38.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_39.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_40.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_41.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_42.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_43.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_44.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_45.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 328_9.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 329_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 329_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 329_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 329_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 329_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 330_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 330_10.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 330_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 330_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 330_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 330_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 330_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 330_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 330_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 330_9.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 334_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 334_10.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 334_11.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 334_12.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 334_13.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 334_14.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 334_15.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 334_16.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 334_17.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 334_18.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 334_19.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 334_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 334_20.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 334_21.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 334_22.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 334_23.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 334_24.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 334_25.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 334_26.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 334_27.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 334_28.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 334_29.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 334_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 334_30.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 334_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 334_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 334_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 334_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 334_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 334_9.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 336_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 336_10.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 336_11.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 336_12.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 336_13.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 336_14.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 336_15.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 336_16.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 336_17.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 336_18.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 336_19.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 336_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 336_20.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 336_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 336_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 336_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 336_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 336_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 336_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 336_9.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 338_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 338_10.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 338_11.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 338_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 338_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 338_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 338_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 338_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 338_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 338_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 338_9.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 33_10.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 33_11.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 33_13.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 33_14.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 33_16.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 33_17.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 33_18.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 33_19.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 33_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 33_20.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 33_21.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 33_22.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 33_23.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 33_24.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 33_25.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 33_27.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 33_28.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 33_29.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 33_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 33_30.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 33_31.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 33_32.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 33_33.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 33_34.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 33_35.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 33_36.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 33_37.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 33_38.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 33_39.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 33_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 33_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 33_9.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 340_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 340_2.mp4extracted_audio.wav ...\n", "2255/2255 [==============================] - 7s 3ms/step\n", "(1845, 11, 6144)\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 340_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 340_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 340_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 341_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 341_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 341_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 341_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 341_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 344_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 344_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 344_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 344_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 344_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 344_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 344_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 345_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 345_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 345_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 345_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 345_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 347_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 347_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 347_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 347_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 347_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 34_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 34_10.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 34_11.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 34_12.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 34_13.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 34_14.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 34_15.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 34_16.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 34_17.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 34_19.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 34_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 34_20.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 34_21.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 34_22.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 34_24.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 34_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 34_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 34_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 34_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 34_9.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 35_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 35_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 35_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 36_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 36_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 36_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 37_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 37_10.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 37_11.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 37_12.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 37_13.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 37_14.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 37_15.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 37_17.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 37_18.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 37_19.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 37_20.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 37_21.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 37_22.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 37_24.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 37_25.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 37_26.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 37_27.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 37_29.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 37_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 37_30.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 37_32.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 37_33.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 37_36.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 37_37.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 37_39.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 37_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 37_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 37_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 37_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 38_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 38_11.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 38_13.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 38_14.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 38_15.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 38_18.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 38_20.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 38_21.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 38_22.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 38_24.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 38_25.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 38_26.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 38_27.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 38_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 38_31.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 38_32.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 38_33.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 38_34.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 38_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 38_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 38_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 38_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 38_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 38_9.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_11.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_12.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_16.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_18.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_19.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_21.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_23.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_24.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_25.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_26.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_27.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_29.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_31.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_32.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_33.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_35.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_36.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_38.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_39.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_40.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_41.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_43.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_44.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_45.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_46.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_47.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_48.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_49.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_51.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_52.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_54.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_55.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_56.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_57.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_59.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_61.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_62.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_63.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_64.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_65.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_66.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_67.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_68.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_70.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_72.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_73.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_74.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 39_9.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 3_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 3_10.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 3_11.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 3_12.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 3_13.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 3_14.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 3_15.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 3_16.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 3_17.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 3_18.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 3_19.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 3_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 3_20.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 3_21.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 3_22.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 3_23.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 3_24.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 3_25.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 3_26.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 3_27.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 3_28.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 3_29.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 3_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 3_30.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 3_31.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 3_32.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 3_33.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 3_34.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 3_35.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 3_36.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 3_37.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 3_38.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 3_39.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 3_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 3_40.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 3_41.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 3_42.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 3_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 3_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 3_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 3_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 3_9.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 41_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 41_10.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 41_11.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 41_12.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 41_13.mp4extracted_audio.wav ...\n", "2244/2244 [==============================] - 7s 3ms/step\n", "(2049, 11, 6144)\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 41_14.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 41_15.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 41_16.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 41_17.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 41_18.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 41_19.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 41_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 41_20.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 41_21.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 41_22.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 41_23.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 41_24.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 41_25.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 41_26.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 41_27.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 41_28.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 41_29.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 41_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 41_30.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 41_31.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 41_32.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 41_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 41_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 41_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 41_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 41_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 41_9.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 43_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 43_10.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 43_11.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 43_12.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 43_13.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 43_14.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 43_15.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 43_16.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 43_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 43_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 43_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 43_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 43_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 43_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 43_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 43_9.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 47_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 47_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 47_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 47_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 47_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 47_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 4_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 4_10.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 4_11.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 4_12.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 4_13.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 4_14.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 4_15.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 4_16.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 4_17.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 4_18.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 4_19.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 4_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 4_20.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 4_21.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 4_22.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 4_23.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 4_24.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 4_25.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 4_26.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 4_27.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 4_28.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 4_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 4_30.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 4_31.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 4_32.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 4_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 4_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 4_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 4_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 4_9.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 51_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 51_10.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 51_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 51_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 51_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 51_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 51_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 51_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 51_9.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 52_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 52_11.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 52_13.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 52_15.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 52_16.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 52_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 52_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 52_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 52_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 52_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 52_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 52_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 52_9.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 57_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 57_11.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 57_12.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 57_13.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 57_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 57_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 57_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 57_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 57_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 57_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 57_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 58_12.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 58_13.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 58_17.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 58_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 58_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 58_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 58_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 58_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 58_9.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 60_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 60_10.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 60_11.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 60_14.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 60_15.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 60_17.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 60_18.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 60_19.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 60_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 60_20.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 60_21.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 60_22.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 60_23.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 60_24.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 60_25.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 60_26.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 60_27.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 60_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 60_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 60_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 60_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 61_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 61_10.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 61_11.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 61_13.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 61_14.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 61_15.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 61_16.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 61_17.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 61_18.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 61_19.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 61_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 61_20.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 61_21.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 61_22.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 61_23.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 61_25.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 61_26.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 61_27.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 61_28.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 61_30.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 61_31.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 61_32.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 61_33.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 61_34.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 61_36.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 61_37.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 61_38.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 61_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 61_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 61_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 61_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 61_9.