material/deep_learning/for_overfitting_treating.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "for_overfitting_treating.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU",
    "gpuClass": "standard"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "of data https://www.kaggle.com/datasets/alanchn31/free-spoken-digits"
      ],
      "metadata": {
        "id": "yNh967rsEKqw"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# 데이터 준비"
      ],
      "metadata": {
        "id": "PA6S3Wm8D4D4"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!rm -rf mnist_audio.zip\n",
        "!wget https://github.com/dhrim/2022_WISET/raw/main/material/deep_learning/data/mnist_audio.zip"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Si1s0X7Z-1WA",
        "outputId": "3f3fe517-ab93-462c-9eb2-df32f7abc230"
      },
      "execution_count": 151,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--2022-06-30 06:21:33--  https://github.com/dhrim/2022_WISET/raw/main/material/deep_learning/data/mnist_audio.zip\n",
            "Resolving github.com (github.com)... 13.114.40.48\n",
            "Connecting to github.com (github.com)|13.114.40.48|:443... connected.\n",
            "HTTP request sent, awaiting response... 302 Found\n",
            "Location: https://raw.githubusercontent.com/dhrim/2022_WISET