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 62_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 62_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 62_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 64_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 64_10.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 64_11.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 64_13.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 64_16.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 64_17.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 64_18.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 64_19.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 64_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 64_21.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 64_22.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 64_23.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 64_24.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 64_25.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 64_26.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 64_27.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 64_28.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 64_29.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 64_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 64_30.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 64_31.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 64_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 64_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 64_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 64_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 64_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 64_9.mp4extracted_audio.wav ...\n", "2243/2243 [==============================] - 7s 3ms/step\n", "(2253, 11, 6144)\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 66_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 66_10.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 66_12.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 66_13.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 66_16.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 66_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 66_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 66_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 66_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 66_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 66_9.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 68_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 68_11.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 68_12.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 68_13.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 68_14.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 68_15.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 68_16.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 68_17.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 68_18.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 68_19.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 68_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 68_20.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 68_23.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 68_24.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 68_25.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 68_27.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 68_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 68_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 68_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 68_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 68_9.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 69_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 69_10.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 69_11.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 69_12.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 69_13.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 69_14.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 69_15.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 69_16.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 69_17.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 69_18.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 69_19.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 69_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 69_20.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 69_22.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 69_23.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 69_24.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 69_25.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 69_26.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 69_27.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 69_28.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 69_29.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 69_30.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 69_31.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 69_32.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 69_36.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 69_37.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 69_38.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 69_40.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 69_41.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 69_42.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 69_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 69_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 69_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 69_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 69_9.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_10.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_11.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_12.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_13.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_14.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_15.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_16.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_17.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_18.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_19.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_20.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_21.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_22.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_23.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_24.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_25.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_26.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_27.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_28.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_29.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_30.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_31.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_32.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_33.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_34.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_35.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_36.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_37.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_38.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_39.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_40.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_41.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_42.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_43.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_44.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_45.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_46.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_47.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_48.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_49.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_50.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_51.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_52.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_53.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_54.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_55.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_56.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_57.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_58.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_59.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_60.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_61.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_62.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_63.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_64.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_65.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_66.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_67.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 6_9.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 71_10.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 71_11.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 71_13.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 71_14.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 71_15.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 71_17.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 71_18.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 71_19.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 71_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 71_20.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 71_21.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 71_23.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 71_25.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 71_26.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 71_28.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 71_29.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 71_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 71_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 71_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 71_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 71_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 71_9.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 72_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 72_11.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 72_15.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 72_18.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 72_19.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 72_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 72_21.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 72_22.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 72_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 72_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 72_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 72_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 72_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 72_9.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 73_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 73_10.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 73_11.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 73_12.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 73_15.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 73_16.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 73_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 73_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 73_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 73_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 73_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 73_9.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 74_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 74_10.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 74_11.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 74_12.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 74_13.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 74_14.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 74_15.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 74_16.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 74_18.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 74_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 74_21.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 74_23.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 74_24.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 74_25.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 74_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 74_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 74_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 74_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 74_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 74_9.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 75_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 75_10.mp4extracted_audio.wav ...\n", "2244/2244 [==============================] - 7s 3ms/step\n", "(2457, 11, 6144)\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 75_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 75_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 75_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 75_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 75_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 75_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 78_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 78_10.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 78_11.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 78_12.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 78_13.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 78_14.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 78_15.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 78_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 78_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 78_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 78_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 7_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 7_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 7_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 7_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 7_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 7_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 7_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 80_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 80_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 80_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 80_9.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 82_10.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 82_11.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 82_12.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 82_14.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 82_15.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 82_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 82_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 82_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 82_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 82_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 82_9.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 84_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 84_11.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 84_12.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 84_14.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 84_15.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 84_17.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 84_19.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 84_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 84_20.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 84_21.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 84_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 84_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 84_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 84_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 84_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 84_9.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 88_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 88_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 88_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 88_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 88_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 89_12.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 89_13.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 89_15.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 89_16.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 89_17.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 89_18.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 89_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 89_20.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 89_21.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 89_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 89_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 89_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 89_9.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 8_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 8_10.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 8_11.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 8_12.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 8_13.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 8_14.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 8_15.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 8_16.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 8_17.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 8_18.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 8_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 8_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 8_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 8_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 8_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 8_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 8_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 8_9.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 90_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 90_11.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 90_12.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 90_13.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 90_14.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 90_15.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 90_16.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 90_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 90_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 90_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 90_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 90_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 90_9.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 91_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 91_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 91_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 91_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 91_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 91_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 92_10.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 92_11.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 92_12.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 92_13.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 92_16.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 92_17.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 92_18.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 92_19.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 92_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 92_20.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 92_21.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 92_22.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 92_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 92_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 92_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 92_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 92_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 93_10.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 93_12.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 93_14.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 93_15.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 93_16.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 93_18.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 93_19.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 93_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 93_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 93_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 93_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 93_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 93_9.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 94_11.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 94_12.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 94_13.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 94_15.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 94_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 94_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 94_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 94_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 94_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 94_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 94_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 95_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 95_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 95_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 95_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 95_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 95_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 97_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 97_10.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 97_11.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 97_12.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 97_14.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 97_15.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 97_16.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 97_18.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 97_19.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 97_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 97_20.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 97_21.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 97_22.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 97_23.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 97_24.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 97_26.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 97_27.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 97_28.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 97_29.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 97_30.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 97_31.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 97_32.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 97_33.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 97_35.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 97_37.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 97_38.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 97_39.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 97_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 97_40.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 97_41.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 97_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 97_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 97_9.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 9_1.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 9_10.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 9_12.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 9_13.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 9_14.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 9_15.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 9_2.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 9_3.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 9_4.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 9_5.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 9_6.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 9_7.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 9_8.mp4extracted_audio.wav ...\n", "Moviepy - Running:\n", ">>> \"+ \" \".join(cmd)\n", "Moviepy - Command successful\n", "Reading file 9_9.mp4extracted_audio.wav ...\n", "2244/2244 [==============================] - 7s 3ms/step\n", "(2661, 11, 6144)\n", "Done!\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "n4A1-OoTX90M", "colab_type": "code", "colab": {} }, "source": [ "!cp '/content/cs231n-emotiw/train-full/audio-pickle-all-X-openl3.pkl' '/content/drive/My Drive/Machine-Learning-Projects/cs231n-project/notebooks/audio-final'" ], "execution_count": 0, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "W79-5op7ZVb9", "colab_type": "code", "colab": {} }, "source": [ "!cp '/content/cs231n-emotiw/train-full/audio-pickle-all-Y-openl3.pkl' '/content/drive/My Drive/Machine-Learning-Projects/cs231n-project/notebooks/audio-final'" ], "execution_count": 0, "outputs": [] }, { "cell_type": "code", "metadata": { "colab_type": "code", "outputId": "f9fd5f6b-5ae0-4740-d7bd-c47ab5a9777d", "id": "lMTKxm-SS7sl", "colab": { "base_uri": "https://localhost:8080/", "height": 52 } }, "source": [ "from src.preprocessors.audio_preprocessor import AudioPreprocessor\n", "audio_preprocessor_val = AudioPreprocessor(video_folder='Val/' , output_folder='val-full/' , label_path='../Val_labels.txt')" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "Video Preprocessor created with video_folder = Val/ , output_folder = val-full/, output_file = None\n", "Frames will be created with hop_size = 0.5\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "colab_type": "code", "outputId": "f2040386-41f2-40bb-b8ef-a107ab7867bd", "id": "Z177xBr4S7sp", "colab": { "base_uri": "https://localhost:8080/", "height": 329 } }, "source": [ "audio_preprocessor_val.preprocess(batch_size=200)" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "Skipping unzipping files as input is a folder\n" ], "name": "stdout" }, { "output_type": "error", "ename": "OSError", "evalue": "ignored", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mOSError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0maudio_preprocessor_val\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpreprocess\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbatch_size\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m200\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;32m/content/cs231n-emotiw/src/preprocessors/audio_preprocessor.py\u001b[0m in \u001b[0;36mpreprocess\u001b[0;34m(self, batch_size)\u001b[0m\n\u001b[1;32m 77\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlabel_path\u001b[0m \u001b[0;32mis\u001b[0m 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mode, destpath, encoding, newline)\u001b[0m\n\u001b[1;32m 267\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 268\u001b[0m \u001b[0mds\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mDataSource\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdestpath\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 269\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmode\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mencoding\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mencoding\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnewline\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnewline\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 270\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 271\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/numpy/lib/_datasource.py\u001b[0m in \u001b[0;36mopen\u001b[0;34m(self, path, mode, encoding, newline)\u001b[0m\n\u001b[1;32m 621\u001b[0m encoding=encoding, newline=newline)\n\u001b[1;32m 622\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 623\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mIOError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"%s not found.\"\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0mpath\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 624\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 625\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mOSError\u001b[0m: ../Val_labels.txt not found." ] } ] }, { "cell_type": "code", "metadata": { "id": "hEUmThg8ZwXD", "colab_type": "code", "colab": {} }, "source": [ "!cp '/content/cs231n-emotiw/val-full/audio-pickle-all-X-openl3.pkl' '/content/drive/My Drive/Machine-Learning-Projects/cs231n-project/notebooks/audio-final'" ], "execution_count": 0, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "URTRry4BZxxB", "colab_type": "code", "colab": {} }, "source": [ "!cp '/content/cs231n-emotiw/val-full/audio-pickle-all-Y-openl3.pkl' '/content/drive/My Drive/Machine-Learning-Projects/cs231n-project/notebooks/audio-final'" ], "execution_count": 0, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "62u7MqFTd9RQ", "colab_type": "code", "colab": {} }, "source": [ "import numpy as np" ], "execution_count": 0, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "iJqo7-KkdPJn", "colab_type": "code", "colab": {} }, "source": [ "X_train = np.load('/content/drive/My Drive/Machine-Learning-Projects/cs231n-project/datasets/emotiw/audio-pickle-all-X-openl3-train-final.pkl', allow_pickle=True)\n", "Y_train = np.load('/content/drive/My Drive/Machine-Learning-Projects/cs231n-project/datasets/emotiw/audio-pickle-all-Y-openl3-train-final.pkl' , allow_pickle=True)\n", "\n", "Y_val = np.load('/content/drive/My Drive/Machine-Learning-Projects/cs231n-project/datasets/emotiw/audio-pickle-all-Y-openl3-val-final.pkl' , allow_pickle=True)\n", "X_val = np.load('/content/drive/My Drive/Machine-Learning-Projects/cs231n-project/datasets/emotiw/audio-pickle-all-X-openl3-val-final.pkl' , allow_pickle=True)" ], "execution_count": 0, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "S-hDLRV8eArA", "colab_type": "code", "colab": {} }, "source": [ "def normalize(X_train , X_val):\n", " from sklearn.preprocessing import Normalizer\n", " X_train_copy = X_train\n", " X_val_copy = X_val\n", " scaler = Normalizer()\n", "\n", " for i in range(0,X_train_copy.shape[0]):\n", " X_train_copy[i] = scaler.fit_transform(X_train_copy[i])\n", "\n", " for i in range(0,X_val_copy.shape[0]):\n", " X_val_copy[i] = scaler.fit_transform(X_val_copy[i])\n", "\n", " return X_train_copy , X_val_copy" ], "execution_count": 0, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "NT6M8m3HeMuY", "colab_type": "code", "colab": {} }, "source": [ "X_train_norm , X_val_norm = normalize(X_train , X_val)" ], "execution_count": 0, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "AHB0eKeSefSI", "colab_type": "code", "colab": {} }, "source": [ "%tensorflow_version 2.x" ], "execution_count": 0, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "eBN0FKp-eVDj", "colab_type": "code", "colab": {} }, "source": [ " def train(X_train, y_train, epochs=4000 , batch_size=32 , X_val=[] , Y_val=[] , val_split=0.1, save_path = None):\n", " \"\"\"\n", " Train function with the model architecture\n", "\n", " - Outputs\n", " 1. Trained model -- saves the model as a .h5 file to the specified path\n", "\n", " \"\"\"\n", " import tensorflow as tf\n", " from tensorflow import keras\n", " from tensorflow.keras.callbacks import EarlyStopping\n", " from tensorflow.keras.callbacks import ModelCheckpoint\n", "\n", "\n", " # ******** Keras Functional API ********\n", " inputs = tf.keras.Input(shape=[None,6144])\n", "\n", " # CNN Portion\n", " x = tf.keras.layers.Conv1D(64, 2, activation='selu')(inputs) # This does convolves on the time domain. I.e. it is NOT time distributed. \n", " x = tf.keras.layers.BatchNormalization()(x)\n", " x = tf.keras.layers.MaxPooling1D(pool_size=2, strides=1, padding='valid')(x)\n", " x = tf.keras.layers.Dropout(0.4)(x)\n", " x = tf.keras.layers.Conv1D(512, 2, activation='selu')(x)\n", " x = tf.keras.layers.BatchNormalization()(x)\n", " x = tf.keras.layers.MaxPooling1D(pool_size=2, strides=1, padding='valid')(x)\n", " x = tf.keras.layers.Dropout(0.2)(x)\n", " x = tf.keras.layers.Conv1D(512, 2, activation='selu')(x)\n", " x = tf.keras.layers.BatchNormalization()(x)\n", " x = tf.keras.layers.MaxPooling1D(pool_size=2, strides=1, padding='valid')(x)\n", " x = tf.keras.layers.Dropout(0.2)(x)\n", " \n", " # Recurrent Portion\n", " x = tf.keras.layers.Bidirectional(keras.layers.LSTM(10, return_sequences=True, input_shape=[None, 6144] , dropout=0.2 , activation='selu'))(x)\n", " x = tf.keras.layers.Bidirectional(keras.layers.LSTM(5))(x)\n", " x = tf.keras.layers.Dense(32 , activation='selu')(x)\n", " x = tf.keras.layers.Dropout(0.4)(x) \n", " outputs = tf.keras.layers.Dense(3 , activation='softmax')(x)\n", "\n", " # Define Hyperparams and Compile\n", " lr_schedule = tf.keras.optimizers.schedules.ExponentialDecay(\n", " initial_learning_rate= 4.4274509683752373e-05, #This LR came from the hyperparameter tuning using the HyperAS (modified HyperOpt for Keras) -- randomized search\n", " decay_steps=10000,\n", " decay_rate=0.9)\n", " rnn_ae = keras.Model(inputs=inputs, outputs=outputs)\n", " opt = keras.optimizers.Adam(learning_rate=lr_schedule)\n", " rnn_ae.compile(loss='sparse_categorical_crossentropy', optimizer=opt , metrics=['accuracy'])\n", "\n", " history = None \n", "\n", " if len(X_val) == 0 or len(Y_val) == 0:\n", " es = EarlyStopping(monitor='val_loss', mode='min', verbose=1, patience=300)\n", " mc = ModelCheckpoint(save_path, monitor='val_acc', mode='max', verbose=1, save_best_only=True)\n", " history = rnn_ae.fit(X_train , y_train , epochs=epochs , batch_size=batch_size, validation_split=val_split , callbacks=[es, mc])\n", " return rnn_ae , history\n", " \n", " es = EarlyStopping(monitor='val_loss', mode='min', verbose=1, patience=300)\n", " mc = ModelCheckpoint(save_path, monitor='val_accuracy', mode='max', verbose=1, save_best_only=True)\n", " history = rnn_ae.fit(X_train , y_train , epochs=epochs , batch_size=batch_size, validation_data=(X_val, Y_val), callbacks=[es, mc])\n", " return rnn_ae , history\n" ], "execution_count": 0, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "VDN6LAqdewnj", "colab_type": "code", "outputId": "83345e64-0558-42cf-d03b-86d6a09a51b6", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 } }, "source": [ "model , history = train(X_train , Y_train , X_val=X_val , Y_val=Y_val , save_path='/content/drive/My Drive/Machine-Learning-Projects/cs231n-project/models/openl3-cnn-lstm-tuned-lr.h5')" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "WARNING:tensorflow:Layer lstm will not use cuDNN kernel since it doesn't meet the cuDNN kernel criteria. It will use generic GPU kernel as fallback when running on GPU\n", "WARNING:tensorflow:Layer lstm will not use cuDNN kernel since it doesn't meet the cuDNN kernel criteria. It will use generic GPU kernel as fallback when running on GPU\n", "WARNING:tensorflow:Layer lstm will not use cuDNN kernel since it doesn't meet the cuDNN kernel criteria. It will use generic GPU kernel as fallback when running on GPU\n", "Epoch 1/4000\n", "WARNING:tensorflow:AutoGraph could not transform .train_function at 0x7f27cce02f28> and will run it as-is.\n", "Please report this to the TensorFlow team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output.\n", "Cause: Bad argument number for Name: 4, expecting 3\n", "To silence this warning, decorate the function with @tf.autograph.experimental.do_not_convert\n", "WARNING: AutoGraph could not transform .train_function at 0x7f27cce02f28> and will run it as-is.\n", "Please report this to the TensorFlow team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output.\n", "Cause: Bad argument number for Name: 4, expecting 3\n", "To silence this warning, decorate the function with @tf.autograph.experimental.do_not_convert\n", "84/84 [==============================] - ETA: 0s - loss: 1.0759 - accuracy: 0.4273WARNING:tensorflow:AutoGraph could not transform .test_function at 0x7f27cc535a60> and will run it as-is.\n", "Please report this to the TensorFlow team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output.\n", "Cause: Bad argument number for Name: 4, expecting 3\n", "To silence this warning, decorate the function with @tf.autograph.experimental.do_not_convert\n", "WARNING: AutoGraph could not transform .test_function at 0x7f27cc535a60> and will run it as-is.\n", "Please report this to the TensorFlow team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output.\n", "Cause: Bad argument number for Name: 4, expecting 3\n", "To silence this warning, decorate the function with @tf.autograph.experimental.do_not_convert\n", "\n", "Epoch 00001: val_accuracy improved from -inf to 0.24021, saving model to /content/drive/My Drive/Machine-Learning-Projects/cs231n-project/models/openl3-cnn-lstm-tuned-lr.h5\n", "84/84 [==============================] - 4s 45ms/step - loss: 1.0759 - accuracy: 0.4273 - val_loss: 1.2585 - val_accuracy: 0.2402\n", "Epoch 2/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.9834 - accuracy: 0.5301\n", "Epoch 00002: val_accuracy did not improve from 0.24021\n", "84/84 [==============================] - 3s 32ms/step - loss: 0.9831 - accuracy: 0.5303 - val_loss: 1.2909 - val_accuracy: 0.2402\n", "Epoch 3/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.9397 - accuracy: 0.5569\n", "Epoch 00003: val_accuracy improved from 0.24021 to 0.24151, saving model to /content/drive/My Drive/Machine-Learning-Projects/cs231n-project/models/openl3-cnn-lstm-tuned-lr.h5\n", "84/84 [==============================] - 3s 33ms/step - loss: 0.9393 - accuracy: 0.5569 - val_loss: 1.2669 - val_accuracy: 0.2415\n", "Epoch 4/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.8971 - accuracy: 0.6017\n", "Epoch 00004: val_accuracy improved from 0.24151 to 0.34595, saving model to /content/drive/My Drive/Machine-Learning-Projects/cs231n-project/models/openl3-cnn-lstm-tuned-lr.h5\n", "84/84 [==============================] - 3s 33ms/step - loss: 0.8967 - accuracy: 0.6017 - val_loss: 1.1736 - val_accuracy: 0.3460\n", "Epoch 5/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.8571 - accuracy: 0.6182\n", "Epoch 00005: val_accuracy improved from 0.34595 to 0.48042, saving model to /content/drive/My Drive/Machine-Learning-Projects/cs231n-project/models/openl3-cnn-lstm-tuned-lr.h5\n", "84/84 [==============================] - 3s 33ms/step - loss: 0.8573 - accuracy: 0.6182 - val_loss: 1.0051 - val_accuracy: 0.4804\n", "Epoch 6/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.8353 - accuracy: 0.6438\n", "Epoch 00006: val_accuracy improved from 0.48042 to 0.53786, saving model to /content/drive/My Drive/Machine-Learning-Projects/cs231n-project/models/openl3-cnn-lstm-tuned-lr.h5\n", "84/84 [==============================] - 3s 33ms/step - loss: 0.8352 - accuracy: 0.6441 - val_loss: 0.9469 - val_accuracy: 0.5379\n", "Epoch 7/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.8160 - accuracy: 0.6585\n", "Epoch 00007: val_accuracy improved from 0.53786 to 0.55614, saving model to /content/drive/My Drive/Machine-Learning-Projects/cs231n-project/models/openl3-cnn-lstm-tuned-lr.h5\n", "84/84 [==============================] - 3s 33ms/step - loss: 0.8155 - accuracy: 0.6588 - val_loss: 0.9479 - val_accuracy: 0.5561\n", "Epoch 8/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.7602 - accuracy: 0.6943\n", "Epoch 00008: val_accuracy did not improve from 0.55614\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.7601 - accuracy: 0.6945 - val_loss: 1.0722 - val_accuracy: 0.4817\n", "Epoch 9/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.7428 - accuracy: 0.7063\n", "Epoch 00009: val_accuracy did not improve from 0.55614\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.7423 - accuracy: 0.7065 - val_loss: 0.9722 - val_accuracy: 0.5561\n", "Epoch 10/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.7033 - accuracy: 0.7225\n", "Epoch 00010: val_accuracy improved from 0.55614 to 0.56527, saving model to /content/drive/My Drive/Machine-Learning-Projects/cs231n-project/models/openl3-cnn-lstm-tuned-lr.h5\n", "84/84 [==============================] - 3s 32ms/step - loss: 0.7038 - accuracy: 0.7223 - val_loss: 1.0141 - val_accuracy: 0.5653\n", "Epoch 11/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.6922 - accuracy: 0.7361\n", "Epoch 00011: val_accuracy improved from 0.56527 to 0.57702, saving model to /content/drive/My Drive/Machine-Learning-Projects/cs231n-project/models/openl3-cnn-lstm-tuned-lr.h5\n", "84/84 [==============================] - 3s 34ms/step - loss: 0.6923 - accuracy: 0.7358 - val_loss: 1.0272 - val_accuracy: 0.5770\n", "Epoch 12/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.6637 - accuracy: 0.7579\n", "Epoch 00012: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 32ms/step - loss: 0.6633 - accuracy: 0.7580 - val_loss: 1.0653 - val_accuracy: 0.5405\n", "Epoch 13/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.6420 - accuracy: 0.7628\n", "Epoch 00013: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 32ms/step - loss: 0.6422 - accuracy: 0.7625 - val_loss: 1.0755 - val_accuracy: 0.5418\n", "Epoch 14/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.5950 - accuracy: 0.7918\n", "Epoch 00014: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 32ms/step - loss: 0.5948 - accuracy: 0.7918 - val_loss: 1.1985 - val_accuracy: 0.5300\n", "Epoch 15/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.5787 - accuracy: 0.7918\n", "Epoch 00015: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.5787 - accuracy: 0.7918 - val_loss: 1.3071 - val_accuracy: 0.4752\n", "Epoch 16/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.5529 - accuracy: 0.8110\n", "Epoch 00016: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.5543 - accuracy: 0.8102 - val_loss: 1.0755 - val_accuracy: 0.5248\n", "Epoch 17/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.5257 - accuracy: 0.8189\n", "Epoch 00017: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.5263 - accuracy: 0.8185 - val_loss: 1.0942 - val_accuracy: 0.5731\n", "Epoch 18/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.4864 - accuracy: 0.8426\n", "Epoch 00018: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.4862 - accuracy: 0.8429 - val_loss: 1.2227 - val_accuracy: 0.5235\n", "Epoch 19/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.4508 - accuracy: 0.8543\n", "Epoch 00019: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.4504 - accuracy: 0.8546 - val_loss: 1.3788 - val_accuracy: 0.5065\n", "Epoch 20/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.4387 - accuracy: 0.8573\n", "Epoch 00020: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 32ms/step - loss: 0.4394 - accuracy: 0.8568 - val_loss: 1.1484 - val_accuracy: 0.5718\n", "Epoch 21/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.4174 - accuracy: 0.8701\n", "Epoch 00021: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 32ms/step - loss: 0.4170 - accuracy: 0.8703 - val_loss: 1.2571 - val_accuracy: 0.5379\n", "Epoch 22/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.4026 - accuracy: 0.8791\n", "Epoch 00022: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 32ms/step - loss: 0.4022 - accuracy: 0.8794 - val_loss: 1.5743 - val_accuracy: 0.4817\n", "Epoch 23/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.3884 - accuracy: 0.8818\n", "Epoch 00023: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 32ms/step - loss: 0.3885 - accuracy: 0.8816 - val_loss: 1.5235 - val_accuracy: 0.4922\n", "Epoch 24/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.3625 - accuracy: 0.8889\n", "Epoch 00024: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.3633 - accuracy: 0.8884 - val_loss: 1.4301 - val_accuracy: 0.5131\n", "Epoch 25/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.3228 - accuracy: 0.9036\n", "Epoch 00025: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.3228 - accuracy: 0.9034 - val_loss: 1.6852 - val_accuracy: 0.4608\n", "Epoch 26/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.3173 - accuracy: 0.9066\n", "Epoch 00026: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.3179 - accuracy: 0.9061 - val_loss: 1.5183 - val_accuracy: 0.5209\n", "Epoch 27/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.2873 - accuracy: 0.9191\n", "Epoch 00027: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.2889 - accuracy: 0.9185 - val_loss: 1.3589 - val_accuracy: 0.5496\n", "Epoch 28/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.2878 - accuracy: 0.9123\n", "Epoch 00028: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.2876 - accuracy: 0.9124 - val_loss: 1.4360 - val_accuracy: 0.5144\n", "Epoch 29/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.2547 - accuracy: 0.9247\n", "Epoch 00029: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.2550 - accuracy: 0.9245 - val_loss: 1.4414 - val_accuracy: 0.5457\n", "Epoch 30/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.2677 - accuracy: 0.9209\n", "Epoch 00030: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.2680 - accuracy: 0.9207 - val_loss: 1.5318 - val_accuracy: 0.5287\n", "Epoch 31/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.2491 - accuracy: 0.9292\n", "Epoch 00031: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.2487 - accuracy: 0.9293 - val_loss: 1.5762 - val_accuracy: 0.5326\n", "Epoch 32/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.2375 - accuracy: 0.9326\n", "Epoch 00032: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.2382 - accuracy: 0.9324 - val_loss: 1.4960 - val_accuracy: 0.5509\n", "Epoch 33/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.2150 - accuracy: 0.9405\n", "Epoch 00033: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 30ms/step - loss: 0.2155 - accuracy: 0.9402 - val_loss: 1.5073 - val_accuracy: 0.5248\n", "Epoch 34/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.2198 - accuracy: 0.9386\n", "Epoch 00034: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.2195 - accuracy: 0.9387 - val_loss: 1.5296 - val_accuracy: 0.5131\n", "Epoch 35/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.1933 - accuracy: 0.9443\n", "Epoch 00035: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.1949 - accuracy: 0.9440 - val_loss: 1.6993 - val_accuracy: 0.5117\n", "Epoch 36/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.1795 - accuracy: 0.9495\n", "Epoch 00036: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.1803 - accuracy: 0.9493 - val_loss: 2.0896 - val_accuracy: 0.4334\n", "Epoch 37/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.1749 - accuracy: 0.9541\n", "Epoch 00037: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.1759 - accuracy: 0.9534 - val_loss: 1.6388 - val_accuracy: 0.5196\n", "Epoch 38/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.2093 - accuracy: 0.9428\n", "Epoch 00038: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.2091 - accuracy: 0.9429 - val_loss: 1.6940 - val_accuracy: 0.5339\n", "Epoch 39/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.1709 - accuracy: 0.9495\n", "Epoch 00039: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.1720 - accuracy: 0.9493 - val_loss: 2.1327 - val_accuracy: 0.4413\n", "Epoch 40/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.1669 - accuracy: 0.9548\n", "Epoch 00040: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.1668 - accuracy: 0.9549 - val_loss: 1.6854 - val_accuracy: 0.5535\n", "Epoch 41/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.1372 - accuracy: 0.9631\n", "Epoch 00041: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 32ms/step - loss: 0.1370 - accuracy: 0.9632 - val_loss: 2.0733 - val_accuracy: 0.4569\n", "Epoch 42/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.1772 - accuracy: 0.9522\n", "Epoch 00042: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.1770 - accuracy: 0.9523 - val_loss: 1.8524 - val_accuracy: 0.4896\n", "Epoch 43/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.1502 - accuracy: 0.9605\n", "Epoch 00043: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.1507 - accuracy: 0.9602 - val_loss: 1.6933 - val_accuracy: 0.5261\n", "Epoch 44/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.1590 - accuracy: 0.9578\n", "Epoch 00044: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.1587 - accuracy: 0.9579 - val_loss: 1.9107 - val_accuracy: 0.5078\n", "Epoch 45/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.1242 - accuracy: 0.9688\n", "Epoch 00045: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.1241 - accuracy: 0.9688 - val_loss: 1.9925 - val_accuracy: 0.5026\n", "Epoch 46/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.1361 - accuracy: 0.9631\n", "Epoch 00046: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.1359 - accuracy: 0.9632 - val_loss: 1.8563 - val_accuracy: 0.4830\n", "Epoch 47/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.1244 - accuracy: 0.9676\n", "Epoch 00047: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.1247 - accuracy: 0.9673 - val_loss: 1.9172 - val_accuracy: 0.5261\n", "Epoch 48/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.1399 - accuracy: 0.9563\n", "Epoch 00048: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.1398 - accuracy: 0.9564 - val_loss: 2.2848 - val_accuracy: 0.4543\n", "Epoch 49/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.1512 - accuracy: 0.9541\n", "Epoch 00049: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.1509 - accuracy: 0.9542 - val_loss: 1.9285 - val_accuracy: 0.5366\n", "Epoch 50/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.1159 - accuracy: 0.9706\n", "Epoch 00050: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 32ms/step - loss: 0.1158 - accuracy: 0.9707 - val_loss: 2.0600 - val_accuracy: 0.5183\n", "Epoch 51/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.1209 - accuracy: 0.9699\n", "Epoch 00051: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 32ms/step - loss: 0.1207 - accuracy: 0.9699 - val_loss: 2.4017 - val_accuracy: 0.4752\n", "Epoch 52/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.1149 - accuracy: 0.9680\n", "Epoch 00052: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 32ms/step - loss: 0.1152 - accuracy: 0.9677 - val_loss: 2.0117 - val_accuracy: 0.4504\n", "Epoch 53/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.1127 - accuracy: 0.9639\n", "Epoch 00053: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 32ms/step - loss: 0.1129 - accuracy: 0.9635 - val_loss: 2.0021 - val_accuracy: 0.5039\n", "Epoch 54/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0896 - accuracy: 0.9789\n", "Epoch 00054: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 32ms/step - loss: 0.0895 - accuracy: 0.9790 - val_loss: 2.0407 - val_accuracy: 0.5339\n", "Epoch 55/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.1005 - accuracy: 0.9721\n", "Epoch 00055: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 32ms/step - loss: 0.1003 - accuracy: 0.9722 - val_loss: 1.9820 - val_accuracy: 0.5248\n", "Epoch 56/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.1092 - accuracy: 0.9695\n", "Epoch 00056: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.1098 - accuracy: 0.9692 - val_loss: 2.0941 - val_accuracy: 0.4856\n", "Epoch 57/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.1116 - accuracy: 0.9706\n", "Epoch 00057: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.1115 - accuracy: 0.9707 - val_loss: 2.0068 - val_accuracy: 0.5000\n", "Epoch 58/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.1088 - accuracy: 0.9706\n", "Epoch 00058: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.1087 - accuracy: 0.9707 - val_loss: 2.1610 - val_accuracy: 0.4974\n", "Epoch 59/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0878 - accuracy: 0.9774\n", "Epoch 00059: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0877 - accuracy: 0.9775 - val_loss: 2.5160 - val_accuracy: 0.4504\n", "Epoch 60/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0958 - accuracy: 0.9736\n", "Epoch 00060: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 32ms/step - loss: 0.0956 - accuracy: 0.9737 - val_loss: 2.1108 - val_accuracy: 0.5326\n", "Epoch 61/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0838 - accuracy: 0.9782\n", "Epoch 00061: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0837 - accuracy: 0.9782 - val_loss: 2.6097 - val_accuracy: 0.4491\n", "Epoch 62/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.1046 - accuracy: 0.9729\n", "Epoch 00062: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.1049 - accuracy: 0.9726 - val_loss: 2.0200 - val_accuracy: 0.5392\n", "Epoch 63/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0750 - accuracy: 0.9846\n", "Epoch 00063: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0750 - accuracy: 0.9846 - val_loss: 2.1194 - val_accuracy: 0.4987\n", "Epoch 64/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0876 - accuracy: 0.9782\n", "Epoch 00064: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0874 - accuracy: 0.9782 - val_loss: 2.3061 - val_accuracy: 0.5104\n", "Epoch 65/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0968 - accuracy: 0.9729\n", "Epoch 00065: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0969 - accuracy: 0.9729 - val_loss: 1.8446 - val_accuracy: 0.5366\n", "Epoch 66/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0891 - accuracy: 0.9774\n", "Epoch 00066: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0890 - accuracy: 0.9775 - val_loss: 1.9295 - val_accuracy: 0.4948\n", "Epoch 67/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0949 - accuracy: 0.9759\n", "Epoch 00067: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0969 - accuracy: 0.9756 - val_loss: 2.3899 - val_accuracy: 0.4621\n", "Epoch 68/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0737 - accuracy: 0.9808\n", "Epoch 00068: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0741 - accuracy: 0.9805 - val_loss: 2.1601 - val_accuracy: 0.5131\n", "Epoch 69/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0835 - accuracy: 0.9785\n", "Epoch 00069: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 32ms/step - loss: 0.0834 - accuracy: 0.9786 - val_loss: 2.4780 - val_accuracy: 0.4922\n", "Epoch 70/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0709 - accuracy: 0.9842\n", "Epoch 00070: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0728 - accuracy: 0.9838 - val_loss: 2.4027 - val_accuracy: 0.4896\n", "Epoch 71/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.1323 - accuracy: 0.9635\n", "Epoch 00071: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.1340 - accuracy: 0.9632 - val_loss: 2.3772 - val_accuracy: 0.5000\n", "Epoch 72/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0685 - accuracy: 0.9831\n", "Epoch 00072: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 30ms/step - loss: 0.0708 - accuracy: 0.9827 - val_loss: 2.1397 - val_accuracy: 0.5601\n", "Epoch 73/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0700 - accuracy: 0.9816\n", "Epoch 00073: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 30ms/step - loss: 0.0699 - accuracy: 0.9816 - val_loss: 2.0915 - val_accuracy: 0.5065\n", "Epoch 74/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.1017 - accuracy: 0.9752\n", "Epoch 00074: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.1022 - accuracy: 0.9748 - val_loss: 2.1377 - val_accuracy: 0.4922\n", "Epoch 75/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0740 - accuracy: 0.9782\n", "Epoch 00075: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0741 - accuracy: 0.9782 - val_loss: 2.1419 - val_accuracy: 0.5052\n", "Epoch 76/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0597 - accuracy: 0.9853\n", "Epoch 00076: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0597 - accuracy: 0.9853 - val_loss: 2.2353 - val_accuracy: 0.5091\n", "Epoch 77/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0603 - accuracy: 0.9846\n", "Epoch 00077: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0608 - accuracy: 0.9842 - val_loss: 2.8751 - val_accuracy: 0.4373\n", "Epoch 78/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0553 - accuracy: 0.9876\n", "Epoch 00078: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0567 - accuracy: 0.9872 - val_loss: 2.2705 - val_accuracy: 0.5039\n", "Epoch 79/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0923 - accuracy: 0.9744\n", "Epoch 00079: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 32ms/step - loss: 0.0922 - accuracy: 0.9744 - val_loss: 2.2555 - val_accuracy: 0.5261\n", "Epoch 80/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0682 - accuracy: 0.9823\n", "Epoch 00080: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0681 - accuracy: 0.9823 - val_loss: 2.1947 - val_accuracy: 0.5117\n", "Epoch 81/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0820 - accuracy: 0.9733\n", "Epoch 00081: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0827 - accuracy: 0.9729 - val_loss: 2.4457 - val_accuracy: 0.4935\n", "Epoch 82/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.2933 - accuracy: 0.9270\n", "Epoch 00082: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.2928 - accuracy: 0.9271 - val_loss: 2.2239 - val_accuracy: 0.5366\n", "Epoch 83/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0838 - accuracy: 0.9759\n", "Epoch 00083: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0837 - accuracy: 0.9759 - val_loss: 2.4966 - val_accuracy: 0.5131\n", "Epoch 84/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0577 - accuracy: 0.9846\n", "Epoch 00084: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0576 - accuracy: 0.9846 - val_loss: 2.1925 - val_accuracy: 0.5313\n", "Epoch 85/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0716 - accuracy: 0.9808\n", "Epoch 00085: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0727 - accuracy: 0.9801 - val_loss: 2.1681 - val_accuracy: 0.5013\n", "Epoch 86/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.1221 - accuracy: 0.9691\n", "Epoch 00086: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.1226 - accuracy: 0.9688 - val_loss: 2.1805 - val_accuracy: 0.5274\n", "Epoch 87/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0675 - accuracy: 0.9816\n", "Epoch 00087: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0674 - accuracy: 0.9816 - val_loss: 2.3081 - val_accuracy: 0.5039\n", "Epoch 88/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0545 - accuracy: 0.9864\n", "Epoch 00088: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0544 - accuracy: 0.9865 - val_loss: 2.1543 - val_accuracy: 0.5574\n", "Epoch 89/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0496 - accuracy: 0.9864\n", "Epoch 00089: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0495 - accuracy: 0.9865 - val_loss: 2.1703 - val_accuracy: 0.5483\n", "Epoch 90/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0433 - accuracy: 0.9902\n", "Epoch 00090: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0432 - accuracy: 0.9902 - val_loss: 2.1880 - val_accuracy: 0.5300\n", "Epoch 91/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0520 - accuracy: 0.9883\n", "Epoch 00091: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0520 - accuracy: 0.9884 - val_loss: 2.3580 - val_accuracy: 0.4896\n", "Epoch 92/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0407 - accuracy: 0.9895\n", "Epoch 00092: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0413 - accuracy: 0.9891 - val_loss: 2.2507 - val_accuracy: 0.5235\n", "Epoch 93/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0354 - accuracy: 0.9913\n", "Epoch 00093: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0354 - accuracy: 0.9914 - val_loss: 2.3981 - val_accuracy: 0.5183\n", "Epoch 94/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0413 - accuracy: 0.9895\n", "Epoch 00094: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0412 - accuracy: 0.9895 - val_loss: 2.2613 - val_accuracy: 0.5392\n", "Epoch 95/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0461 - accuracy: 0.9887\n", "Epoch 00095: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0461 - accuracy: 0.9887 - val_loss: 2.5636 - val_accuracy: 0.4922\n", "Epoch 96/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0536 - accuracy: 0.9849\n", "Epoch 00096: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0545 - accuracy: 0.9846 - val_loss: 2.4639 - val_accuracy: 0.5170\n", "Epoch 97/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0437 - accuracy: 0.9880\n", "Epoch 00097: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 32ms/step - loss: 0.0448 - accuracy: 0.9872 - val_loss: 2.3991 - val_accuracy: 0.5248\n", "Epoch 98/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0660 - accuracy: 0.9827\n", "Epoch 00098: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0659 - accuracy: 0.9827 - val_loss: 2.2178 - val_accuracy: 0.5496\n", "Epoch 99/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0457 - accuracy: 0.9891\n", "Epoch 00099: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0457 - accuracy: 0.9891 - val_loss: 2.5516 - val_accuracy: 0.5039\n", "Epoch 100/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0557 - accuracy: 0.9849\n", "Epoch 00100: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0556 - accuracy: 0.9850 - val_loss: 2.4668 - val_accuracy: 0.5313\n", "Epoch 101/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0534 - accuracy: 0.9857\n", "Epoch 00101: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0545 - accuracy: 0.9853 - val_loss: 2.9191 - val_accuracy: 0.4504\n", "Epoch 102/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0493 - accuracy: 0.9849\n", "Epoch 00102: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0492 - accuracy: 0.9850 - val_loss: 2.7604 - val_accuracy: 0.4974\n", "Epoch 103/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0401 - accuracy: 0.9898\n", "Epoch 00103: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 30ms/step - loss: 0.0401 - accuracy: 0.9899 - val_loss: 2.5826 - val_accuracy: 0.5222\n", "Epoch 104/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0382 - accuracy: 0.9906\n", "Epoch 00104: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0381 - accuracy: 0.9906 - val_loss: 2.4887 - val_accuracy: 0.5144\n", "Epoch 105/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0380 - accuracy: 0.9902\n", "Epoch 00105: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0380 - accuracy: 0.9902 - val_loss: 2.7150 - val_accuracy: 0.5078\n", "Epoch 106/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0409 - accuracy: 0.9891\n", "Epoch 00106: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 32ms/step - loss: 0.0408 - accuracy: 0.9891 - val_loss: 2.4721 - val_accuracy: 0.5744\n", "Epoch 107/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0434 - accuracy: 0.9872\n", "Epoch 00107: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 32ms/step - loss: 0.0434 - accuracy: 0.9872 - val_loss: 2.6005 - val_accuracy: 0.5091\n", "Epoch 108/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0424 - accuracy: 0.9895\n", "Epoch 00108: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0423 - accuracy: 0.9895 - val_loss: 2.6553 - val_accuracy: 0.4922\n", "Epoch 109/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0387 - accuracy: 0.9913\n", "Epoch 00109: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0391 - accuracy: 0.9910 - val_loss: 2.5051 - val_accuracy: 0.5300\n", "Epoch 110/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0574 - accuracy: 0.9857\n", "Epoch 00110: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0574 - accuracy: 0.9857 - val_loss: 2.6462 - val_accuracy: 0.5196\n", "Epoch 111/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0347 - accuracy: 0.9898\n", "Epoch 00111: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0347 - accuracy: 0.9899 - val_loss: 2.6684 - val_accuracy: 0.5013\n", "Epoch 112/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0455 - accuracy: 0.9887\n", "Epoch 00112: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0454 - accuracy: 0.9887 - val_loss: 2.6411 - val_accuracy: 0.4661\n", "Epoch 113/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0473 - accuracy: 0.9891\n", "Epoch 00113: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0472 - accuracy: 0.9891 - val_loss: 2.5451 - val_accuracy: 0.5013\n", "Epoch 114/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0350 - accuracy: 0.9913\n", "Epoch 00114: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0352 - accuracy: 0.9914 - val_loss: 2.6689 - val_accuracy: 0.5078\n", "Epoch 115/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0429 - accuracy: 0.9872\n", "Epoch 00115: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0428 - accuracy: 0.9872 - val_loss: 2.9424 - val_accuracy: 0.4648\n", "Epoch 116/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0599 - accuracy: 0.9842\n", "Epoch 00116: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0607 - accuracy: 0.9838 - val_loss: 2.9269 - val_accuracy: 0.4308\n", "Epoch 117/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0482 - accuracy: 0.9857\n", "Epoch 00117: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0481 - accuracy: 0.9857 - val_loss: 2.4717 - val_accuracy: 0.5222\n", "Epoch 118/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0413 - accuracy: 0.9876\n", "Epoch 00118: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 30ms/step - loss: 0.0414 - accuracy: 0.9876 - val_loss: 2.8437 - val_accuracy: 0.4843\n", "Epoch 119/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0377 - accuracy: 0.9883\n", "Epoch 00119: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 30ms/step - loss: 0.0376 - accuracy: 0.9884 - val_loss: 2.8671 - val_accuracy: 0.4817\n", "Epoch 120/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0331 - accuracy: 0.9898\n", "Epoch 00120: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 30ms/step - loss: 0.0338 - accuracy: 0.9895 - val_loss: 2.7931 - val_accuracy: 0.4765\n", "Epoch 121/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0620 - accuracy: 0.9834\n", "Epoch 00121: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0641 - accuracy: 0.9831 - val_loss: 2.7689 - val_accuracy: 0.4556\n", "Epoch 122/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0883 - accuracy: 0.9759\n", "Epoch 00122: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0882 - accuracy: 0.9759 - val_loss: 2.2231 - val_accuracy: 0.5496\n", "Epoch 123/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0413 - accuracy: 0.9876\n", "Epoch 00123: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0412 - accuracy: 0.9876 - val_loss: 2.2500 - val_accuracy: 0.5405\n", "Epoch 124/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0431 - accuracy: 0.9868\n", "Epoch 00124: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0431 - accuracy: 0.9868 - val_loss: 2.5749 - val_accuracy: 0.5222\n", "Epoch 125/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0359 - accuracy: 0.9898\n", "Epoch 00125: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 32ms/step - loss: 0.0360 - accuracy: 0.9899 - val_loss: 2.7695 - val_accuracy: 0.5144\n", "Epoch 126/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0447 - accuracy: 0.9883\n", "Epoch 00126: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0446 - accuracy: 0.9884 - val_loss: 2.5955 - val_accuracy: 0.5052\n", "Epoch 127/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0306 - accuracy: 0.9906\n", "Epoch 00127: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0306 - accuracy: 0.9906 - val_loss: 2.7714 - val_accuracy: 0.5144\n", "Epoch 128/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0309 - accuracy: 0.9925\n", "Epoch 00128: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0321 - accuracy: 0.9921 - val_loss: 2.3172 - val_accuracy: 0.5405\n", "Epoch 129/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0395 - accuracy: 0.9891\n", "Epoch 00129: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0395 - accuracy: 0.9891 - val_loss: 2.9832 - val_accuracy: 0.4869\n", "Epoch 130/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0373 - accuracy: 0.9895\n", "Epoch 00130: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0377 - accuracy: 0.9891 - val_loss: 2.7686 - val_accuracy: 0.4843\n", "Epoch 131/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0716 - accuracy: 0.9767\n", "Epoch 00131: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0715 - accuracy: 0.9767 - val_loss: 3.2362 - val_accuracy: 0.4021\n", "Epoch 132/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0450 - accuracy: 0.9872\n", "Epoch 00132: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0450 - accuracy: 0.9872 - val_loss: 2.5696 - val_accuracy: 0.5065\n", "Epoch 133/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0356 - accuracy: 0.9913\n", "Epoch 00133: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0356 - accuracy: 0.9914 - val_loss: 2.8436 - val_accuracy: 0.5196\n", "Epoch 134/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0268 - accuracy: 0.9917\n", "Epoch 00134: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0268 - accuracy: 0.9917 - val_loss: 2.6742 - val_accuracy: 0.5574\n", "Epoch 135/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0357 - accuracy: 0.9898\n", "Epoch 00135: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 32ms/step - loss: 0.0357 - accuracy: 0.9899 - val_loss: 3.0349 - val_accuracy: 0.5000\n", "Epoch 136/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0255 - accuracy: 0.9921\n", "Epoch 00136: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0258 - accuracy: 0.9917 - val_loss: 2.9220 - val_accuracy: 0.4948\n", "Epoch 137/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0731 - accuracy: 0.9808\n", "Epoch 00137: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0730 - accuracy: 0.9808 - val_loss: 2.7778 - val_accuracy: 0.5170\n", "Epoch 138/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0345 - accuracy: 0.9902\n", "Epoch 00138: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0344 - accuracy: 0.9902 - val_loss: 2.5186 - val_accuracy: 0.5431\n", "Epoch 139/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0393 - accuracy: 0.9895\n", "Epoch 00139: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0392 - accuracy: 0.9895 - val_loss: 2.6802 - val_accuracy: 0.5339\n", "Epoch 140/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0380 - accuracy: 0.9910\n", "Epoch 00140: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0379 - accuracy: 0.9910 - val_loss: 2.5749 - val_accuracy: 0.5601\n", "Epoch 141/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0294 - accuracy: 0.9932\n", "Epoch 00141: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0294 - accuracy: 0.9932 - val_loss: 2.8279 - val_accuracy: 0.5300\n", "Epoch 142/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0478 - accuracy: 0.9902\n", "Epoch 00142: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0478 - accuracy: 0.9902 - val_loss: 3.2429 - val_accuracy: 0.4282\n", "Epoch 143/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0578 - accuracy: 0.9857\n", "Epoch 00143: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0577 - accuracy: 0.9857 - val_loss: 2.9664 - val_accuracy: 0.4843\n", "Epoch 144/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0374 - accuracy: 0.9910\n", "Epoch 00144: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 30ms/step - loss: 0.0377 - accuracy: 0.9906 - val_loss: 2.8867 - val_accuracy: 0.5300\n", "Epoch 145/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0475 - accuracy: 0.9876\n", "Epoch 00145: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 30ms/step - loss: 0.0474 - accuracy: 0.9876 - val_loss: 2.4855 - val_accuracy: 0.5392\n", "Epoch 146/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0297 - accuracy: 0.9910\n", "Epoch 00146: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0297 - accuracy: 0.9910 - val_loss: 2.4596 - val_accuracy: 0.5483\n", "Epoch 147/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0262 - accuracy: 0.9928\n", "Epoch 00147: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0261 - accuracy: 0.9929 - val_loss: 2.9447 - val_accuracy: 0.4661\n", "Epoch 148/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0230 - accuracy: 0.9936\n", "Epoch 00148: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0229 - accuracy: 0.9936 - val_loss: 3.6535 - val_accuracy: 0.3916\n", "Epoch 149/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0334 - accuracy: 0.9910\n", "Epoch 00149: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0334 - accuracy: 0.9910 - val_loss: 2.5311 - val_accuracy: 0.5731\n", "Epoch 150/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0324 - accuracy: 0.9898\n", "Epoch 00150: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0323 - accuracy: 0.9899 - val_loss: 3.1583 - val_accuracy: 0.4948\n", "Epoch 151/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0362 - accuracy: 0.9902\n", "Epoch 00151: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0361 - accuracy: 0.9902 - val_loss: 2.6060 - val_accuracy: 0.5405\n", "Epoch 152/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0739 - accuracy: 0.9819\n", "Epoch 00152: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0739 - accuracy: 0.9820 - val_loss: 2.5267 - val_accuracy: 0.5300\n", "Epoch 153/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0237 - accuracy: 0.9936\n", "Epoch 00153: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 32ms/step - loss: 0.0295 - accuracy: 0.9925 - val_loss: 2.8485 - val_accuracy: 0.5209\n", "Epoch 154/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0788 - accuracy: 0.9785\n", "Epoch 00154: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 34ms/step - loss: 0.0871 - accuracy: 0.9771 - val_loss: 3.0787 - val_accuracy: 0.4869\n", "Epoch 155/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0688 - accuracy: 0.9752\n", "Epoch 00155: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0687 - accuracy: 0.9752 - val_loss: 2.5010 - val_accuracy: 0.5248\n", "Epoch 156/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0291 - accuracy: 0.9928\n", "Epoch 00156: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0291 - accuracy: 0.9929 - val_loss: 2.8126 - val_accuracy: 0.5274\n", "Epoch 157/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0336 - accuracy: 0.9898\n", "Epoch 00157: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0336 - accuracy: 0.9899 - val_loss: 2.6901 - val_accuracy: 0.5496\n", "Epoch 158/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0285 - accuracy: 0.9910\n", "Epoch 00158: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0285 - accuracy: 0.9910 - val_loss: 2.5724 - val_accuracy: 0.5418\n", "Epoch 159/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0292 - accuracy: 0.9921\n", "Epoch 00159: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0291 - accuracy: 0.9921 - val_loss: 2.7306 - val_accuracy: 0.5392\n", "Epoch 160/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0279 - accuracy: 0.9944\n", "Epoch 00160: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0278 - accuracy: 0.9944 - val_loss: 2.9068 - val_accuracy: 0.5326\n", "Epoch 161/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0156 - accuracy: 0.9962\n", "Epoch 00161: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 32ms/step - loss: 0.0156 - accuracy: 0.9962 - val_loss: 2.8199 - val_accuracy: 0.5261\n", "Epoch 162/4000\n", "84/84 [==============================] - ETA: 0s - loss: 0.0291 - accuracy: 0.9921\n", "Epoch 00162: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 32ms/step - loss: 0.0291 - accuracy: 0.9921 - val_loss: 2.8091 - val_accuracy: 0.5131\n", "Epoch 163/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0370 - accuracy: 0.9891\n", "Epoch 00163: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0370 - accuracy: 0.9891 - val_loss: 2.7906 - val_accuracy: 0.5352\n", "Epoch 164/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0185 - accuracy: 0.9951\n", "Epoch 00164: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0185 - accuracy: 0.9951 - val_loss: 2.6418 - val_accuracy: 0.5457\n", "Epoch 165/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0303 - accuracy: 0.9906\n", "Epoch 00165: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0304 - accuracy: 0.9906 - val_loss: 2.5428 - val_accuracy: 0.5235\n", "Epoch 166/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0255 - accuracy: 0.9944\n", "Epoch 00166: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0255 - accuracy: 0.9944 - val_loss: 2.6623 - val_accuracy: 0.5339\n", "Epoch 167/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0176 - accuracy: 0.9951\n", "Epoch 00167: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0175 - accuracy: 0.9951 - val_loss: 2.7506 - val_accuracy: 0.5235\n", "Epoch 168/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0215 - accuracy: 0.9932\n", "Epoch 00168: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0231 - accuracy: 0.9929 - val_loss: 2.7276 - val_accuracy: 0.5209\n", "Epoch 169/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.1006 - accuracy: 0.9729\n", "Epoch 00169: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.1005 - accuracy: 0.9729 - val_loss: 2.4437 - val_accuracy: 0.5131\n", "Epoch 170/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0311 - accuracy: 0.9921\n", "Epoch 00170: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 32ms/step - loss: 0.0342 - accuracy: 0.9917 - val_loss: 2.5551 - val_accuracy: 0.5522\n", "Epoch 171/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0331 - accuracy: 0.9917\n", "Epoch 00171: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 32ms/step - loss: 0.0347 - accuracy: 0.9914 - val_loss: 2.7462 - val_accuracy: 0.4909\n", "Epoch 172/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0682 - accuracy: 0.9808\n", "Epoch 00172: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 32ms/step - loss: 0.0680 - accuracy: 0.9808 - val_loss: 2.7426 - val_accuracy: 0.5117\n", "Epoch 173/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0317 - accuracy: 0.9902\n", "Epoch 00173: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 32ms/step - loss: 0.0316 - accuracy: 0.9902 - val_loss: 3.0102 - val_accuracy: 0.5013\n", "Epoch 174/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0174 - accuracy: 0.9936\n", "Epoch 00174: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0174 - accuracy: 0.9936 - val_loss: 3.1052 - val_accuracy: 0.4687\n", "Epoch 175/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0173 - accuracy: 0.9947\n", "Epoch 00175: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0174 - accuracy: 0.9947 - val_loss: 3.1473 - val_accuracy: 0.5183\n", "Epoch 176/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0387 - accuracy: 0.9895\n", "Epoch 00176: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 33ms/step - loss: 0.0386 - accuracy: 0.9895 - val_loss: 3.1074 - val_accuracy: 0.5183\n", "Epoch 177/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0231 - accuracy: 0.9928\n", "Epoch 00177: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 32ms/step - loss: 0.0231 - accuracy: 0.9929 - val_loss: 3.1837 - val_accuracy: 0.4752\n", "Epoch 178/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0188 - accuracy: 0.9940\n", "Epoch 00178: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0208 - accuracy: 0.9936 - val_loss: 2.9821 - val_accuracy: 0.5026\n", "Epoch 179/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0359 - accuracy: 0.9895\n", "Epoch 00179: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0359 - accuracy: 0.9895 - val_loss: 2.9377 - val_accuracy: 0.5313\n", "Epoch 180/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0243 - accuracy: 0.9940\n", "Epoch 00180: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0242 - accuracy: 0.9940 - val_loss: 2.9423 - val_accuracy: 0.5248\n", "Epoch 181/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0286 - accuracy: 0.9925\n", "Epoch 00181: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0286 - accuracy: 0.9925 - val_loss: 2.9131 - val_accuracy: 0.5457\n", "Epoch 182/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0288 - accuracy: 0.9928\n", "Epoch 00182: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0288 - accuracy: 0.9929 - val_loss: 2.8702 - val_accuracy: 0.5483\n", "Epoch 183/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0221 - accuracy: 0.9947\n", "Epoch 00183: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0223 - accuracy: 0.9947 - val_loss: 2.8913 - val_accuracy: 0.5222\n", "Epoch 184/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0254 - accuracy: 0.9936\n", "Epoch 00184: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 30ms/step - loss: 0.0254 - accuracy: 0.9936 - val_loss: 2.7845 - val_accuracy: 0.5379\n", "Epoch 185/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0220 - accuracy: 0.9944\n", "Epoch 00185: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 30ms/step - loss: 0.0221 - accuracy: 0.9944 - val_loss: 3.2274 - val_accuracy: 0.4791\n", "Epoch 186/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0193 - accuracy: 0.9966\n", "Epoch 00186: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0210 - accuracy: 0.9959 - val_loss: 3.1629 - val_accuracy: 0.5405\n", "Epoch 187/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0775 - accuracy: 0.9823\n", "Epoch 00187: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 30ms/step - loss: 0.0773 - accuracy: 0.9823 - val_loss: 3.0729 - val_accuracy: 0.5144\n", "Epoch 188/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0319 - accuracy: 0.9921\n", "Epoch 00188: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0318 - accuracy: 0.9921 - val_loss: 3.0903 - val_accuracy: 0.5157\n", "Epoch 189/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0343 - accuracy: 0.9906\n", "Epoch 00189: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0342 - accuracy: 0.9906 - val_loss: 2.9041 - val_accuracy: 0.5183\n", "Epoch 190/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0199 - accuracy: 0.9951\n", "Epoch 00190: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0199 - accuracy: 0.9951 - val_loss: 3.0589 - val_accuracy: 0.5026\n", "Epoch 191/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0270 - accuracy: 0.9917\n", "Epoch 00191: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0270 - accuracy: 0.9917 - val_loss: 3.0029 - val_accuracy: 0.5209\n", "Epoch 192/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0248 - accuracy: 0.9936\n", "Epoch 00192: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0248 - accuracy: 0.9936 - val_loss: 3.0867 - val_accuracy: 0.5287\n", "Epoch 193/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0182 - accuracy: 0.9944\n", "Epoch 00193: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0182 - accuracy: 0.9944 - val_loss: 3.2068 - val_accuracy: 0.5026\n", "Epoch 194/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0273 - accuracy: 0.9921\n", "Epoch 00194: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0273 - accuracy: 0.9921 - val_loss: 3.3141 - val_accuracy: 0.5000\n", "Epoch 195/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0242 - accuracy: 0.9925\n", "Epoch 00195: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0242 - accuracy: 0.9925 - val_loss: 3.0254 - val_accuracy: 0.5444\n", "Epoch 196/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0116 - accuracy: 0.9974\n", "Epoch 00196: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0123 - accuracy: 0.9970 - val_loss: 3.1039 - val_accuracy: 0.5352\n", "Epoch 197/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0503 - accuracy: 0.9842\n", "Epoch 00197: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 32ms/step - loss: 0.0502 - accuracy: 0.9842 - val_loss: 3.4686 - val_accuracy: 0.4948\n", "Epoch 198/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0317 - accuracy: 0.9913\n", "Epoch 00198: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0338 - accuracy: 0.9906 - val_loss: 3.1647 - val_accuracy: 0.5104\n", "Epoch 199/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0507 - accuracy: 0.9864\n", "Epoch 00199: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0506 - accuracy: 0.9865 - val_loss: 2.8073 - val_accuracy: 0.5392\n", "Epoch 200/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0309 - accuracy: 0.9898\n", "Epoch 00200: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0308 - accuracy: 0.9899 - val_loss: 4.2208 - val_accuracy: 0.3890\n", "Epoch 201/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0187 - accuracy: 0.9947\n", "Epoch 00201: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0187 - accuracy: 0.9947 - val_loss: 3.0113 - val_accuracy: 0.5261\n", "Epoch 202/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0348 - accuracy: 0.9910\n", "Epoch 00202: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0347 - accuracy: 0.9910 - val_loss: 2.9303 - val_accuracy: 0.5392\n", "Epoch 203/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0222 - accuracy: 0.9932\n", "Epoch 00203: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0221 - accuracy: 0.9932 - val_loss: 2.8023 - val_accuracy: 0.5470\n", "Epoch 204/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0212 - accuracy: 0.9932\n", "Epoch 00204: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0217 - accuracy: 0.9929 - val_loss: 2.7659 - val_accuracy: 0.5757\n", "Epoch 205/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0341 - accuracy: 0.9898\n", "Epoch 00205: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 30ms/step - loss: 0.0340 - accuracy: 0.9899 - val_loss: 2.9844 - val_accuracy: 0.5313\n", "Epoch 206/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0247 - accuracy: 0.9936\n", "Epoch 00206: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0247 - accuracy: 0.9936 - val_loss: 2.7350 - val_accuracy: 0.5509\n", "Epoch 207/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0158 - accuracy: 0.9947\n", "Epoch 00207: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0158 - accuracy: 0.9947 - val_loss: 2.9930 - val_accuracy: 0.5235\n", "Epoch 208/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0251 - accuracy: 0.9944\n", "Epoch 00208: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0251 - accuracy: 0.9944 - val_loss: 3.0729 - val_accuracy: 0.5287\n", "Epoch 209/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0184 - accuracy: 0.9925\n", "Epoch 00209: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0184 - accuracy: 0.9925 - val_loss: 3.0391 - val_accuracy: 0.5287\n", "Epoch 210/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0231 - accuracy: 0.9932\n", "Epoch 00210: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0230 - accuracy: 0.9932 - val_loss: 2.9495 - val_accuracy: 0.5235\n", "Epoch 211/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0281 - accuracy: 0.9917\n", "Epoch 00211: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0280 - accuracy: 0.9917 - val_loss: 2.7478 - val_accuracy: 0.5535\n", "Epoch 212/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0177 - accuracy: 0.9955\n", "Epoch 00212: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0177 - accuracy: 0.9955 - val_loss: 3.2048 - val_accuracy: 0.4974\n", "Epoch 213/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0143 - accuracy: 0.9974\n", "Epoch 00213: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0144 - accuracy: 0.9974 - val_loss: 3.1892 - val_accuracy: 0.5039\n", "Epoch 214/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0202 - accuracy: 0.9947\n", "Epoch 00214: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0202 - accuracy: 0.9947 - val_loss: 2.9597 - val_accuracy: 0.5287\n", "Epoch 215/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0167 - accuracy: 0.9955\n", "Epoch 00215: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0178 - accuracy: 0.9951 - val_loss: 3.2070 - val_accuracy: 0.5248\n", "Epoch 216/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0687 - accuracy: 0.9849\n", "Epoch 00216: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0686 - accuracy: 0.9850 - val_loss: 3.3130 - val_accuracy: 0.4961\n", "Epoch 217/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0234 - accuracy: 0.9947\n", "Epoch 00217: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0233 - accuracy: 0.9947 - val_loss: 3.1146 - val_accuracy: 0.5196\n", "Epoch 218/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0187 - accuracy: 0.9944\n", "Epoch 00218: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0187 - accuracy: 0.9944 - val_loss: 2.9607 - val_accuracy: 0.5131\n", "Epoch 219/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0199 - accuracy: 0.9951\n", "Epoch 00219: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0199 - accuracy: 0.9951 - val_loss: 3.0052 - val_accuracy: 0.5222\n", "Epoch 220/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0192 - accuracy: 0.9925\n", "Epoch 00220: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 32ms/step - loss: 0.0192 - accuracy: 0.9925 - val_loss: 3.0880 - val_accuracy: 0.5326\n", "Epoch 221/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0269 - accuracy: 0.9925\n", "Epoch 00221: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0277 - accuracy: 0.9921 - val_loss: 2.9958 - val_accuracy: 0.5470\n", "Epoch 222/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0317 - accuracy: 0.9913\n", "Epoch 00222: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 32ms/step - loss: 0.0316 - accuracy: 0.9914 - val_loss: 3.0869 - val_accuracy: 0.5052\n", "Epoch 223/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0267 - accuracy: 0.9932\n", "Epoch 00223: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0266 - accuracy: 0.9932 - val_loss: 3.0036 - val_accuracy: 0.5587\n", "Epoch 224/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0221 - accuracy: 0.9936\n", "Epoch 00224: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 32ms/step - loss: 0.0244 - accuracy: 0.9929 - val_loss: 3.1055 - val_accuracy: 0.4830\n", "Epoch 225/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0390 - accuracy: 0.9891\n", "Epoch 00225: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 32ms/step - loss: 0.0389 - accuracy: 0.9891 - val_loss: 3.1796 - val_accuracy: 0.4987\n", "Epoch 226/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0307 - accuracy: 0.9895\n", "Epoch 00226: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0307 - accuracy: 0.9895 - val_loss: 3.1133 - val_accuracy: 0.5104\n", "Epoch 227/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0192 - accuracy: 0.9947\n", "Epoch 00227: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0192 - accuracy: 0.9947 - val_loss: 3.1015 - val_accuracy: 0.5196\n", "Epoch 228/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0310 - accuracy: 0.9910\n", "Epoch 00228: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0331 - accuracy: 0.9906 - val_loss: 2.8929 - val_accuracy: 0.5457\n", "Epoch 229/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0397 - accuracy: 0.9895\n", "Epoch 00229: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0397 - accuracy: 0.9895 - val_loss: 3.2518 - val_accuracy: 0.4961\n", "Epoch 230/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0153 - accuracy: 0.9947\n", "Epoch 00230: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0152 - accuracy: 0.9947 - val_loss: 3.0846 - val_accuracy: 0.5131\n", "Epoch 231/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0206 - accuracy: 0.9951\n", "Epoch 00231: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0206 - accuracy: 0.9951 - val_loss: 3.0506 - val_accuracy: 0.5431\n", "Epoch 232/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0140 - accuracy: 0.9962\n", "Epoch 00232: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0140 - accuracy: 0.9962 - val_loss: 3.1511 - val_accuracy: 0.5235\n", "Epoch 233/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0341 - accuracy: 0.9902\n", "Epoch 00233: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0358 - accuracy: 0.9899 - val_loss: 3.0212 - val_accuracy: 0.5222\n", "Epoch 234/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0241 - accuracy: 0.9921\n", "Epoch 00234: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0241 - accuracy: 0.9921 - val_loss: 2.9605 - val_accuracy: 0.5078\n", "Epoch 235/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0281 - accuracy: 0.9921\n", "Epoch 00235: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0286 - accuracy: 0.9917 - val_loss: 2.9917 - val_accuracy: 0.5300\n", "Epoch 236/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0479 - accuracy: 0.9868\n", "Epoch 00236: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0480 - accuracy: 0.9868 - val_loss: 3.1854 - val_accuracy: 0.4883\n", "Epoch 237/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0219 - accuracy: 0.9940\n", "Epoch 00237: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0219 - accuracy: 0.9940 - val_loss: 3.0045 - val_accuracy: 0.5131\n", "Epoch 238/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0283 - accuracy: 0.9925\n", "Epoch 00238: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0283 - accuracy: 0.9925 - val_loss: 3.1376 - val_accuracy: 0.5026\n", "Epoch 239/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0163 - accuracy: 0.9959\n", "Epoch 00239: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0162 - accuracy: 0.9959 - val_loss: 3.1451 - val_accuracy: 0.5522\n", "Epoch 240/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0146 - accuracy: 0.9955\n", "Epoch 00240: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0146 - accuracy: 0.9955 - val_loss: 3.3311 - val_accuracy: 0.4687\n", "Epoch 241/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0237 - accuracy: 0.9932\n", "Epoch 00241: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0236 - accuracy: 0.9932 - val_loss: 3.2444 - val_accuracy: 0.4987\n", "Epoch 242/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0195 - accuracy: 0.9970\n", "Epoch 00242: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0195 - accuracy: 0.9970 - val_loss: 3.1774 - val_accuracy: 0.4948\n", "Epoch 243/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0162 - accuracy: 0.9955\n", "Epoch 00243: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0163 - accuracy: 0.9955 - val_loss: 3.1771 - val_accuracy: 0.5248\n", "Epoch 244/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0118 - accuracy: 0.9974\n", "Epoch 00244: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0134 - accuracy: 0.9970 - val_loss: 3.0818 - val_accuracy: 0.5326\n", "Epoch 245/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0320 - accuracy: 0.9898\n", "Epoch 00245: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0319 - accuracy: 0.9899 - val_loss: 3.0123 - val_accuracy: 0.5287\n", "Epoch 246/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0400 - accuracy: 0.9891\n", "Epoch 00246: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0431 - accuracy: 0.9887 - val_loss: 3.0271 - val_accuracy: 0.4974\n", "Epoch 247/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0172 - accuracy: 0.9944\n", "Epoch 00247: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0172 - accuracy: 0.9944 - val_loss: 3.0755 - val_accuracy: 0.5196\n", "Epoch 248/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0189 - accuracy: 0.9940\n", "Epoch 00248: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0189 - accuracy: 0.9940 - val_loss: 3.1029 - val_accuracy: 0.5352\n", "Epoch 249/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0281 - accuracy: 0.9921\n", "Epoch 00249: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0281 - accuracy: 0.9921 - val_loss: 3.5863 - val_accuracy: 0.4830\n", "Epoch 250/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0311 - accuracy: 0.9913\n", "Epoch 00250: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0345 - accuracy: 0.9910 - val_loss: 3.4640 - val_accuracy: 0.5104\n", "Epoch 251/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0147 - accuracy: 0.9951\n", "Epoch 00251: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0153 - accuracy: 0.9947 - val_loss: 3.7030 - val_accuracy: 0.4413\n", "Epoch 252/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0477 - accuracy: 0.9857\n", "Epoch 00252: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0476 - accuracy: 0.9857 - val_loss: 3.0058 - val_accuracy: 0.5444\n", "Epoch 253/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0396 - accuracy: 0.9891\n", "Epoch 00253: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0396 - accuracy: 0.9891 - val_loss: 3.1931 - val_accuracy: 0.5104\n", "Epoch 254/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0263 - accuracy: 0.9932\n", "Epoch 00254: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0263 - accuracy: 0.9932 - val_loss: 3.2100 - val_accuracy: 0.5026\n", "Epoch 255/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0346 - accuracy: 0.9906\n", "Epoch 00255: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0346 - accuracy: 0.9906 - val_loss: 3.4922 - val_accuracy: 0.4700\n", "Epoch 256/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0189 - accuracy: 0.9951\n", "Epoch 00256: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0189 - accuracy: 0.9951 - val_loss: 3.0585 - val_accuracy: 0.5287\n", "Epoch 257/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0163 - accuracy: 0.9944\n", "Epoch 00257: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0162 - accuracy: 0.9944 - val_loss: 3.2036 - val_accuracy: 0.4896\n", "Epoch 258/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0146 - accuracy: 0.9962\n", "Epoch 00258: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0146 - accuracy: 0.9962 - val_loss: 2.9062 - val_accuracy: 0.5392\n", "Epoch 259/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0129 - accuracy: 0.9966\n", "Epoch 00259: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0129 - accuracy: 0.9966 - val_loss: 3.1119 - val_accuracy: 0.5235\n", "Epoch 260/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0157 - accuracy: 0.9947\n", "Epoch 00260: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0157 - accuracy: 0.9947 - val_loss: 3.2500 - val_accuracy: 0.4896\n", "Epoch 261/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0114 - accuracy: 0.9966\n", "Epoch 00261: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0114 - accuracy: 0.9966 - val_loss: 3.1889 - val_accuracy: 0.5000\n", "Epoch 262/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0117 - accuracy: 0.9970\n", "Epoch 00262: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 32ms/step - loss: 0.0117 - accuracy: 0.9970 - val_loss: 3.0695 - val_accuracy: 0.5379\n", "Epoch 263/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0224 - accuracy: 0.9936\n", "Epoch 00263: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0224 - accuracy: 0.9936 - val_loss: 3.1911 - val_accuracy: 0.5366\n", "Epoch 264/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0226 - accuracy: 0.9921\n", "Epoch 00264: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 30ms/step - loss: 0.0226 - accuracy: 0.9921 - val_loss: 3.0812 - val_accuracy: 0.5222\n", "Epoch 265/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0156 - accuracy: 0.9951\n", "Epoch 00265: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 30ms/step - loss: 0.0156 - accuracy: 0.9951 - val_loss: 3.2337 - val_accuracy: 0.4961\n", "Epoch 266/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0140 - accuracy: 0.9962\n", "Epoch 00266: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 30ms/step - loss: 0.0140 - accuracy: 0.9962 - val_loss: 3.1326 - val_accuracy: 0.5196\n", "Epoch 267/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0125 - accuracy: 0.9959\n", "Epoch 00267: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0125 - accuracy: 0.9959 - val_loss: 2.9234 - val_accuracy: 0.5574\n", "Epoch 268/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0118 - accuracy: 0.9974\n", "Epoch 00268: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0118 - accuracy: 0.9974 - val_loss: 3.1805 - val_accuracy: 0.5274\n", "Epoch 269/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0132 - accuracy: 0.9962\n", "Epoch 00269: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 30ms/step - loss: 0.0132 - accuracy: 0.9962 - val_loss: 3.2808 - val_accuracy: 0.5196\n", "Epoch 270/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0105 - accuracy: 0.9966\n", "Epoch 00270: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 30ms/step - loss: 0.0115 - accuracy: 0.9962 - val_loss: 3.1928 - val_accuracy: 0.5339\n", "Epoch 271/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0134 - accuracy: 0.9955\n", "Epoch 00271: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 30ms/step - loss: 0.0134 - accuracy: 0.9955 - val_loss: 3.6282 - val_accuracy: 0.4634\n", "Epoch 272/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0165 - accuracy: 0.9966\n", "Epoch 00272: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0167 - accuracy: 0.9966 - val_loss: 3.6907 - val_accuracy: 0.4752\n", "Epoch 273/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0154 - accuracy: 0.9959\n", "Epoch 00273: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0178 - accuracy: 0.9951 - val_loss: 3.2245 - val_accuracy: 0.5405\n", "Epoch 274/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0617 - accuracy: 0.9846\n", "Epoch 00274: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0615 - accuracy: 0.9846 - val_loss: 3.1656 - val_accuracy: 0.5287\n", "Epoch 275/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0242 - accuracy: 0.9936\n", "Epoch 00275: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0242 - accuracy: 0.9936 - val_loss: 3.2478 - val_accuracy: 0.4909\n", "Epoch 276/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0226 - accuracy: 0.9921\n", "Epoch 00276: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0226 - accuracy: 0.9921 - val_loss: 3.3715 - val_accuracy: 0.5000\n", "Epoch 277/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0371 - accuracy: 0.9910\n", "Epoch 00277: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0370 - accuracy: 0.9910 - val_loss: 3.2829 - val_accuracy: 0.4935\n", "Epoch 278/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0160 - accuracy: 0.9955\n", "Epoch 00278: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0159 - accuracy: 0.9955 - val_loss: 3.0361 - val_accuracy: 0.5222\n", "Epoch 279/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0167 - accuracy: 0.9955\n", "Epoch 00279: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0166 - accuracy: 0.9955 - val_loss: 3.2176 - val_accuracy: 0.5091\n", "Epoch 280/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0227 - accuracy: 0.9925\n", "Epoch 00280: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0252 - accuracy: 0.9921 - val_loss: 3.1556 - val_accuracy: 0.5379\n", "Epoch 281/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0184 - accuracy: 0.9959\n", "Epoch 00281: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0184 - accuracy: 0.9959 - val_loss: 3.3109 - val_accuracy: 0.5065\n", "Epoch 282/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0126 - accuracy: 0.9959\n", "Epoch 00282: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0126 - accuracy: 0.9959 - val_loss: 3.2487 - val_accuracy: 0.5287\n", "Epoch 283/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0233 - accuracy: 0.9940\n", "Epoch 00283: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0232 - accuracy: 0.9940 - val_loss: 3.1703 - val_accuracy: 0.5261\n", "Epoch 284/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0140 - accuracy: 0.9955\n", "Epoch 00284: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0143 - accuracy: 0.9951 - val_loss: 3.1847 - val_accuracy: 0.5444\n", "Epoch 285/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0524 - accuracy: 0.9872\n", "Epoch 00285: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0524 - accuracy: 0.9872 - val_loss: 2.9216 - val_accuracy: 0.5235\n", "Epoch 286/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0300 - accuracy: 0.9906\n", "Epoch 00286: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0309 - accuracy: 0.9902 - val_loss: 3.4016 - val_accuracy: 0.4843\n", "Epoch 287/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0268 - accuracy: 0.9932\n", "Epoch 00287: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 33ms/step - loss: 0.0304 - accuracy: 0.9929 - val_loss: 3.1008 - val_accuracy: 0.5457\n", "Epoch 288/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0207 - accuracy: 0.9940\n", "Epoch 00288: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 33ms/step - loss: 0.0210 - accuracy: 0.9940 - val_loss: 3.3330 - val_accuracy: 0.4856\n", "Epoch 289/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0259 - accuracy: 0.9928\n", "Epoch 00289: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 32ms/step - loss: 0.0264 - accuracy: 0.9925 - val_loss: 3.1548 - val_accuracy: 0.5222\n", "Epoch 290/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0179 - accuracy: 0.9947\n", "Epoch 00290: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 33ms/step - loss: 0.0179 - accuracy: 0.9947 - val_loss: 3.1880 - val_accuracy: 0.5313\n", "Epoch 291/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0143 - accuracy: 0.9962\n", "Epoch 00291: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 32ms/step - loss: 0.0143 - accuracy: 0.9962 - val_loss: 3.0864 - val_accuracy: 0.5483\n", "Epoch 292/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0098 - accuracy: 0.9974\n", "Epoch 00292: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0098 - accuracy: 0.9974 - val_loss: 3.2316 - val_accuracy: 0.5379\n", "Epoch 293/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0149 - accuracy: 0.9959\n", "Epoch 00293: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0148 - accuracy: 0.9959 - val_loss: 3.2859 - val_accuracy: 0.5235\n", "Epoch 294/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0151 - accuracy: 0.9951\n", "Epoch 00294: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0151 - accuracy: 0.9951 - val_loss: 3.2523 - val_accuracy: 0.5535\n", "Epoch 295/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0226 - accuracy: 0.9940\n", "Epoch 00295: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0234 - accuracy: 0.9936 - val_loss: 3.0280 - val_accuracy: 0.5339\n", "Epoch 296/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0175 - accuracy: 0.9940\n", "Epoch 00296: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0175 - accuracy: 0.9940 - val_loss: 3.3987 - val_accuracy: 0.4830\n", "Epoch 297/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0155 - accuracy: 0.9959\n", "Epoch 00297: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0154 - accuracy: 0.9959 - val_loss: 3.4868 - val_accuracy: 0.4869\n", "Epoch 298/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0168 - accuracy: 0.9951\n", "Epoch 00298: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 32ms/step - loss: 0.0168 - accuracy: 0.9951 - val_loss: 3.6380 - val_accuracy: 0.4713\n", "Epoch 299/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0105 - accuracy: 0.9977\n", "Epoch 00299: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 32ms/step - loss: 0.0105 - accuracy: 0.9977 - val_loss: 3.5427 - val_accuracy: 0.4922\n", "Epoch 300/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0095 - accuracy: 0.9974\n", "Epoch 00300: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0094 - accuracy: 0.9974 - val_loss: 3.3278 - val_accuracy: 0.5274\n", "Epoch 301/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0079 - accuracy: 0.9981\n", "Epoch 00301: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0079 - accuracy: 0.9981 - val_loss: 3.3619 - val_accuracy: 0.5287\n", "Epoch 302/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0117 - accuracy: 0.9977\n", "Epoch 00302: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0120 - accuracy: 0.9977 - val_loss: 3.2549 - val_accuracy: 0.5339\n", "Epoch 303/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0174 - accuracy: 0.9936\n", "Epoch 00303: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0175 - accuracy: 0.9936 - val_loss: 3.2221 - val_accuracy: 0.5366\n", "Epoch 304/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0151 - accuracy: 0.9947\n", "Epoch 00304: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0151 - accuracy: 0.9947 - val_loss: 3.7572 - val_accuracy: 0.4439\n", "Epoch 305/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0186 - accuracy: 0.9936\n", "Epoch 00305: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0185 - accuracy: 0.9936 - val_loss: 3.3545 - val_accuracy: 0.5117\n", "Epoch 306/4000\n", "83/84 [============================>.] - ETA: 0s - loss: 0.0162 - accuracy: 0.9962\n", "Epoch 00306: val_accuracy did not improve from 0.57702\n", "84/84 [==============================] - 3s 31ms/step - loss: 0.0161 - accuracy: 0.9962 - val_loss: 3.5299 - val_accuracy: 0.5065\n", "Epoch 00306: early stopping\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "5F3Z2WzUkfSC", "colab_type": "code", "colab": {} }, "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n" ], "execution_count": 0, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "rd2xjdhToYwd", "colab_type": "text" }, "source": [ "" ] }, { "cell_type": "code", "metadata": { "id": "IoZ3M-hCkKIR", "colab_type": "code", "colab": {} }, "source": [ "def plot_history(history):\n", " hist = pd.DataFrame(history.history)\n", " hist['epoch'] = history.epoch\n", "\n", " plt.figure()\n", " plt.xlabel('Epoch')\n", " plt.ylabel('Accuracy')\n", " plt.plot(hist['epoch'][:25], hist['accuracy'][:25],\n", " label='Train Accuracy')\n", " plt.plot(hist['epoch'][:25], hist['val_accuracy'][:25],\n", " label = 'Val Accuracy')\n", " plt.ylim([0,1])\n", " plt.legend()\n", " plt.show()" ], "execution_count": 0, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "d1IEz_LtkK1U", "colab_type": "code", "outputId": "2850ae00-dff7-499f-e997-59888bb1294a", "colab": { "base_uri": "https://localhost:8080/", "height": 283 } }, "source": [ "plot_history(history)" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "iAqQV8inYIC7", "colab_type": "text" }, "source": [ "# FOR TEST SET\n", "Concatenate the training and val" ] }, { "cell_type": "code", "metadata": { "id": "2HrFgnWAYMie", "colab_type": "code", "outputId": "22c878d5-bb82-47ba-f2ba-07a8b185e1da", "colab": { "base_uri": "https://localhost:8080/", "height": 52 } }, "source": [ "X_combined = np.concatenate((X_train , X_val))\n", "Y_combined = np.concatenate((Y_train , Y_val))\n", "\n", "print(X_combined.shape)\n", "print(Y_combined.shape)" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "(3427, 11, 6144)\n", "(3427,)\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "8Wt1V5v-gXp4", "colab_type": "code", "outputId": "9a37455a-b04f-498d-a299-13d408e1dbab", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 } }, "source": [ "from sklearn.model_selection import train_test_split\n", "\n", "X_train , X_val , Y_train , Y_val = train_test_split(X_combined, Y_combined, test_size=0.1, random_state=42)\n", "combined_model , combined_history = train(X_train , Y_train , X_val=X_val , Y_val=Y_val, save_path='/content/drive/My Drive/Machine-Learning-Projects/cs231n-project/models/openl3-cnn-lstm-tuned-lr-train-and-val-v2.h5')" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "WARNING:tensorflow:Layer lstm_4 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_4 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_4 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", "Epoch 1/4000\n", "97/97 [==============================] - ETA: 0s - loss: 1.0716 - accuracy: 0.4322\n", "Epoch 00001: val_accuracy improved from -inf to 0.42274, saving model to /content/drive/My Drive/Machine-Learning-Projects/cs231n-project/models/openl3-cnn-lstm-tuned-lr-train-and-val-v2.h5\n", "97/97 [==============================] - 4s 39ms/step - loss: 1.0716 - accuracy: 0.4322 - val_loss: 1.0622 - val_accuracy: 0.4227\n", "Epoch 2/4000\n", "97/97 [==============================] - ETA: 0s - loss: 1.0228 - accuracy: 0.4964\n", "Epoch 00002: val_accuracy improved from 0.42274 to 0.46647, saving model to /content/drive/My Drive/Machine-Learning-Projects/cs231n-project/models/openl3-cnn-lstm-tuned-lr-train-and-val-v2.h5\n", "97/97 [==============================] - 3s 31ms/step - loss: 1.0228 - accuracy: 0.4964 - val_loss: 1.0455 - val_accuracy: 0.4665\n", "Epoch 3/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.9775 - accuracy: 0.5425\n", "Epoch 00003: val_accuracy improved from 0.46647 to 0.50146, saving model to /content/drive/My Drive/Machine-Learning-Projects/cs231n-project/models/openl3-cnn-lstm-tuned-lr-train-and-val-v2.h5\n", "97/97 [==============================] - 3s 31ms/step - loss: 0.9775 - accuracy: 0.5425 - val_loss: 1.0267 - val_accuracy: 0.5015\n", "Epoch 4/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.9551 - accuracy: 0.5778\n", "Epoch 00004: val_accuracy improved from 0.50146 to 0.58601, saving model to /content/drive/My Drive/Machine-Learning-Projects/cs231n-project/models/openl3-cnn-lstm-tuned-lr-train-and-val-v2.h5\n", "97/97 [==============================] - 3s 31ms/step - loss: 0.9551 - accuracy: 0.5778 - val_loss: 0.9538 - val_accuracy: 0.5860\n", "Epoch 5/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.9209 - accuracy: 0.6180\n", "Epoch 00005: val_accuracy improved from 0.58601 to 0.60058, saving model to /content/drive/My Drive/Machine-Learning-Projects/cs231n-project/models/openl3-cnn-lstm-tuned-lr-train-and-val-v2.h5\n", "97/97 [==============================] - 3s 30ms/step - loss: 0.9209 - accuracy: 0.6180 - val_loss: 0.9503 - val_accuracy: 0.6006\n", "Epoch 6/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.8943 - accuracy: 0.6291\n", "Epoch 00006: val_accuracy improved from 0.60058 to 0.62099, saving model to /content/drive/My Drive/Machine-Learning-Projects/cs231n-project/models/openl3-cnn-lstm-tuned-lr-train-and-val-v2.h5\n", "97/97 [==============================] - 3s 30ms/step - loss: 0.8943 - accuracy: 0.6291 - val_loss: 0.8862 - val_accuracy: 0.6210\n", "Epoch 7/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.8609 - accuracy: 0.6534\n", "Epoch 00007: val_accuracy did not improve from 0.62099\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.8609 - accuracy: 0.6534 - val_loss: 0.9209 - val_accuracy: 0.5743\n", "Epoch 8/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.8297 - accuracy: 0.6793\n", "Epoch 00008: val_accuracy did not improve from 0.62099\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.8297 - accuracy: 0.6793 - val_loss: 1.0335 - val_accuracy: 0.5423\n", "Epoch 9/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.7933 - accuracy: 0.7023\n", "Epoch 00009: val_accuracy did not improve from 0.62099\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.7933 - accuracy: 0.7023 - val_loss: 0.8765 - val_accuracy: 0.6210\n", "Epoch 10/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.7718 - accuracy: 0.7121\n", "Epoch 00010: val_accuracy did not improve from 0.62099\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.7718 - accuracy: 0.7121 - val_loss: 0.9223 - val_accuracy: 0.5743\n", "Epoch 11/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.7329 - accuracy: 0.7403\n", "Epoch 00011: val_accuracy did not improve from 0.62099\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.7329 - accuracy: 0.7403 - val_loss: 1.0605 - val_accuracy: 0.5685\n", "Epoch 12/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.7124 - accuracy: 0.7403\n", "Epoch 00012: val_accuracy improved from 0.62099 to 0.62391, saving model to /content/drive/My Drive/Machine-Learning-Projects/cs231n-project/models/openl3-cnn-lstm-tuned-lr-train-and-val-v2.h5\n", "97/97 [==============================] - 4s 39ms/step - loss: 0.7124 - accuracy: 0.7403 - val_loss: 0.8556 - val_accuracy: 0.6239\n", "Epoch 13/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.6598 - accuracy: 0.7678\n", "Epoch 00013: val_accuracy improved from 0.62391 to 0.65306, saving model to /content/drive/My Drive/Machine-Learning-Projects/cs231n-project/models/openl3-cnn-lstm-tuned-lr-train-and-val-v2.h5\n", "97/97 [==============================] - 3s 30ms/step - loss: 0.6598 - accuracy: 0.7678 - val_loss: 0.8188 - val_accuracy: 0.6531\n", "Epoch 14/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.6382 - accuracy: 0.7837\n", "Epoch 00014: val_accuracy did not improve from 0.65306\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.6382 - accuracy: 0.7837 - val_loss: 0.8974 - val_accuracy: 0.6356\n", "Epoch 15/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.6167 - accuracy: 0.7866\n", "Epoch 00015: val_accuracy improved from 0.65306 to 0.66472, saving model to /content/drive/My Drive/Machine-Learning-Projects/cs231n-project/models/openl3-cnn-lstm-tuned-lr-train-and-val-v2.h5\n", "97/97 [==============================] - 3s 30ms/step - loss: 0.6167 - accuracy: 0.7866 - val_loss: 0.8446 - val_accuracy: 0.6647\n", "Epoch 16/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.5717 - accuracy: 0.8187\n", "Epoch 00016: val_accuracy did not improve from 0.66472\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.5717 - accuracy: 0.8187 - val_loss: 0.8911 - val_accuracy: 0.6122\n", "Epoch 17/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.5370 - accuracy: 0.8246\n", "Epoch 00017: val_accuracy did not improve from 0.66472\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.5370 - accuracy: 0.8246 - val_loss: 0.8853 - val_accuracy: 0.6647\n", "Epoch 18/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.4996 - accuracy: 0.8440\n", "Epoch 00018: val_accuracy did not improve from 0.66472\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.4996 - accuracy: 0.8440 - val_loss: 1.2118 - val_accuracy: 0.5802\n", "Epoch 19/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.4833 - accuracy: 0.8541\n", "Epoch 00019: val_accuracy did not improve from 0.66472\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.4833 - accuracy: 0.8541 - val_loss: 0.9022 - val_accuracy: 0.6501\n", "Epoch 20/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.4600 - accuracy: 0.8570\n", "Epoch 00020: val_accuracy improved from 0.66472 to 0.67930, saving model to /content/drive/My Drive/Machine-Learning-Projects/cs231n-project/models/openl3-cnn-lstm-tuned-lr-train-and-val-v2.h5\n", "97/97 [==============================] - 4s 39ms/step - loss: 0.4600 - accuracy: 0.8570 - val_loss: 0.8320 - val_accuracy: 0.6793\n", "Epoch 21/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.4488 - accuracy: 0.8577\n", "Epoch 00021: val_accuracy did not improve from 0.67930\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.4488 - accuracy: 0.8577 - val_loss: 0.9117 - val_accuracy: 0.6501\n", "Epoch 22/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.4232 - accuracy: 0.8719\n", "Epoch 00022: val_accuracy did not improve from 0.67930\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.4232 - accuracy: 0.8719 - val_loss: 1.0101 - val_accuracy: 0.5977\n", "Epoch 23/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.3742 - accuracy: 0.8891\n", "Epoch 00023: val_accuracy did not improve from 0.67930\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.3742 - accuracy: 0.8891 - val_loss: 0.8841 - val_accuracy: 0.6531\n", "Epoch 24/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.3724 - accuracy: 0.8907\n", "Epoch 00024: val_accuracy did not improve from 0.67930\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.3724 - accuracy: 0.8907 - val_loss: 2.2969 - val_accuracy: 0.3324\n", "Epoch 25/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.3725 - accuracy: 0.8868\n", "Epoch 00025: val_accuracy did not improve from 0.67930\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.3725 - accuracy: 0.8868 - val_loss: 0.9413 - val_accuracy: 0.6531\n", "Epoch 26/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.3363 - accuracy: 0.9001\n", "Epoch 00026: val_accuracy did not improve from 0.67930\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.3363 - accuracy: 0.9001 - val_loss: 0.9123 - val_accuracy: 0.5860\n", "Epoch 27/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.3155 - accuracy: 0.9108\n", "Epoch 00027: val_accuracy did not improve from 0.67930\n", "97/97 [==============================] - 3s 29ms/step - loss: 0.3155 - accuracy: 0.9108 - val_loss: 0.9280 - val_accuracy: 0.6706\n", "Epoch 28/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.2993 - accuracy: 0.9092\n", "Epoch 00028: val_accuracy did not improve from 0.67930\n", "97/97 [==============================] - 3s 29ms/step - loss: 0.2993 - accuracy: 0.9092 - val_loss: 1.0952 - val_accuracy: 0.6443\n", "Epoch 29/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.2667 - accuracy: 0.9261\n", "Epoch 00029: val_accuracy did not improve from 0.67930\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.2667 - accuracy: 0.9261 - val_loss: 0.9436 - val_accuracy: 0.6589\n", "Epoch 30/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.2781 - accuracy: 0.9186\n", "Epoch 00030: val_accuracy did not improve from 0.67930\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.2779 - accuracy: 0.9186 - val_loss: 1.0886 - val_accuracy: 0.6327\n", "Epoch 31/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.2773 - accuracy: 0.9219\n", "Epoch 00031: val_accuracy did not improve from 0.67930\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.2773 - accuracy: 0.9219 - val_loss: 1.6572 - val_accuracy: 0.5190\n", "Epoch 32/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.2445 - accuracy: 0.9316\n", "Epoch 00032: val_accuracy did not improve from 0.67930\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.2445 - accuracy: 0.9316 - val_loss: 1.0542 - val_accuracy: 0.6647\n", "Epoch 33/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.2289 - accuracy: 0.9385\n", "Epoch 00033: val_accuracy did not improve from 0.67930\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.2283 - accuracy: 0.9387 - val_loss: 1.2255 - val_accuracy: 0.6239\n", "Epoch 34/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.2155 - accuracy: 0.9439\n", "Epoch 00034: val_accuracy did not improve from 0.67930\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.2155 - accuracy: 0.9439 - val_loss: 1.1784 - val_accuracy: 0.6356\n", "Epoch 35/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.2334 - accuracy: 0.9348\n", "Epoch 00035: val_accuracy improved from 0.67930 to 0.69971, saving model to /content/drive/My Drive/Machine-Learning-Projects/cs231n-project/models/openl3-cnn-lstm-tuned-lr-train-and-val-v2.h5\n", "97/97 [==============================] - 4s 39ms/step - loss: 0.2334 - accuracy: 0.9348 - val_loss: 1.0033 - val_accuracy: 0.6997\n", "Epoch 36/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.1937 - accuracy: 0.9507\n", "Epoch 00036: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.1937 - accuracy: 0.9507 - val_loss: 1.8393 - val_accuracy: 0.5248\n", "Epoch 37/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.1871 - accuracy: 0.9491\n", "Epoch 00037: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.1871 - accuracy: 0.9491 - val_loss: 1.5891 - val_accuracy: 0.5685\n", "Epoch 38/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.1955 - accuracy: 0.9499\n", "Epoch 00038: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.1951 - accuracy: 0.9497 - val_loss: 1.0726 - val_accuracy: 0.6764\n", "Epoch 39/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.1767 - accuracy: 0.9536\n", "Epoch 00039: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.1767 - accuracy: 0.9536 - val_loss: 1.2108 - val_accuracy: 0.6443\n", "Epoch 40/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.1562 - accuracy: 0.9601\n", "Epoch 00040: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.1562 - accuracy: 0.9601 - val_loss: 1.1144 - val_accuracy: 0.6880\n", "Epoch 41/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.1453 - accuracy: 0.9637\n", "Epoch 00041: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.1453 - accuracy: 0.9637 - val_loss: 1.4731 - val_accuracy: 0.6152\n", "Epoch 42/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.1586 - accuracy: 0.9556\n", "Epoch 00042: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.1586 - accuracy: 0.9556 - val_loss: 1.6834 - val_accuracy: 0.5802\n", "Epoch 43/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.1322 - accuracy: 0.9647\n", "Epoch 00043: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.1322 - accuracy: 0.9647 - val_loss: 1.2478 - val_accuracy: 0.6414\n", "Epoch 44/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.1571 - accuracy: 0.9520\n", "Epoch 00044: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.1571 - accuracy: 0.9520 - val_loss: 1.3711 - val_accuracy: 0.6531\n", "Epoch 45/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.1355 - accuracy: 0.9650\n", "Epoch 00045: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.1355 - accuracy: 0.9650 - val_loss: 1.4102 - val_accuracy: 0.6035\n", "Epoch 46/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.1438 - accuracy: 0.9591\n", "Epoch 00046: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.1438 - accuracy: 0.9591 - val_loss: 1.4529 - val_accuracy: 0.5918\n", "Epoch 47/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.1476 - accuracy: 0.9582\n", "Epoch 00047: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.1476 - accuracy: 0.9582 - val_loss: 1.6305 - val_accuracy: 0.6093\n", "Epoch 48/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.1458 - accuracy: 0.9595\n", "Epoch 00048: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.1458 - accuracy: 0.9595 - val_loss: 1.1887 - val_accuracy: 0.6297\n", "Epoch 49/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.1384 - accuracy: 0.9606\n", "Epoch 00049: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.1380 - accuracy: 0.9608 - val_loss: 1.6204 - val_accuracy: 0.6239\n", "Epoch 50/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.1094 - accuracy: 0.9724\n", "Epoch 00050: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.1100 - accuracy: 0.9718 - val_loss: 1.1173 - val_accuracy: 0.6851\n", "Epoch 51/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.1467 - accuracy: 0.9585\n", "Epoch 00051: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.1467 - accuracy: 0.9585 - val_loss: 1.3548 - val_accuracy: 0.6356\n", "Epoch 52/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.1275 - accuracy: 0.9653\n", "Epoch 00052: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.1275 - accuracy: 0.9653 - val_loss: 1.8798 - val_accuracy: 0.5423\n", "Epoch 53/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.1172 - accuracy: 0.9661\n", "Epoch 00053: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.1162 - accuracy: 0.9666 - val_loss: 1.3754 - val_accuracy: 0.6414\n", "Epoch 54/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.1260 - accuracy: 0.9661\n", "Epoch 00054: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.1270 - accuracy: 0.9660 - val_loss: 1.8724 - val_accuracy: 0.6006\n", "Epoch 55/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.1240 - accuracy: 0.9645\n", "Epoch 00055: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.1245 - accuracy: 0.9643 - val_loss: 1.9142 - val_accuracy: 0.5131\n", "Epoch 56/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.1236 - accuracy: 0.9648\n", "Epoch 00056: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.1250 - accuracy: 0.9647 - val_loss: 2.0682 - val_accuracy: 0.4869\n", "Epoch 57/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.1226 - accuracy: 0.9652\n", "Epoch 00057: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.1227 - accuracy: 0.9650 - val_loss: 1.2195 - val_accuracy: 0.6239\n", "Epoch 58/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.1007 - accuracy: 0.9707\n", "Epoch 00058: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.1006 - accuracy: 0.9705 - val_loss: 1.7236 - val_accuracy: 0.6064\n", "Epoch 59/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0948 - accuracy: 0.9733\n", "Epoch 00059: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0959 - accuracy: 0.9731 - val_loss: 1.8169 - val_accuracy: 0.5802\n", "Epoch 60/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.1114 - accuracy: 0.9661\n", "Epoch 00060: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.1118 - accuracy: 0.9660 - val_loss: 1.6833 - val_accuracy: 0.5948\n", "Epoch 61/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.1004 - accuracy: 0.9711\n", "Epoch 00061: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.1004 - accuracy: 0.9711 - val_loss: 1.2756 - val_accuracy: 0.6851\n", "Epoch 62/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0866 - accuracy: 0.9750\n", "Epoch 00062: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0866 - accuracy: 0.9750 - val_loss: 1.4902 - val_accuracy: 0.6560\n", "Epoch 63/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0869 - accuracy: 0.9760\n", "Epoch 00063: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0866 - accuracy: 0.9757 - val_loss: 2.5735 - val_accuracy: 0.5190\n", "Epoch 64/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0959 - accuracy: 0.9740\n", "Epoch 00064: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0957 - accuracy: 0.9741 - val_loss: 1.3474 - val_accuracy: 0.6793\n", "Epoch 65/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.1185 - accuracy: 0.9635\n", "Epoch 00065: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.1181 - accuracy: 0.9637 - val_loss: 1.4622 - val_accuracy: 0.6501\n", "Epoch 66/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0913 - accuracy: 0.9734\n", "Epoch 00066: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0913 - accuracy: 0.9734 - val_loss: 1.6972 - val_accuracy: 0.6268\n", "Epoch 67/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.1472 - accuracy: 0.9582\n", "Epoch 00067: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.1472 - accuracy: 0.9582 - val_loss: 1.5127 - val_accuracy: 0.6443\n", "Epoch 68/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0856 - accuracy: 0.9749\n", "Epoch 00068: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0855 - accuracy: 0.9750 - val_loss: 1.2819 - val_accuracy: 0.6851\n", "Epoch 69/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0621 - accuracy: 0.9831\n", "Epoch 00069: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0621 - accuracy: 0.9831 - val_loss: 1.5124 - val_accuracy: 0.6210\n", "Epoch 70/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0783 - accuracy: 0.9799\n", "Epoch 00070: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0780 - accuracy: 0.9799 - val_loss: 1.5219 - val_accuracy: 0.6327\n", "Epoch 71/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0866 - accuracy: 0.9770\n", "Epoch 00071: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0866 - accuracy: 0.9770 - val_loss: 1.3870 - val_accuracy: 0.6589\n", "Epoch 72/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0807 - accuracy: 0.9753\n", "Epoch 00072: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0805 - accuracy: 0.9754 - val_loss: 2.2336 - val_accuracy: 0.5131\n", "Epoch 73/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0793 - accuracy: 0.9773\n", "Epoch 00073: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0793 - accuracy: 0.9773 - val_loss: 2.5289 - val_accuracy: 0.5335\n", "Epoch 74/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0928 - accuracy: 0.9747\n", "Epoch 00074: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0928 - accuracy: 0.9747 - val_loss: 2.6657 - val_accuracy: 0.4840\n", "Epoch 75/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0922 - accuracy: 0.9743\n", "Epoch 00075: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0915 - accuracy: 0.9744 - val_loss: 1.9379 - val_accuracy: 0.5539\n", "Epoch 76/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0711 - accuracy: 0.9818\n", "Epoch 00076: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0711 - accuracy: 0.9818 - val_loss: 1.7866 - val_accuracy: 0.6152\n", "Epoch 77/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0680 - accuracy: 0.9805\n", "Epoch 00077: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0680 - accuracy: 0.9805 - val_loss: 2.0351 - val_accuracy: 0.5510\n", "Epoch 78/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0818 - accuracy: 0.9762\n", "Epoch 00078: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0828 - accuracy: 0.9760 - val_loss: 2.6074 - val_accuracy: 0.5219\n", "Epoch 79/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0768 - accuracy: 0.9772\n", "Epoch 00079: val_accuracy did not improve from 0.69971\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0771 - accuracy: 0.9770 - val_loss: 1.7795 - val_accuracy: 0.6093\n", "Epoch 80/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0755 - accuracy: 0.9773\n", "Epoch 00080: val_accuracy improved from 0.69971 to 0.72303, saving model to /content/drive/My Drive/Machine-Learning-Projects/cs231n-project/models/openl3-cnn-lstm-tuned-lr-train-and-val-v2.h5\n", "97/97 [==============================] - 4s 38ms/step - loss: 0.0755 - accuracy: 0.9773 - val_loss: 1.3345 - val_accuracy: 0.7230\n", "Epoch 81/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0541 - accuracy: 0.9831\n", "Epoch 00081: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0541 - accuracy: 0.9831 - val_loss: 2.3757 - val_accuracy: 0.5452\n", "Epoch 82/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0724 - accuracy: 0.9798\n", "Epoch 00082: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0721 - accuracy: 0.9799 - val_loss: 2.5966 - val_accuracy: 0.5248\n", "Epoch 83/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0774 - accuracy: 0.9789\n", "Epoch 00083: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0774 - accuracy: 0.9789 - val_loss: 2.5848 - val_accuracy: 0.5044\n", "Epoch 84/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0432 - accuracy: 0.9893\n", "Epoch 00084: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0435 - accuracy: 0.9890 - val_loss: 1.7602 - val_accuracy: 0.6268\n", "Epoch 85/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0707 - accuracy: 0.9786\n", "Epoch 00085: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0707 - accuracy: 0.9786 - val_loss: 1.8457 - val_accuracy: 0.6035\n", "Epoch 86/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0819 - accuracy: 0.9759\n", "Epoch 00086: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0819 - accuracy: 0.9760 - val_loss: 1.4099 - val_accuracy: 0.6851\n", "Epoch 87/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0477 - accuracy: 0.9847\n", "Epoch 00087: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0476 - accuracy: 0.9848 - val_loss: 1.5609 - val_accuracy: 0.6793\n", "Epoch 88/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0710 - accuracy: 0.9776\n", "Epoch 00088: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0715 - accuracy: 0.9773 - val_loss: 2.1981 - val_accuracy: 0.5569\n", "Epoch 89/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0686 - accuracy: 0.9766\n", "Epoch 00089: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0684 - accuracy: 0.9767 - val_loss: 1.5928 - val_accuracy: 0.6297\n", "Epoch 90/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0659 - accuracy: 0.9796\n", "Epoch 00090: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0659 - accuracy: 0.9796 - val_loss: 2.1514 - val_accuracy: 0.5714\n", "Epoch 91/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0872 - accuracy: 0.9766\n", "Epoch 00091: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0872 - accuracy: 0.9767 - val_loss: 2.4779 - val_accuracy: 0.4985\n", "Epoch 92/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0750 - accuracy: 0.9795\n", "Epoch 00092: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0750 - accuracy: 0.9796 - val_loss: 1.8844 - val_accuracy: 0.6327\n", "Epoch 93/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0696 - accuracy: 0.9783\n", "Epoch 00093: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0692 - accuracy: 0.9783 - val_loss: 1.5986 - val_accuracy: 0.6910\n", "Epoch 94/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0616 - accuracy: 0.9834\n", "Epoch 00094: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0614 - accuracy: 0.9835 - val_loss: 2.8507 - val_accuracy: 0.5073\n", "Epoch 95/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0661 - accuracy: 0.9775\n", "Epoch 00095: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0658 - accuracy: 0.9776 - val_loss: 1.7812 - val_accuracy: 0.5889\n", "Epoch 96/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0579 - accuracy: 0.9831\n", "Epoch 00096: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0577 - accuracy: 0.9831 - val_loss: 1.5414 - val_accuracy: 0.6706\n", "Epoch 97/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0536 - accuracy: 0.9841\n", "Epoch 00097: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0536 - accuracy: 0.9841 - val_loss: 2.0272 - val_accuracy: 0.5977\n", "Epoch 98/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0675 - accuracy: 0.9772\n", "Epoch 00098: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0672 - accuracy: 0.9773 - val_loss: 1.5587 - val_accuracy: 0.6356\n", "Epoch 99/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0572 - accuracy: 0.9828\n", "Epoch 00099: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0572 - accuracy: 0.9828 - val_loss: 2.0466 - val_accuracy: 0.5948\n", "Epoch 100/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0587 - accuracy: 0.9848\n", "Epoch 00100: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0587 - accuracy: 0.9848 - val_loss: 1.7091 - val_accuracy: 0.6735\n", "Epoch 101/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0628 - accuracy: 0.9835\n", "Epoch 00101: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0628 - accuracy: 0.9835 - val_loss: 1.9444 - val_accuracy: 0.6297\n", "Epoch 102/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0485 - accuracy: 0.9848\n", "Epoch 00102: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0485 - accuracy: 0.9848 - val_loss: 1.9852 - val_accuracy: 0.6093\n", "Epoch 103/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0588 - accuracy: 0.9844\n", "Epoch 00103: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0586 - accuracy: 0.9844 - val_loss: 1.5038 - val_accuracy: 0.6764\n", "Epoch 104/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0424 - accuracy: 0.9888\n", "Epoch 00104: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0420 - accuracy: 0.9890 - val_loss: 1.4438 - val_accuracy: 0.6851\n", "Epoch 105/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0889 - accuracy: 0.9728\n", "Epoch 00105: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0889 - accuracy: 0.9728 - val_loss: 2.3832 - val_accuracy: 0.5773\n", "Epoch 106/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0493 - accuracy: 0.9844\n", "Epoch 00106: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0492 - accuracy: 0.9844 - val_loss: 1.8178 - val_accuracy: 0.6501\n", "Epoch 107/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0404 - accuracy: 0.9854\n", "Epoch 00107: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0404 - accuracy: 0.9854 - val_loss: 1.4640 - val_accuracy: 0.6735\n", "Epoch 108/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0481 - accuracy: 0.9868\n", "Epoch 00108: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0475 - accuracy: 0.9870 - val_loss: 1.5047 - val_accuracy: 0.6968\n", "Epoch 109/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0454 - accuracy: 0.9860\n", "Epoch 00109: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0460 - accuracy: 0.9854 - val_loss: 1.8765 - val_accuracy: 0.5977\n", "Epoch 110/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0335 - accuracy: 0.9896\n", "Epoch 00110: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0337 - accuracy: 0.9893 - val_loss: 1.7929 - val_accuracy: 0.6793\n", "Epoch 111/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0486 - accuracy: 0.9831\n", "Epoch 00111: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0486 - accuracy: 0.9831 - val_loss: 1.5701 - val_accuracy: 0.6880\n", "Epoch 112/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0621 - accuracy: 0.9811\n", "Epoch 00112: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0619 - accuracy: 0.9812 - val_loss: 1.9755 - val_accuracy: 0.6093\n", "Epoch 113/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0590 - accuracy: 0.9815\n", "Epoch 00113: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0590 - accuracy: 0.9815 - val_loss: 1.6809 - val_accuracy: 0.6676\n", "Epoch 114/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0583 - accuracy: 0.9818\n", "Epoch 00114: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 29ms/step - loss: 0.0583 - accuracy: 0.9818 - val_loss: 2.6965 - val_accuracy: 0.5569\n", "Epoch 115/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0500 - accuracy: 0.9838\n", "Epoch 00115: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 29ms/step - loss: 0.0500 - accuracy: 0.9838 - val_loss: 2.1844 - val_accuracy: 0.5627\n", "Epoch 116/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0448 - accuracy: 0.9828\n", "Epoch 00116: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 29ms/step - loss: 0.0448 - accuracy: 0.9828 - val_loss: 1.5997 - val_accuracy: 0.6589\n", "Epoch 117/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0502 - accuracy: 0.9857\n", "Epoch 00117: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0502 - accuracy: 0.9857 - val_loss: 2.0436 - val_accuracy: 0.6093\n", "Epoch 118/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0488 - accuracy: 0.9851\n", "Epoch 00118: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0488 - accuracy: 0.9851 - val_loss: 1.6801 - val_accuracy: 0.6618\n", "Epoch 119/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0455 - accuracy: 0.9863\n", "Epoch 00119: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0458 - accuracy: 0.9861 - val_loss: 1.6258 - val_accuracy: 0.6880\n", "Epoch 120/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0398 - accuracy: 0.9864\n", "Epoch 00120: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0398 - accuracy: 0.9864 - val_loss: 3.0197 - val_accuracy: 0.5131\n", "Epoch 121/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0410 - accuracy: 0.9874\n", "Epoch 00121: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0410 - accuracy: 0.9874 - val_loss: 1.5870 - val_accuracy: 0.6735\n", "Epoch 122/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0371 - accuracy: 0.9889\n", "Epoch 00122: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0370 - accuracy: 0.9890 - val_loss: 2.2682 - val_accuracy: 0.5918\n", "Epoch 123/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0292 - accuracy: 0.9899\n", "Epoch 00123: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0292 - accuracy: 0.9899 - val_loss: 2.0246 - val_accuracy: 0.6152\n", "Epoch 124/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0780 - accuracy: 0.9776\n", "Epoch 00124: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0780 - accuracy: 0.9776 - val_loss: 1.6501 - val_accuracy: 0.6676\n", "Epoch 125/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0499 - accuracy: 0.9847\n", "Epoch 00125: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0498 - accuracy: 0.9848 - val_loss: 2.5867 - val_accuracy: 0.5743\n", "Epoch 126/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0506 - accuracy: 0.9825\n", "Epoch 00126: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0506 - accuracy: 0.9825 - val_loss: 1.5299 - val_accuracy: 0.6764\n", "Epoch 127/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0523 - accuracy: 0.9838\n", "Epoch 00127: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0523 - accuracy: 0.9838 - val_loss: 2.0597 - val_accuracy: 0.6210\n", "Epoch 128/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0328 - accuracy: 0.9912\n", "Epoch 00128: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0328 - accuracy: 0.9912 - val_loss: 1.4750 - val_accuracy: 0.7143\n", "Epoch 129/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0318 - accuracy: 0.9896\n", "Epoch 00129: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0317 - accuracy: 0.9896 - val_loss: 2.7474 - val_accuracy: 0.5452\n", "Epoch 130/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0465 - accuracy: 0.9850\n", "Epoch 00130: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0464 - accuracy: 0.9851 - val_loss: 3.4495 - val_accuracy: 0.4577\n", "Epoch 131/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0570 - accuracy: 0.9838\n", "Epoch 00131: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0570 - accuracy: 0.9838 - val_loss: 2.3277 - val_accuracy: 0.5918\n", "Epoch 132/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0347 - accuracy: 0.9883\n", "Epoch 00132: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0346 - accuracy: 0.9883 - val_loss: 1.7249 - val_accuracy: 0.6706\n", "Epoch 133/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0320 - accuracy: 0.9883\n", "Epoch 00133: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0320 - accuracy: 0.9883 - val_loss: 1.8187 - val_accuracy: 0.6560\n", "Epoch 134/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0334 - accuracy: 0.9878\n", "Epoch 00134: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0359 - accuracy: 0.9870 - val_loss: 2.8524 - val_accuracy: 0.5160\n", "Epoch 135/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0369 - accuracy: 0.9883\n", "Epoch 00135: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0369 - accuracy: 0.9883 - val_loss: 2.0362 - val_accuracy: 0.6356\n", "Epoch 136/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0385 - accuracy: 0.9880\n", "Epoch 00136: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0385 - accuracy: 0.9880 - val_loss: 2.5836 - val_accuracy: 0.5539\n", "Epoch 137/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0503 - accuracy: 0.9851\n", "Epoch 00137: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0503 - accuracy: 0.9851 - val_loss: 2.0825 - val_accuracy: 0.6152\n", "Epoch 138/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0506 - accuracy: 0.9829\n", "Epoch 00138: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0504 - accuracy: 0.9828 - val_loss: 1.9048 - val_accuracy: 0.6501\n", "Epoch 139/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0588 - accuracy: 0.9802\n", "Epoch 00139: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0588 - accuracy: 0.9802 - val_loss: 2.3060 - val_accuracy: 0.5948\n", "Epoch 140/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0807 - accuracy: 0.9776\n", "Epoch 00140: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0807 - accuracy: 0.9776 - val_loss: 1.6566 - val_accuracy: 0.6939\n", "Epoch 141/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0494 - accuracy: 0.9851\n", "Epoch 00141: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0494 - accuracy: 0.9851 - val_loss: 2.1592 - val_accuracy: 0.6006\n", "Epoch 142/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0526 - accuracy: 0.9837\n", "Epoch 00142: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0524 - accuracy: 0.9838 - val_loss: 1.7741 - val_accuracy: 0.6618\n", "Epoch 143/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0421 - accuracy: 0.9877\n", "Epoch 00143: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0421 - accuracy: 0.9877 - val_loss: 1.8673 - val_accuracy: 0.6501\n", "Epoch 144/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0385 - accuracy: 0.9883\n", "Epoch 00144: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0384 - accuracy: 0.9883 - val_loss: 2.8214 - val_accuracy: 0.5481\n", "Epoch 145/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0284 - accuracy: 0.9896\n", "Epoch 00145: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0283 - accuracy: 0.9896 - val_loss: 2.0257 - val_accuracy: 0.6385\n", "Epoch 146/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0487 - accuracy: 0.9857\n", "Epoch 00146: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0487 - accuracy: 0.9857 - val_loss: 1.7004 - val_accuracy: 0.6851\n", "Epoch 147/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0319 - accuracy: 0.9912\n", "Epoch 00147: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0319 - accuracy: 0.9912 - val_loss: 1.9113 - val_accuracy: 0.6414\n", "Epoch 148/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0735 - accuracy: 0.9788\n", "Epoch 00148: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0732 - accuracy: 0.9789 - val_loss: 1.9498 - val_accuracy: 0.6647\n", "Epoch 149/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0336 - accuracy: 0.9906\n", "Epoch 00149: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0336 - accuracy: 0.9906 - val_loss: 2.2557 - val_accuracy: 0.6152\n", "Epoch 150/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0397 - accuracy: 0.9882\n", "Epoch 00150: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0404 - accuracy: 0.9880 - val_loss: 2.3447 - val_accuracy: 0.5802\n", "Epoch 151/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0603 - accuracy: 0.9825\n", "Epoch 00151: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0603 - accuracy: 0.9825 - val_loss: 1.5840 - val_accuracy: 0.6676\n", "Epoch 152/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0411 - accuracy: 0.9854\n", "Epoch 00152: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0411 - accuracy: 0.9854 - val_loss: 1.9281 - val_accuracy: 0.6297\n", "Epoch 153/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0349 - accuracy: 0.9893\n", "Epoch 00153: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0348 - accuracy: 0.9893 - val_loss: 1.7192 - val_accuracy: 0.6939\n", "Epoch 154/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0393 - accuracy: 0.9870\n", "Epoch 00154: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0393 - accuracy: 0.9870 - val_loss: 2.5104 - val_accuracy: 0.5685\n", "Epoch 155/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0302 - accuracy: 0.9899\n", "Epoch 00155: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0301 - accuracy: 0.9899 - val_loss: 2.6337 - val_accuracy: 0.5481\n", "Epoch 156/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0345 - accuracy: 0.9876\n", "Epoch 00156: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0344 - accuracy: 0.9877 - val_loss: 1.8518 - val_accuracy: 0.6706\n", "Epoch 157/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0180 - accuracy: 0.9948\n", "Epoch 00157: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0180 - accuracy: 0.9948 - val_loss: 3.2306 - val_accuracy: 0.5131\n", "Epoch 158/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0240 - accuracy: 0.9935\n", "Epoch 00158: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0239 - accuracy: 0.9935 - val_loss: 1.8437 - val_accuracy: 0.6706\n", "Epoch 159/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0291 - accuracy: 0.9909\n", "Epoch 00159: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0291 - accuracy: 0.9909 - val_loss: 2.1081 - val_accuracy: 0.6152\n", "Epoch 160/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0305 - accuracy: 0.9893\n", "Epoch 00160: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0305 - accuracy: 0.9893 - val_loss: 1.8682 - val_accuracy: 0.6735\n", "Epoch 161/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0425 - accuracy: 0.9877\n", "Epoch 00161: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0425 - accuracy: 0.9877 - val_loss: 2.2693 - val_accuracy: 0.6064\n", "Epoch 162/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0660 - accuracy: 0.9822\n", "Epoch 00162: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0654 - accuracy: 0.9822 - val_loss: 2.1479 - val_accuracy: 0.6152\n", "Epoch 163/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0437 - accuracy: 0.9860\n", "Epoch 00163: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0436 - accuracy: 0.9861 - val_loss: 2.1208 - val_accuracy: 0.6618\n", "Epoch 164/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0437 - accuracy: 0.9857\n", "Epoch 00164: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0437 - accuracy: 0.9857 - val_loss: 1.8444 - val_accuracy: 0.6793\n", "Epoch 165/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0436 - accuracy: 0.9854\n", "Epoch 00165: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0436 - accuracy: 0.9854 - val_loss: 1.7779 - val_accuracy: 0.6676\n", "Epoch 166/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0224 - accuracy: 0.9929\n", "Epoch 00166: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0224 - accuracy: 0.9929 - val_loss: 1.8455 - val_accuracy: 0.7026\n", "Epoch 167/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0368 - accuracy: 0.9868\n", "Epoch 00167: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0382 - accuracy: 0.9864 - val_loss: 1.8043 - val_accuracy: 0.6880\n", "Epoch 168/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0305 - accuracy: 0.9925\n", "Epoch 00168: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0305 - accuracy: 0.9925 - val_loss: 2.8550 - val_accuracy: 0.5539\n", "Epoch 169/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0266 - accuracy: 0.9902\n", "Epoch 00169: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0270 - accuracy: 0.9899 - val_loss: 2.8765 - val_accuracy: 0.5335\n", "Epoch 170/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0360 - accuracy: 0.9887\n", "Epoch 00170: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0360 - accuracy: 0.9887 - val_loss: 2.4095 - val_accuracy: 0.6006\n", "Epoch 171/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0313 - accuracy: 0.9909\n", "Epoch 00171: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0313 - accuracy: 0.9909 - val_loss: 1.8926 - val_accuracy: 0.6822\n", "Epoch 172/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0247 - accuracy: 0.9928\n", "Epoch 00172: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0246 - accuracy: 0.9929 - val_loss: 1.7541 - val_accuracy: 0.6910\n", "Epoch 173/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0242 - accuracy: 0.9915\n", "Epoch 00173: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0242 - accuracy: 0.9916 - val_loss: 1.9790 - val_accuracy: 0.6851\n", "Epoch 174/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0352 - accuracy: 0.9893\n", "Epoch 00174: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0352 - accuracy: 0.9893 - val_loss: 2.2184 - val_accuracy: 0.6385\n", "Epoch 175/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0334 - accuracy: 0.9909\n", "Epoch 00175: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0333 - accuracy: 0.9909 - val_loss: 1.9652 - val_accuracy: 0.6589\n", "Epoch 176/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0433 - accuracy: 0.9845\n", "Epoch 00176: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0427 - accuracy: 0.9848 - val_loss: 2.4859 - val_accuracy: 0.5948\n", "Epoch 177/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0242 - accuracy: 0.9915\n", "Epoch 00177: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0243 - accuracy: 0.9916 - val_loss: 1.9767 - val_accuracy: 0.6443\n", "Epoch 178/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0321 - accuracy: 0.9915\n", "Epoch 00178: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0320 - accuracy: 0.9916 - val_loss: 1.8646 - val_accuracy: 0.6764\n", "Epoch 179/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0488 - accuracy: 0.9857\n", "Epoch 00179: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0488 - accuracy: 0.9857 - val_loss: 2.7841 - val_accuracy: 0.5977\n", "Epoch 180/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0309 - accuracy: 0.9893\n", "Epoch 00180: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0314 - accuracy: 0.9890 - val_loss: 2.0801 - val_accuracy: 0.6297\n", "Epoch 181/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0321 - accuracy: 0.9883\n", "Epoch 00181: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0320 - accuracy: 0.9883 - val_loss: 2.4181 - val_accuracy: 0.6152\n", "Epoch 182/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0221 - accuracy: 0.9912\n", "Epoch 00182: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0221 - accuracy: 0.9912 - val_loss: 1.8294 - val_accuracy: 0.6793\n", "Epoch 183/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0222 - accuracy: 0.9902\n", "Epoch 00183: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0225 - accuracy: 0.9899 - val_loss: 2.2425 - val_accuracy: 0.6414\n", "Epoch 184/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0400 - accuracy: 0.9864\n", "Epoch 00184: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0400 - accuracy: 0.9864 - val_loss: 2.0229 - val_accuracy: 0.6560\n", "Epoch 185/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0359 - accuracy: 0.9888\n", "Epoch 00185: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0358 - accuracy: 0.9887 - val_loss: 2.0733 - val_accuracy: 0.6618\n", "Epoch 186/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0239 - accuracy: 0.9922\n", "Epoch 00186: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0239 - accuracy: 0.9922 - val_loss: 2.4271 - val_accuracy: 0.6122\n", "Epoch 187/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0259 - accuracy: 0.9909\n", "Epoch 00187: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0259 - accuracy: 0.9909 - val_loss: 1.8686 - val_accuracy: 0.6764\n", "Epoch 188/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0365 - accuracy: 0.9906\n", "Epoch 00188: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0365 - accuracy: 0.9906 - val_loss: 2.2797 - val_accuracy: 0.6356\n", "Epoch 189/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0342 - accuracy: 0.9909\n", "Epoch 00189: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0342 - accuracy: 0.9909 - val_loss: 1.8764 - val_accuracy: 0.6822\n", "Epoch 190/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0243 - accuracy: 0.9928\n", "Epoch 00190: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0241 - accuracy: 0.9929 - val_loss: 2.3280 - val_accuracy: 0.6239\n", "Epoch 191/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0379 - accuracy: 0.9893\n", "Epoch 00191: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0380 - accuracy: 0.9893 - val_loss: 2.4007 - val_accuracy: 0.5802\n", "Epoch 192/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0279 - accuracy: 0.9915\n", "Epoch 00192: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0278 - accuracy: 0.9916 - val_loss: 2.3488 - val_accuracy: 0.6064\n", "Epoch 193/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0513 - accuracy: 0.9850\n", "Epoch 00193: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0511 - accuracy: 0.9851 - val_loss: 3.9800 - val_accuracy: 0.4723\n", "Epoch 194/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0405 - accuracy: 0.9872\n", "Epoch 00194: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0403 - accuracy: 0.9870 - val_loss: 2.7188 - val_accuracy: 0.5714\n", "Epoch 195/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0250 - accuracy: 0.9909\n", "Epoch 00195: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0250 - accuracy: 0.9909 - val_loss: 1.7458 - val_accuracy: 0.7143\n", "Epoch 196/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0349 - accuracy: 0.9870\n", "Epoch 00196: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0349 - accuracy: 0.9870 - val_loss: 1.8773 - val_accuracy: 0.6297\n", "Epoch 197/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0220 - accuracy: 0.9912\n", "Epoch 00197: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0220 - accuracy: 0.9912 - val_loss: 1.8034 - val_accuracy: 0.6647\n", "Epoch 198/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0331 - accuracy: 0.9885\n", "Epoch 00198: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0331 - accuracy: 0.9883 - val_loss: 2.0600 - val_accuracy: 0.6647\n", "Epoch 199/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0292 - accuracy: 0.9906\n", "Epoch 00199: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0294 - accuracy: 0.9903 - val_loss: 1.7498 - val_accuracy: 0.7055\n", "Epoch 200/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0361 - accuracy: 0.9906\n", "Epoch 00200: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0360 - accuracy: 0.9906 - val_loss: 2.5188 - val_accuracy: 0.5948\n", "Epoch 201/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0241 - accuracy: 0.9903\n", "Epoch 00201: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0241 - accuracy: 0.9903 - val_loss: 1.7405 - val_accuracy: 0.7026\n", "Epoch 202/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0187 - accuracy: 0.9934\n", "Epoch 00202: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0189 - accuracy: 0.9932 - val_loss: 2.3365 - val_accuracy: 0.6181\n", "Epoch 203/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0203 - accuracy: 0.9914\n", "Epoch 00203: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0201 - accuracy: 0.9916 - val_loss: 2.0595 - val_accuracy: 0.6647\n", "Epoch 204/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0336 - accuracy: 0.9906\n", "Epoch 00204: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0335 - accuracy: 0.9906 - val_loss: 2.9799 - val_accuracy: 0.5481\n", "Epoch 205/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0219 - accuracy: 0.9932\n", "Epoch 00205: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0219 - accuracy: 0.9932 - val_loss: 1.7857 - val_accuracy: 0.7055\n", "Epoch 206/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0176 - accuracy: 0.9945\n", "Epoch 00206: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0176 - accuracy: 0.9945 - val_loss: 1.9701 - val_accuracy: 0.6647\n", "Epoch 207/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0179 - accuracy: 0.9945\n", "Epoch 00207: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0179 - accuracy: 0.9945 - val_loss: 1.8227 - val_accuracy: 0.6910\n", "Epoch 208/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0213 - accuracy: 0.9935\n", "Epoch 00208: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0214 - accuracy: 0.9935 - val_loss: 1.9993 - val_accuracy: 0.6910\n", "Epoch 209/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0142 - accuracy: 0.9948\n", "Epoch 00209: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0142 - accuracy: 0.9948 - val_loss: 1.9194 - val_accuracy: 0.6880\n", "Epoch 210/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0394 - accuracy: 0.9872\n", "Epoch 00210: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0389 - accuracy: 0.9874 - val_loss: 2.5318 - val_accuracy: 0.5802\n", "Epoch 211/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0247 - accuracy: 0.9918\n", "Epoch 00211: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0245 - accuracy: 0.9919 - val_loss: 3.2369 - val_accuracy: 0.5219\n", "Epoch 212/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0317 - accuracy: 0.9887\n", "Epoch 00212: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0317 - accuracy: 0.9887 - val_loss: 1.9465 - val_accuracy: 0.6822\n", "Epoch 213/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0230 - accuracy: 0.9915\n", "Epoch 00213: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0229 - accuracy: 0.9916 - val_loss: 1.7869 - val_accuracy: 0.6822\n", "Epoch 214/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0277 - accuracy: 0.9909\n", "Epoch 00214: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0276 - accuracy: 0.9909 - val_loss: 2.3278 - val_accuracy: 0.6297\n", "Epoch 215/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0274 - accuracy: 0.9888\n", "Epoch 00215: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0270 - accuracy: 0.9890 - val_loss: 2.1640 - val_accuracy: 0.6210\n", "Epoch 216/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0255 - accuracy: 0.9925\n", "Epoch 00216: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0255 - accuracy: 0.9925 - val_loss: 2.7238 - val_accuracy: 0.5773\n", "Epoch 217/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0249 - accuracy: 0.9906\n", "Epoch 00217: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0249 - accuracy: 0.9906 - val_loss: 2.9552 - val_accuracy: 0.5831\n", "Epoch 218/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0225 - accuracy: 0.9922\n", "Epoch 00218: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0228 - accuracy: 0.9919 - val_loss: 2.3365 - val_accuracy: 0.6501\n", "Epoch 219/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0163 - accuracy: 0.9935\n", "Epoch 00219: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0163 - accuracy: 0.9935 - val_loss: 2.1144 - val_accuracy: 0.6706\n", "Epoch 220/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0170 - accuracy: 0.9932\n", "Epoch 00220: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0170 - accuracy: 0.9932 - val_loss: 1.8281 - val_accuracy: 0.7055\n", "Epoch 221/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0228 - accuracy: 0.9918\n", "Epoch 00221: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0227 - accuracy: 0.9919 - val_loss: 2.0263 - val_accuracy: 0.6676\n", "Epoch 222/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0405 - accuracy: 0.9867\n", "Epoch 00222: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0405 - accuracy: 0.9867 - val_loss: 2.9581 - val_accuracy: 0.5569\n", "Epoch 223/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0285 - accuracy: 0.9911\n", "Epoch 00223: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0281 - accuracy: 0.9912 - val_loss: 2.2103 - val_accuracy: 0.6443\n", "Epoch 224/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0218 - accuracy: 0.9909\n", "Epoch 00224: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0218 - accuracy: 0.9909 - val_loss: 1.9411 - val_accuracy: 0.6647\n", "Epoch 225/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0165 - accuracy: 0.9945\n", "Epoch 00225: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0165 - accuracy: 0.9945 - val_loss: 2.5822 - val_accuracy: 0.6006\n", "Epoch 226/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0513 - accuracy: 0.9848\n", "Epoch 00226: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0513 - accuracy: 0.9848 - val_loss: 2.3113 - val_accuracy: 0.6239\n", "Epoch 227/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0322 - accuracy: 0.9906\n", "Epoch 00227: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0322 - accuracy: 0.9906 - val_loss: 1.8169 - val_accuracy: 0.6764\n", "Epoch 228/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0376 - accuracy: 0.9899\n", "Epoch 00228: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0375 - accuracy: 0.9899 - val_loss: 2.6763 - val_accuracy: 0.5860\n", "Epoch 229/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0213 - accuracy: 0.9919\n", "Epoch 00229: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0215 - accuracy: 0.9919 - val_loss: 2.3744 - val_accuracy: 0.6501\n", "Epoch 230/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0370 - accuracy: 0.9851\n", "Epoch 00230: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 29ms/step - loss: 0.0370 - accuracy: 0.9851 - val_loss: 1.8158 - val_accuracy: 0.6764\n", "Epoch 231/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0386 - accuracy: 0.9883\n", "Epoch 00231: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0386 - accuracy: 0.9883 - val_loss: 2.2000 - val_accuracy: 0.6589\n", "Epoch 232/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0377 - accuracy: 0.9880\n", "Epoch 00232: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0377 - accuracy: 0.9880 - val_loss: 2.2106 - val_accuracy: 0.6501\n", "Epoch 233/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0183 - accuracy: 0.9938\n", "Epoch 00233: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0183 - accuracy: 0.9938 - val_loss: 1.8552 - val_accuracy: 0.7026\n", "Epoch 234/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0171 - accuracy: 0.9935\n", "Epoch 00234: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0171 - accuracy: 0.9935 - val_loss: 2.6525 - val_accuracy: 0.5948\n", "Epoch 235/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0244 - accuracy: 0.9912\n", "Epoch 00235: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0244 - accuracy: 0.9912 - val_loss: 1.9474 - val_accuracy: 0.6764\n", "Epoch 236/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0225 - accuracy: 0.9919\n", "Epoch 00236: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0226 - accuracy: 0.9919 - val_loss: 1.9776 - val_accuracy: 0.6764\n", "Epoch 237/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0144 - accuracy: 0.9938\n", "Epoch 00237: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0143 - accuracy: 0.9938 - val_loss: 2.0051 - val_accuracy: 0.6735\n", "Epoch 238/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0275 - accuracy: 0.9906\n", "Epoch 00238: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0274 - accuracy: 0.9906 - val_loss: 2.7686 - val_accuracy: 0.5889\n", "Epoch 239/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0305 - accuracy: 0.9893\n", "Epoch 00239: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0305 - accuracy: 0.9893 - val_loss: 1.6852 - val_accuracy: 0.7085\n", "Epoch 240/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0269 - accuracy: 0.9909\n", "Epoch 00240: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0269 - accuracy: 0.9909 - val_loss: 2.6303 - val_accuracy: 0.6064\n", "Epoch 241/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0333 - accuracy: 0.9880\n", "Epoch 00241: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0332 - accuracy: 0.9880 - val_loss: 2.0109 - val_accuracy: 0.6706\n", "Epoch 242/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0254 - accuracy: 0.9915\n", "Epoch 00242: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0253 - accuracy: 0.9916 - val_loss: 1.7418 - val_accuracy: 0.6939\n", "Epoch 243/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0158 - accuracy: 0.9935\n", "Epoch 00243: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0158 - accuracy: 0.9935 - val_loss: 1.7876 - val_accuracy: 0.6880\n", "Epoch 244/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0223 - accuracy: 0.9912\n", "Epoch 00244: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0223 - accuracy: 0.9912 - val_loss: 3.5045 - val_accuracy: 0.5190\n", "Epoch 245/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0372 - accuracy: 0.9899\n", "Epoch 00245: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0372 - accuracy: 0.9899 - val_loss: 2.7800 - val_accuracy: 0.6152\n", "Epoch 246/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0263 - accuracy: 0.9912\n", "Epoch 00246: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0263 - accuracy: 0.9912 - val_loss: 2.1271 - val_accuracy: 0.6764\n", "Epoch 247/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0175 - accuracy: 0.9944\n", "Epoch 00247: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0173 - accuracy: 0.9945 - val_loss: 1.8981 - val_accuracy: 0.6939\n", "Epoch 248/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0144 - accuracy: 0.9941\n", "Epoch 00248: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0144 - accuracy: 0.9942 - val_loss: 2.0869 - val_accuracy: 0.6706\n", "Epoch 249/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0266 - accuracy: 0.9901\n", "Epoch 00249: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0264 - accuracy: 0.9903 - val_loss: 2.2508 - val_accuracy: 0.6181\n", "Epoch 250/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0190 - accuracy: 0.9932\n", "Epoch 00250: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0190 - accuracy: 0.9932 - val_loss: 1.8489 - val_accuracy: 0.7055\n", "Epoch 251/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0365 - accuracy: 0.9895\n", "Epoch 00251: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0374 - accuracy: 0.9887 - val_loss: 1.5977 - val_accuracy: 0.6531\n", "Epoch 252/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0384 - accuracy: 0.9880\n", "Epoch 00252: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0383 - accuracy: 0.9880 - val_loss: 2.1287 - val_accuracy: 0.6793\n", "Epoch 253/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0275 - accuracy: 0.9902\n", "Epoch 00253: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0274 - accuracy: 0.9903 - val_loss: 2.1371 - val_accuracy: 0.6793\n", "Epoch 254/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0128 - accuracy: 0.9964\n", "Epoch 00254: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 28ms/step - loss: 0.0127 - accuracy: 0.9964 - val_loss: 2.3129 - val_accuracy: 0.6443\n", "Epoch 255/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0191 - accuracy: 0.9932\n", "Epoch 00255: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0190 - accuracy: 0.9932 - val_loss: 1.9030 - val_accuracy: 0.6676\n", "Epoch 256/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0219 - accuracy: 0.9912\n", "Epoch 00256: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0219 - accuracy: 0.9912 - val_loss: 2.1613 - val_accuracy: 0.6501\n", "Epoch 257/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0358 - accuracy: 0.9882\n", "Epoch 00257: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0353 - accuracy: 0.9883 - val_loss: 2.1569 - val_accuracy: 0.6589\n", "Epoch 258/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0288 - accuracy: 0.9880\n", "Epoch 00258: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0288 - accuracy: 0.9880 - val_loss: 2.4537 - val_accuracy: 0.6239\n", "Epoch 259/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0163 - accuracy: 0.9951\n", "Epoch 00259: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0163 - accuracy: 0.9951 - val_loss: 3.5333 - val_accuracy: 0.5190\n", "Epoch 260/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0188 - accuracy: 0.9938\n", "Epoch 00260: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0187 - accuracy: 0.9938 - val_loss: 1.8710 - val_accuracy: 0.6997\n", "Epoch 261/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0211 - accuracy: 0.9922\n", "Epoch 00261: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 26ms/step - loss: 0.0210 - accuracy: 0.9922 - val_loss: 1.8412 - val_accuracy: 0.6851\n", "Epoch 262/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0221 - accuracy: 0.9922\n", "Epoch 00262: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0221 - accuracy: 0.9922 - val_loss: 1.9968 - val_accuracy: 0.5889\n", "Epoch 263/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0193 - accuracy: 0.9938\n", "Epoch 00263: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 26ms/step - loss: 0.0193 - accuracy: 0.9938 - val_loss: 1.7758 - val_accuracy: 0.7026\n", "Epoch 264/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0199 - accuracy: 0.9919\n", "Epoch 00264: val_accuracy did not improve from 0.72303\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0200 - accuracy: 0.9919 - val_loss: 2.2212 - val_accuracy: 0.6414\n", "Epoch 265/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0156 - accuracy: 0.9948\n", "Epoch 00265: val_accuracy improved from 0.72303 to 0.72595, saving model to /content/drive/My Drive/Machine-Learning-Projects/cs231n-project/models/openl3-cnn-lstm-tuned-lr-train-and-val-v2.h5\n", "97/97 [==============================] - 4s 39ms/step - loss: 0.0156 - accuracy: 0.9948 - val_loss: 1.6664 - val_accuracy: 0.7259\n", "Epoch 266/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0189 - accuracy: 0.9968\n", "Epoch 00266: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0189 - accuracy: 0.9968 - val_loss: 2.0118 - val_accuracy: 0.6560\n", "Epoch 267/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0227 - accuracy: 0.9916\n", "Epoch 00267: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0227 - accuracy: 0.9916 - val_loss: 3.3880 - val_accuracy: 0.5394\n", "Epoch 268/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0202 - accuracy: 0.9948\n", "Epoch 00268: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0202 - accuracy: 0.9948 - val_loss: 2.2758 - val_accuracy: 0.6560\n", "Epoch 269/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0186 - accuracy: 0.9938\n", "Epoch 00269: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0205 - accuracy: 0.9932 - val_loss: 2.1137 - val_accuracy: 0.6618\n", "Epoch 270/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0200 - accuracy: 0.9941\n", "Epoch 00270: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0199 - accuracy: 0.9942 - val_loss: 1.9318 - val_accuracy: 0.7026\n", "Epoch 271/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0183 - accuracy: 0.9922\n", "Epoch 00271: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0183 - accuracy: 0.9922 - val_loss: 1.9961 - val_accuracy: 0.6910\n", "Epoch 272/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0251 - accuracy: 0.9911\n", "Epoch 00272: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0248 - accuracy: 0.9912 - val_loss: 2.5388 - val_accuracy: 0.6122\n", "Epoch 273/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0425 - accuracy: 0.9887\n", "Epoch 00273: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0425 - accuracy: 0.9887 - val_loss: 2.0407 - val_accuracy: 0.6676\n", "Epoch 274/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0209 - accuracy: 0.9935\n", "Epoch 00274: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0209 - accuracy: 0.9935 - val_loss: 1.9089 - val_accuracy: 0.6880\n", "Epoch 275/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0234 - accuracy: 0.9928\n", "Epoch 00275: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0231 - accuracy: 0.9929 - val_loss: 4.8874 - val_accuracy: 0.3761\n", "Epoch 276/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0183 - accuracy: 0.9919\n", "Epoch 00276: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0183 - accuracy: 0.9919 - val_loss: 2.5843 - val_accuracy: 0.6297\n", "Epoch 277/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0218 - accuracy: 0.9916\n", "Epoch 00277: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0218 - accuracy: 0.9916 - val_loss: 3.2916 - val_accuracy: 0.5510\n", "Epoch 278/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0201 - accuracy: 0.9931\n", "Epoch 00278: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0203 - accuracy: 0.9929 - val_loss: 2.2688 - val_accuracy: 0.6472\n", "Epoch 279/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0184 - accuracy: 0.9938\n", "Epoch 00279: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0184 - accuracy: 0.9938 - val_loss: 1.8050 - val_accuracy: 0.6997\n", "Epoch 280/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0150 - accuracy: 0.9941\n", "Epoch 00280: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0151 - accuracy: 0.9942 - val_loss: 2.0745 - val_accuracy: 0.6793\n", "Epoch 281/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0148 - accuracy: 0.9921\n", "Epoch 00281: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0146 - accuracy: 0.9922 - val_loss: 1.8885 - val_accuracy: 0.7114\n", "Epoch 282/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0129 - accuracy: 0.9958\n", "Epoch 00282: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0129 - accuracy: 0.9958 - val_loss: 1.8589 - val_accuracy: 0.7230\n", "Epoch 283/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0106 - accuracy: 0.9954\n", "Epoch 00283: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0106 - accuracy: 0.9955 - val_loss: 1.8505 - val_accuracy: 0.7114\n", "Epoch 284/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0301 - accuracy: 0.9899\n", "Epoch 00284: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0300 - accuracy: 0.9899 - val_loss: 1.9726 - val_accuracy: 0.6880\n", "Epoch 285/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0156 - accuracy: 0.9932\n", "Epoch 00285: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0162 - accuracy: 0.9929 - val_loss: 1.8388 - val_accuracy: 0.7055\n", "Epoch 286/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0307 - accuracy: 0.9895\n", "Epoch 00286: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0309 - accuracy: 0.9893 - val_loss: 2.2336 - val_accuracy: 0.6560\n", "Epoch 287/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0108 - accuracy: 0.9958\n", "Epoch 00287: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0107 - accuracy: 0.9958 - val_loss: 2.0918 - val_accuracy: 0.6735\n", "Epoch 288/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0124 - accuracy: 0.9958\n", "Epoch 00288: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0124 - accuracy: 0.9958 - val_loss: 3.3538 - val_accuracy: 0.5685\n", "Epoch 289/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0263 - accuracy: 0.9911\n", "Epoch 00289: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0264 - accuracy: 0.9909 - val_loss: 3.1540 - val_accuracy: 0.5481\n", "Epoch 290/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0181 - accuracy: 0.9941\n", "Epoch 00290: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0210 - accuracy: 0.9938 - val_loss: 2.7271 - val_accuracy: 0.5248\n", "Epoch 291/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0249 - accuracy: 0.9918\n", "Epoch 00291: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0246 - accuracy: 0.9919 - val_loss: 2.0005 - val_accuracy: 0.6618\n", "Epoch 292/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0192 - accuracy: 0.9945\n", "Epoch 00292: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0191 - accuracy: 0.9945 - val_loss: 1.9380 - val_accuracy: 0.6939\n", "Epoch 293/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0425 - accuracy: 0.9870\n", "Epoch 00293: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0423 - accuracy: 0.9870 - val_loss: 2.2616 - val_accuracy: 0.6531\n", "Epoch 294/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0274 - accuracy: 0.9922\n", "Epoch 00294: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0274 - accuracy: 0.9922 - val_loss: 2.3294 - val_accuracy: 0.6385\n", "Epoch 295/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0159 - accuracy: 0.9941\n", "Epoch 00295: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0159 - accuracy: 0.9942 - val_loss: 1.9676 - val_accuracy: 0.6851\n", "Epoch 296/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0197 - accuracy: 0.9922\n", "Epoch 00296: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 26ms/step - loss: 0.0197 - accuracy: 0.9922 - val_loss: 1.9269 - val_accuracy: 0.6939\n", "Epoch 297/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0154 - accuracy: 0.9947\n", "Epoch 00297: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0152 - accuracy: 0.9948 - val_loss: 2.2216 - val_accuracy: 0.6764\n", "Epoch 298/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0264 - accuracy: 0.9922\n", "Epoch 00298: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0263 - accuracy: 0.9922 - val_loss: 2.3012 - val_accuracy: 0.6618\n", "Epoch 299/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0342 - accuracy: 0.9911\n", "Epoch 00299: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0337 - accuracy: 0.9912 - val_loss: 2.4249 - val_accuracy: 0.6152\n", "Epoch 300/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0241 - accuracy: 0.9922\n", "Epoch 00300: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0241 - accuracy: 0.9922 - val_loss: 1.9167 - val_accuracy: 0.7085\n", "Epoch 301/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0218 - accuracy: 0.9938\n", "Epoch 00301: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0218 - accuracy: 0.9938 - val_loss: 2.7320 - val_accuracy: 0.5802\n", "Epoch 302/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0193 - accuracy: 0.9928\n", "Epoch 00302: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 26ms/step - loss: 0.0192 - accuracy: 0.9929 - val_loss: 4.0250 - val_accuracy: 0.4985\n", "Epoch 303/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0170 - accuracy: 0.9925\n", "Epoch 00303: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0170 - accuracy: 0.9925 - val_loss: 2.6817 - val_accuracy: 0.5889\n", "Epoch 304/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0155 - accuracy: 0.9954\n", "Epoch 00304: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0154 - accuracy: 0.9955 - val_loss: 2.3839 - val_accuracy: 0.6297\n", "Epoch 305/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0182 - accuracy: 0.9938\n", "Epoch 00305: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0181 - accuracy: 0.9938 - val_loss: 1.8660 - val_accuracy: 0.6735\n", "Epoch 306/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0142 - accuracy: 0.9951\n", "Epoch 00306: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0141 - accuracy: 0.9951 - val_loss: 2.0660 - val_accuracy: 0.6764\n", "Epoch 307/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0243 - accuracy: 0.9921\n", "Epoch 00307: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 26ms/step - loss: 0.0240 - accuracy: 0.9922 - val_loss: 2.6556 - val_accuracy: 0.6181\n", "Epoch 308/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0207 - accuracy: 0.9954\n", "Epoch 00308: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 26ms/step - loss: 0.0205 - accuracy: 0.9955 - val_loss: 2.5972 - val_accuracy: 0.6268\n", "Epoch 309/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0168 - accuracy: 0.9924\n", "Epoch 00309: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0166 - accuracy: 0.9925 - val_loss: 2.0687 - val_accuracy: 0.6822\n", "Epoch 310/4000\n", "97/97 [==============================] - ETA: 0s - loss: 0.0298 - accuracy: 0.9906\n", "Epoch 00310: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0298 - accuracy: 0.9906 - val_loss: 2.7370 - val_accuracy: 0.6093\n", "Epoch 311/4000\n", "95/97 [============================>.] - ETA: 0s - loss: 0.0164 - accuracy: 0.9964\n", "Epoch 00311: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0162 - accuracy: 0.9964 - val_loss: 2.6005 - val_accuracy: 0.6093\n", "Epoch 312/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0466 - accuracy: 0.9876\n", "Epoch 00312: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0465 - accuracy: 0.9877 - val_loss: 3.6886 - val_accuracy: 0.5394\n", "Epoch 313/4000\n", "96/97 [============================>.] - ETA: 0s - loss: 0.0243 - accuracy: 0.9919\n", "Epoch 00313: val_accuracy did not improve from 0.72595\n", "97/97 [==============================] - 3s 27ms/step - loss: 0.0242 - accuracy: 0.9919 - val_loss: 2.0319 - val_accuracy: 0.7085\n", "Epoch 00313: early stopping\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "mBVe9kJqB7fT", "colab_type": "code", "outputId": "edd2295c-354d-45a5-f8b6-b0fb5922fa75", "colab": { "base_uri": "https://localhost:8080/", "height": 283 } }, "source": [ "plot_history(combined_history)" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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CaGgoycnJREZG6h9oBWeMITk5mdDQijGlX53jcBhOpmeReDqTzXGnNBBUU1UiKDRr1oy4uDiOHTvm76IoL4SGhrpTdyjfc13sk1IzSTydQdLpTJJSM0g87XyemkmS83uO41wtTgNB9VQlgkJQUJB7Jq5Syjqdkc3bq/Yyc/UB0rNyL3i9bq0gGkWEEFU7lDYNG9CodghRESE0qh1KqwZhdGgcoYGgGqoSQUEpdU5WjoO5Px/i9eW7OXEmi+Fdm9D7ono0qh1KVO0QGkWE0jAipFqnclAF82lQEJFrgdeBAOBdY8zf8rzeAvgAqOvcZ7Ix5mtflkmpqsoYw9KtCfx96Q4OJKdzaZtI/u/6jsRE1/F30VQl4rOgICIBwFvAUCAOWCcinxtjYj12ewaYb4yZJiKdgK+Blr4qk1JV1YaDJ/jL1zvYcPAk7aPCef+OPgy8uKE2/6hi82VNoS+wxxizD0BE5gEjAc+gYIDazsd1gKM+LI9SVc7+42d4eekOlmxNoFFECH+7qQtjejXT3D6qxHwZFKKBwx7P44B+efaZAnwrIg8DYcCQ/A4kIvcC9wK0aNGizAuqVGWTnJbJmyv28OGagwQH1uDxIe2554pWmjpClZq//4ImAjONMa+KyCXAbBGJMcaclyLRGDMdmA4295EfyqlUhZCRncuMH/fz9qq9pGfnMqFPcx4b0p6GEaVbFlIpF18GhSNAc4/nzZzbPN0FXAtgjPlJREKBBkCSD8ullN/lOgyb406xOzGN1Mwc0jNzSMvKcaaPdqaRzjo/pbTdlkuuwzCkYxSTr7uYto0i/H0qqorxZVBYB7QTkVbYYDABuDnPPoeAwcBMEekIhAI6A01VSYdPpPPD7uP8uOcY/9uTTMrZ7PNeDw6sQVhwAGGu9NEhgdSpGUR03VBnKmmbQvqKdg3p1zrST2ehqjqfBQVjTI6IPAR8gx1u+p4xZpuIPA+sN8Z8DjwJvCMij2M7ne8wmhhHVRGpGdn8tDfZGQiOs9+58leTOqFc0zmKAe0a0r1ZXWrXDKRWcKCu/qUqhCqxnoJSFUFOroPNR1L4YZetDWw8dIpch6FWcAD9W0dyebsGXN6uAW0ahutQUVXudD0FpcrJsdRMZvy4n7k/HyLlbDYi0CW6Dvdf2ZrL2zWkZ4t6WgtQlYYGBaVK6PCJdP7z/V7mr48jJ9fBdTFNuK5LYy5r04B6YbqwjKqcNCgoVUw7E1KZtmoPX2yOJ0CE0b2iue+KNrRsEObvoilVahoUlPLShoMnmbZqD8u2J1ErOIBJl7Xk7stbE1Vb14ZQVYcGBaUKYYzh+93H+ffKPazdf4J6tYJ4fEh7br/0Il17WFVJGhSUykeuw2YcnfbfPWw9cpomdUL50/BOTOzbXFNJqCpN/7pVlbbh4En+vXIPmw6fKtbPZeU4SM3MoXWDMF4e3ZUbe0TrCCJVLWhQUFWOMYaf9iXzrxV7WL03mXq1grimc2MCA7yfGyAIl7SJ5JrOjQmooXMKVPWhQUFVGcYYVu08xpsrdrPx0CkaRoTwzLCOTOzbgrAQ/VNXyhv6n6IqPYfD8G1sAm+u2MO2o6eJrluTF0Z2Zmzv5rrkpFLFpEFBVVo5uQ6+3BzPWyv3sDspjZaRtbT9X6lS0qCgKp2sHAeLf4nj36v2cjA5nfZR4bw+oTvDujTRFceUKiUNCqpCy3UYDp9IZ1diKruT0tidmMra/SeIT8kgJro2b/+mF1d3iqKGdgYrVSY0KKgKwXXx352UZgOAMwjsSUojM+fcQnxN64TSqUlt/nJTFwa214XplSprGhSUXxhjWH/wJAs3xLHlSEq+F/+2URFc0jqS9lERtIsKp22jcCJCg/xYaqWqPg0KqlydOJPFoo1xzFt3mD1JaYQFB9CrZX36t46kfVQ47aIiaKcXf6X8RoOC8jmHw04mm/vzIb7dlkhWroMeLery8uiuDOvaROcQKFWB6H+j8pmk1AwWrI9j/vrDHExOp07NIG7u14IJfZvToXFtfxdPKZUPDQqqTOU6DN/vPsa8nw+xfHsSOQ5Dv1b1eXxIe66NaayTyZSq4DQoqDJx4kwWH609yNyfD3Pk1Fkiw4K5a0ArxvdpTuuG4f4unqrscnNgy3w4tgN63g6RbfxdoipLg4Iqlb3H0njvx/0s3BhHRraDy9s14OlhHRnSMUpnFavSy82BzR/D96/Ayf2AwOp/QbcJcPmTGhx8QIOCKjZjDD/tTebdH/ezYkcSwYE1uKlHNJMGtKJ9VIS/i6eqgrzBoEk3mDgPmvaA/70B62fAr/M0OPiAGGP8XYZi6d27t1m/fr2/i1EtZeU4+OLXo7z74362x5+mQXgwt/ZvyS39W9AgPMTfxav6cjJh6yJo0hWiOvvufY7vhuO7oMMw371HQfILBgP/CO2vBc+JiqmJ8L/XbXDIzdbg4AUR2WCM6V3kfhoUVFFOnsliztqDzPrpIEmpmbSPCufuAa0Z0b2pdhyXh5xM+GU2/PAPOH0EgsJg/GxoO7js32v/DzDvZsg8DbcshHZDyv498uNtMMhLg4PXNCioUsvbX3Bl+4bcfXkrBrRtoOklykPeYNC8H/T/LXw/FY5thxunQddxZfd+2z6FRfdAvVb2Qnz2FPz2J6hVv+zeI6+SBoO8qkNwyM2BgJK3+GtQUCWS6zCs3JHE7DUH+e+uY9pf4A3XBSn2M2ja3V7Q2l8D4Y1Kdrz8gsHAydB6kL1QZqTAx7+B/d/D1S/CpQ+X/hzWToclT0HzvrbtPuUwvDMYOt4AY98v/fHzMsb2Cfz376ULBnnlFxwGToa6Lcqu7J6MgR//Cbu/g9s+g8Bg37xPRgq80haunwq9bi/RIbwNCtrRrABITstk/vo45qw9SNzJs0TVDuHxIe21v6AweS9AbQfD0V9gx5eAQHQvuPhae6GLiin6YpdfMBj5r3PBwCW0DtzyCSy+D759BlITYOgLUKMEo72MgRUvwA+vwsXXw5j3IKimrR0MnGxf6zAMuowp/rEL8+M/YPnz5zqQSxsMXCKi4Nq/wGWPnvtsdi2FmxdAs16lP74nY+C7Z2H1G/b58Z3QuEvZvodLYizkZkFEE98c34MGhWrMGMOmw6eY/dNBvtwST1aOg0taR/L09R0Z0imKIF2bIH+FNVUYAwlb7IVo5xJY8aL9qtPc1h7aXwctB0BQ6LnjeRsMPAWGwOj3IDwKfvqXDQw3TivenWpuNnzxGGz60I79H/aP85snLnvMnsdXT8BFl0LtpiX7feW1/UsbEGJGw+gZZRMM8nIFhz53wexR8MFwGDcL2g0tm+M7HPD17+zfQPvrYNcSSNzmw6Cw1X735QADJ20+qoYysnP5fNNRZq85yJYjKYSHBHJTz2hu7X8R7bSJqGAlabdOTYDd38LOpbBvJWSn247iNoPs3XFOhm1+yK+ZyBvGwP9eg2VToPVAGP8hhHjxGWadgQV32LJdOdm+b37vmbwX3h4ALfrDbxaV/gIevxneuxYadYA7vrK1El9LTYQ5YyApFkb8C7pPLN3xcnPgswdh8zxbI7nqWfhLU+h7D1zzUtmUOa8vHrXNk0/tL/FnoM1H6gIHk8/w4ZqDzF8fR8rZbNpHhfPCjTGM6hFNuCalK1hpOjEjGkPP2+xX9lk7umfXEtj1jbOZCe9qBgURgQGP2xrDZw/BzGG2aamw/owzyfDRODi60dYO+txV8L6RbeDqF+CrJ2Hdu/bCV1KpiTB3ItSsCxM+Kp+AALbWcMdXth/m0/shLcHWgkpycc3JhIV3wfYv4Kpn4PLf2eM06mhrCr6SsNW7JsgyoFeCKsrhMBw6kc62o6eJjU/hl0OnWL03mcAawjWdG3PrJRfRr1V9HUVUmLIe0RJUE9pfbb9czUw5mdCsd+n/2bvfDGENYf5tMGOovavPr5wnD8KHo+HUIduc0vGGoo/d+y7Y8TV8+ycbuBq0LX75sjPg41sgPRkmLbXBsjyF1rbB8tMHbK0qNRGu+Uvx+mGy0mH+rbBnGVzzV7jkt+dei4qB3d+UebEB21SVFGub+MqBBoUqIDMnl92JaWw7mkLs0dPExp9me3wqaZk5AATWENo2CufRwe24uV8LomqHFnHEas6Ra/sB1vzbd8MbRewktLLUbijc/iV8NBZmXA23LIDonudeT9gCH46BnLN2pMxFl3hf1pFvwb/7w+J7YdK3xRsaaQx88QjErbOBqGn34p1XWQkMhpvesbWoNf+2NYZR/7H9M0XJOA1zJ8DB1TDiTVvz89Q4xvbNpCbamklZOrnfNjs2jinb4xZAg0IltO9YGit2JBEbf5rYo6fZk5RGjsP2DYUFB9CxSW1G94ymc5Mw+rCd5ke/JnD/KjA3QtgUv5b9PGlJMGuk7Xi9+iXfDecrjpwsO1Y/9lPoOh6u/EPlGuverJe9aH84CmYOh/GzoO0QO3x13i0QHA53LoWoTsU7bu0mMPwf8MkkO3Loyqe8/9kf/2HnIgx6BjqNLN77lrUaNWwNIaIJfPcnOHMcJsyxI7oKkn7C1q4SNsPod/MfieXqAE7cWvZBoRw7mUGDQqWS6zDM+HEfU7/ZRVaug0YRIXRqWpvBHRvRqUkdOjetTYt6NamR8AtsmQPfL7J3Q8Hh0KQ7rH4T4n+FMTMhLNK/J+Nw2CGVx3fZqnH8ZnsXWdb/UMWRfRbm326bAcpq/L8/NGgLd31nawUfjYc+d8P69+yktFsXQZ1mJTtuzGjY8ZWdW9BuqM1DVJTtXzhHGo2BK35XsvctayJw2SO2xvDZg/D+MPjNJ/k3aaUlwawbIXk3jJsNHa7P/5hRzrv4xK1lP9M8YStIDWjYsWyPWwCfBgURuRZ4HQgA3jXG/C2ffcYBUwAD/GqMudmXZaqsDp9I58kFv/Lz/hMM7RTFlBGdia7r0VF3bCdsfg+2fgIn9kFAMLS72v4jt78WgmvBL3Pgy8dh+kCY8KEdI+4v/3sN9q6A4a/Z9t7PHoLpV9rRM82KHCBR9jLTbPPAgR9h+D+h96TyL0NZimgMdzo7V9e+Dc37w8S5pZ+dfP1U24Sy6D6477+FdxbHb4ZF99r5GiP/VS6dpMXSbQKENYCPXf0wi8/vLzl12NZkU+Ph5vl2xFhBatWH2tG+6WxO3AqR7c4fxuxDPhuSKiIBwC5gKBAHrAMmGmNiPfZpB8wHrjLGnBSRRsaYpMKOW92GpBpjmL/+MM9/EYuI8NwNnRjTq5ntIE6Jg60LYcsC216MQKsrbPW24w1Qs96FBzyyAT6+1VaJR7wJXceW+zlxaA28fz10GgFj3rcXi4StNudOajwMe/XCNltfOnsS5oyFIxvtWP9u48vvvX0tJ9POl2h/TdmN9tmzHD68Cfo/aOcC5Cc1Ed65CjBwz4ry71gujiMbYM44wNiLf7PedijurJF2JvEtC+yQ3KLMGQspR+C3q8u2fK91gWZ97MTCUqgIQ1L7AnuMMfucBZoHjARiPfa5B3jLGHMSoKiAUN0cS83kj4s2s2x7Ev1b12fqmC40y9wHaz63E4AOOf/4onvBtX+DzqOK/ueL7gX3rrJj1BfdbWfgDn2+VDlViiX9BHxyF9RtDje8fu7usXGMLdfCu+Dzh+HoJntOvu5nSDtm29+TdsC4D7wbjVOZBIZA5xvL9phtB9smqTVv2Rnbra44/3V/jzQqruhecNe3zkluN9j/h+9fsYMMbv/C+47xqBhb+83JKru/24wUO1Ks1x1lczwv+PJKEA0c9ngeB/TLs097ABH5H7aJaYoxZmneA4nIvcC9AC1a+CiHSQWzdGsCTy/6lWZZ+5jb5Tj9a8Qi01dDxim7Q4OLbcddzE3F7wgNb2RHn3zztP3HTtxSPv0Mxtg23LRE+0+Yt3OvVn07bHD5n+1Q0MRtvu1nOH3U3g2eOgw3z7Mdsso7Q5+HvSth8QP2ztj1WRpjg7q/RxoVV2Qb2w8zZ4ydqRzeGO5cYifZeSuqMzhyyjbdRaLzHjrKRzOl8+HvjuZAoB0wEGgGfC8iXYwxpzx3MsZMB6aDbT4q70KWG4eDtMObWPb1Qmod/YlVgTuJCEyD3UC9ltBxOLS8HC66zN5pl0ZAEFz/su1XKK9+hrVvw86v7Rhvz6GSnmoE2AtOk5la7PkAABdISURBVG7n+hnGzYbmfcq2LCf224CQfgJ+sxBaXla2x6/qgsPscM73roYlk2HUNLv9x3/YZTMrwkij4nJNclvjzD5bv1Xxft4VCMoy3UU5jzwCL4KCiNwAfGWMcRTz2EcAzytXM+c2T3HAWmNMNrBfRHZhg8S6Yr5X5ZV1BjbOgv0/kL3/R8KzUrgROFUrmlodboTWZRQECtLjFns39PGtMOMa3/UzHNloJz9dfD30f6Do/WNG29rQvJth5vWlyg55gWM7bUDIyYDbP7PNB6r4mvex8ze+f+XcqJyKNtKouEJrw8A/lOxn67eBgBDbv9dtQtmUJ3Gr7Rssq7xTXvCmpjAeeE1EFgLvGWN2eHnsdUA7EWmFDQYTgLwjiz4FJgLvi0gDbHPSPi+PXzV89hBsW8SJ4Gi+S+/B3rDujBg5lphO5TNRBfB9P0NGCnxyp03FMPIt70ehePYzfPEIxG+Ca/9euvba+F9t27EEwB1fF3+8vjrfFU/ZlB2fP2KDbEUdaVQeAgKd6S62lt0xyzG9hUuRc7yNMb8BegB7gZki8pOI3CsihWbdMsbkAA8B3wDbgfnGmG0i8ryIjHDu9g2QLCKxwErg98aY5FKcT+Wy5RPYtoj3Q26h5+lX2NbnJR578k/lGxBcXP0Mfe+z/QwfjrI5ckrLGJvM69RhGDOj+EMiXf0Mlz1qx9p/MNwmmSuJwz/DzBsgsKbtANWAUHqBwXDTdFvjrVmvfHMaVURRMWU3LNWV3iKqfK8HXg9JFZFI4FbgMexFvi3whjHmTd8V70JVZUjqyYQDhEy/jB05jXk45K/8dWwPrmjf0N/FslzzGcIa2qyPnUaW/E5l/fvw5WMw+Fnb1FAaWxfamlVgqG2zjWhi24EjmthaSEQTO9IlovGFF6Z9/7XJ2CKi4LbPfdccV10d3WTH/Jd0YlxVsWYaLJ0MT+4q/QCJ5L3wZk9bu+7xm1IXrcyGpDrv6u/EBoFZQF9jTJKI1MIOLy3XoFDZORyGeT8fotXSW+lmslnb/a98M+yqipWltMctthr82YOw4HY7RvrqF70bq+0pcZv9B2k9CC57vPTlcvUz/PCqnaNxcLWdsZ2bdeG+oXXsCJKIxja4bf/CjjC5dXHFHyJZGVWWUUa+5jmzubRBIWGL85jl18kM3vUpjAb+aYz53nOjMSZdRArJuavy2hKXwjOfbaXr0fncHLSZxCv/ygNXXe3vYuUvuifc/yNs+ghWvgTvXQMdhsOQP3uXJdOVrz+0jm1eKMmqYPlpHHP+8pDG2MlnqfG2WSk1wQaK1ATntkTbbHTRJXainC/XG1bKMwdSadNdJG4r1/QWLt4EhSlAvOuJiNQEoowxB4wxy31VsKok5Ww2r367k9lrDtKjVjLPhc7DtBpC1CAvRuH4U40A6HmrnQvx079taoq3+kLvO+3CLOGFNHd9/Xs4vhtu+7TkaxV7Q8Re6GvVL/c7KqUuUJbpLso5vYWLN7dvCwDP4ai5zm2qCMYYFm6IY/Crq/hwzUHu6BfN/EbvExhcExlRiUZoBIfBlb+HR36xMyvXvw9v9LBDEbPSL9z/13mwaQ5c8Xu7GphS1UlUZztqqLQSt5ZbumxP3gSFQGOMu9HW+bgC5Diu2HYmpDJ++hqeXPArzerV4vOHBvBcvW8JjHeudlXb9wtwl7nwRjZ98oNrofWVds2BN3vCxtl2DQKwtYMvn4AWl9q000pVN1ExdlZzTmbJj+FKb+GH2q83QeGYxxBSRGQkcNx3Rarc0jJzeOmrWK5/4wd2Jabyt5u6sOiBS4mRfTblcMwY2xxTmTVoZ3PQ37nEVpU/fwjevtwmXltwh3NR+XfLL5+SUhWJO93FrpIfww/pLVy8+a+9H5gjIv8CBJvPqBxTWFYeGw6e4KGPfiE+JYOJfZvz1DUdqBcWbPP0L7rPjoIZNtXfxSw7F10Kdy+DbYttvqK5zlmcN8+HOtH+LZtS/uJKcZGwteTpLvyQ3sKlyKBgjNkL9BeRcOfzNJ+XqpIxxvDhmoM8/2UsTevWZNFvL6VnC4+01ctfsNXJ3yzKP511ZSZiaz4dhtl0HQHBNk2zUtWVK91FaWY2+yG9hYtX9XsRGQZ0BkJdC70bY573YbkqjYzsXJ5evJWFG+MYdHFDXhvfgzq1gs7tsP97O0O4zz1lvyJTRRIYAn3v8XcplPK/skh34Yf0Fi7eTF57G6gFDALeBcYAP/u4XJXC4RPp3P/hBrYdPc2jg9vx6OB21Kjh8SFmpNjUwpFtbS4hpVT10DjG5oQqCUeuTW/Rs4wSQBaTNx3NlxpjbgNOGmP+DFyCcx2E6uyH3ccY8a8fOXQinRm39+bxoe3PDwhgUwqnxtsUw8G1/FNQpVT5i4qBM8fs5MniOnkAstP9MhwVvGs+ynB+TxeRpkAyUAnHU5YNYwxv/3cfr3yzg7aNwvnPrb1p1SDswh23fwG/fmSzSPpjzWGllP+UJt2Fn9JbuHgTFL4QkbrAK8BGwADv+LRUFVRaZg6/X/ArS7YmMLxrE/4+uith+eUsSkuymUGbdIMrnyr/giql/Ks06S78lN7CpdCgICI1gOXOldAWisiXQKgxJqVcSleB7ElK477Z6zmQnM4zwzpy14BWSH6dQMbY3PKZaTBqul3hTClVvbjSXZRkZrOf0lu4FBoUjDEOEXkLu54CxphMoBTT9Cqnb7Yl8OT8XwkJrMHsu/pyaZsGBe/8y2zYtcQuOVmc9V2VUlVLVOeS5UBK3GozE/uJNx3Ny0VktOR7W1y15ToMr3yzg/tmb6BNwzC+eHhAwQEhNwfWToclf7DrKPe7v3wLq5SqWEqS7sKP6S1cvOlTuA94AsgRkQzsrGZjjKnt05L5WXaug9/O2ch3sYlM6NOcKSM6ExoUkP/Oh9bC10/aDqLWA+HGt8suVbRSqnJqHHMu3YW3M5v9mN7CxZsZzYUuu1kVGWOYvHAL38Um8uzwTkwa0Cr/HdOOwbLnbEbQ2tEw9oPSrVKmlKo6XCOQipPuwo/pLVy8mbx2RX7b8y66U5X8bekOFm6M4/Eh7fMPCLk5dr3gFS/a8cQDHofLfwch4eVfWKVUxVS/jV06tjgzmxO2+C29hYs3zUe/93gcCvQFNgBX+aREfvbuD/v4z3/3cWv/i3hkcD4rjB1aA1/9DhKdTUXXT7VZQ5VSylNAIDTsULygkLjNb+ktXLxpPrrB87mINAde81mJ/GjxL3G8+NV2ru/SmCkjOp8/5DQtCb57zk5I06YipZQ3GsfAzqV2qHpR1wo/p7dwKUnC+zjAP7MqfGjlziR+v2Azl7SO5J/juxPgSlmhTUVKqZKKioFfPrQ3lUXNbPZzegsXb/oU3sTOYgY7hLU7dmZzlfHLoZP89sONtI+KYPptvQgJdI4yOrwOvnrcOapoEFz/ijYVKaW85053saXooODn9BYu3tQU1ns8zgHmGmP+56PylLs9SWlMmrmOhhEhzJzUh4jQIHA4YPXrdh2EiMbaVKSUKhl3uott0HZI4fv6Ob2FizdB4RMgwxiTCyAiASJSyxiTz4rtlUt8yllum7GWgBp2pnKjiFA4kwyL74M930GnG2HEmxBapadkKKV8pTjpLvyc3sLFqxnNQE2P5zWBZb4pTvk5lZ7F7e/9zOmMHGbe2YeLIsPg4E/w9gDY/18Y9iqMnakBQSlVOlEx3qW7SNzq9/4E8C4ohHouwel8XKkXBziblcvdH6znwPF0pt/Wi5gmEfDjP2HmMLuC2N3LoM/d2lyklCq9qM5Fp7uoAOktXLwJCmdEpKfriYj0As76rki+lZPr4KGPNrLh0Elem9CdSxsLfDQOlk2BjjfAfd/blNdKKVUWPNNdFMRVk/BjegsXb/oUHgMWiMhRbN6jxsB4n5bKR4wx/HHRFpbvSOKFG2O4vvYBeHsSpB+3zUW979LagVKqbHmT7sIdFPxfU/Bm8to6EekAXOzctNMYk+3bYvnGy9/sZMGGOB69qg235iyCmS9A3Ra2uUhrB0opX/Am3UUFSG/hUmTzkYg8CIQZY7YaY7YC4SLyW98XrWzN+ukA01bt5e5etXks6RltLlJKlQ9v0l1UgPQWLt70KdzjXHkNAGPMSeAe3xXJN/q2qs/TMSd5+tC9iI4uUkqVp8YxtvnImAtfc6W3iPL/yCPwLigEeC6wIyIBQLDviuQbHY4s4p69jyA6ukgpVd6iYmzfZVrSha9VkPQWLt50NC8FPhaR/zif3wcs8V2RfKRxF4gZbWsIWjtQSpWnwtJdVJD0Fi7e1BT+AKwA7nd+beH8yWyVQ3QvGP2OBgSlVPnzTHeRVwVJb+FSZFAwxjiAtcAB7FoKVwHbvTm4iFwrIjtFZI+ITC5kv9EiYkSkt3fFVkqpSqSwdBcVJL2FS4HNRyLSHpjo/DoOfAxgjBnkzYGdfQ9vAUOx6bbXicjnxpjYPPtFAI9iA49SSlVNBaW7SNgKzfuUf3kKUFhNYQe2VjDcGDPAGPMmkFuMY/cF9hhj9hljsoB5wMh89nsB+DuQUYxjK6VU5ZJfuouMFEipGOktXAoLCjcB8cBKEXlHRAZjZzR7Kxo47PE8zrnNzZk+o7kx5qvCDiQi94rIehFZf+zYsWIUQSmlKghXuotjO89tq0DpLVwKDArGmE+NMROADsBKbLqLRiIyTUSuLu0bi0gN4B/Ak0Xta4yZbozpbYzp3bBhw9K+tVJKlT/3CCSPJqQKlN7CxZuO5jPGmI+cazU3A37BjkgqyhGgucfzZs5tLhFADLBKRA4A/YHPtbNZKVUl5ZfuogKlt3DxZkiqmzHmpPOufbAXu68D2olIKxEJBiYAn3scK8UY08AY09IY0xJYA4wwxqzP/3BKKVWJ5ZfuogKlt3ApVlAoDmNMDvAQ8A12COt8Y8w2EXleREb46n2VUqrC8kx3UcHSW7h4M6O5xIwxXwNf59n2bAH7DvRlWZRSyu+iusAvH9p0F1lpFSq9hYtPg4JSSikP7pnNWyAz7fxtFYQGBaWUKi+uAJCw1dYUKlB6CxcNCkopVV5c6S4St9mgUIHSW7hoUFBKqfIUFWNHIGWmVaj0Fi4+G32klFIqH1Gd7azmCpbewkWDglJKlafGMWCcaeQqUHoLFw0KSilVnjznJVTAmoL2KSilVHlypbsIqlmh0lu4aFBQSqnyFBAITXtAcFiFSm/hokFBKaXK27hZdo5CBaRBQSmlylt4I3+XoEAVM1QppZTyCw0KSiml3DQoKKWUctOgoJRSyk2DglJKKTcNCkoppdw0KCillHLToKCUUspNg4JSSik3DQpKKaXcNCgopZRy06CglFLKTYOCUkopNw0KSiml3DQoKKWUctOgoJRSyk2DglJKKTcNCkoppdw0KCillHLToKCUUspNg4JSSik3DQpKKaXcNCgopZRy82lQEJFrRWSniOwRkcn5vP6EiMSKyGYRWS4iF/myPEoppQrns6AgIgHAW8B1QCdgooh0yrPbL0BvY0xX4BPgZV+VRymlVNF8WVPoC+wxxuwzxmQB84CRnjsYY1YaY9KdT9cAzXxYHqWUUkXwZVCIBg57PI9zbivIXcCS/F4QkXtFZL2IrD927FgZFlEppZSnCtHRLCK/AXoDr+T3ujFmujGmtzGmd8OGDcu3cEopVY0E+vDYR4DmHs+bObedR0SGAE8DVxpjMn1YHqWUUkXwZU1hHdBORFqJSDAwAfjccwcR6QH8BxhhjEnyYVmUUkp5wWdBwRiTAzwEfANsB+YbY7aJyPMiMsK52ytAOLBARDaJyOcFHE4ppVQ58GXzEcaYr4Gv82x71uPxEF++v1JKqeKpEB3NSimlKgYNCkoppdw0KCillHLToKCUUspNg4JSSik3DQpKKaXcNCgopZRy06CglFLKTYOCUkopNw0KSiml3DQoKKWUctOgoJRSyk2DglJKKTcNCkoppdw0KCillHLToKCUUspNg4JSSik3DQpKKaXcNCgopZRy06CglFLKTYOCUkopNw0KSiml3DQoKKWUctOgoJRSyk2DglJKKTcNCkoppdw0KCillHLToKCUUspNg4JSSik3DQpKKaXcNCgopZRy06CglFLKTYOCUkopNw0KSiml3DQoKKWUcvNpUBCRa0Vkp4jsEZHJ+bweIiIfO19fKyItfVkepZRShfNZUBCRAOAt4DqgEzBRRDrl2e0u4KQxpi3wT+DvviqPUkqpovmyptAX2GOM2WeMyQLmASPz7DMS+MD5+BNgsIiID8uklFKqEIE+PHY0cNjjeRzQr6B9jDE5IpICRALHPXcSkXuBe51P00RkZwnL1CDvsauZ6nz+1fncoXqfv567dZE3P+DLoFBmjDHTgemlPY6IrDfG9C6DIlVK1fn8q/O5Q/U+fz334p27L5uPjgDNPZ43c27Ldx8RCQTqAMk+LJNSSqlC+DIorAPaiUgrEQkGJgCf59nnc+B25+MxwApjjPFhmZRSShXCZ81Hzj6Ch4BvgADgPWPMNhF5HlhvjPkcmAHMFpE9wAls4PClUjdBVXLV+fyr87lD9T5/PfdiEL0xV0op5aIzmpVSSrlpUFBKKeVWbYJCUSk3qjIROSAiW0Rkk4is93d5fE1E3hORJBHZ6rGtvoh8JyK7nd/r+bOMvlLAuU8RkSPOz3+TiFzvzzL6iog0F5GVIhIrIttE5FHn9ury2Rd0/sX6/KtFn4Iz5cYuYCh2Et06YKIxJtavBSsnInIA6G2MqRYTeETkCiANmGWMiXFuexk4YYz5m/OmoJ4x5g/+LKcvFHDuU4A0Y8xUf5bN10SkCdDEGLNRRCKADcCNwB1Uj8++oPMfRzE+/+pSU/Am5YaqIowx32NHs3nyTKnyAfafpcop4NyrBWNMvDFmo/NxKrAdmzWhunz2BZ1/sVSXoJBfyo1i/7IqMQN8KyIbnClDqqMoY0y883ECEOXPwvjBQyKy2dm8VCWbTzw5My73ANZSDT/7POcPxfj8q0tQqO4GGGN6YjPWPuhsYqi2nBMkq3676TnTgDZAdyAeeNW/xfEtEQkHFgKPGWNOe75WHT77fM6/WJ9/dQkK3qTcqLKMMUec35OAxdjmtOom0dnm6mp7TfJzecqNMSbRGJNrjHEA71CFP38RCcJeEOcYYxY5N1ebzz6/8y/u519dgoI3KTeqJBEJc3Y6ISJhwNXA1sJ/qkryTKlyO/CZH8tSrlwXRKdRVNHP35l2fwaw3RjzD4+XqsVnX9D5F/fzrxajjwCcw7Be41zKjZf8XKRyISKtsbUDsGlNPqrq5y4ic4GB2LTBicBzwKfAfKAFcBAYZ4ypch2yBZz7QGzTgQEOAPd5tLFXGSIyAPgB2AI4nJv/D9uuXh0++4LOfyLF+PyrTVBQSilVtOrSfKSUUsoLGhSUUkq5aVBQSinlpkFBKaWUmwYFpZRSbhoUlMpDRHI9MkpuKsusuiLS0jODqVIVjc+W41SqEjtrjOnu70Io5Q9aU1DKS851KV52rk3xs4i0dW5vKSIrnAnHlotIC+f2KBFZLCK/Or8udR4qQETecea8/1ZEavrtpJTKQ4OCUheqmaf5aLzHaynGmC7Av7Az5AHeBD4wxnQF5gBvOLe/AfzXGNMN6Alsc25vB7xljOkMnAJG+/h8lPKazmhWKg8RSTPGhOez/QBwlTFmnzPxWIIxJlJEjmMXN8l2bo83xjQQkWNAM2NMpscxWgLfGWPaOZ//AQgyxrzo+zNTqmhaU1CqeEwBj4sj0+NxLtq3pyoQDQpKFc94j+8/OR+vxmbeBbgFm5QMYDnwANglYUWkTnkVUqmS0jsUpS5UU0Q2eTxfaoxxDUutJyKbsXf7E53bHgbeF5HfA8eAO53bHwWmi8hd2BrBA9hFTpSqsLRPQSkvOfsUehtjjvu7LEr5ijYfKaWUctOaglJKKTetKSillHLToKCUUspNg4JSSik3DQpKKaXcNCgopZRy+3/5aj5gU2pDGAAAAABJRU5ErkJggg==\n", 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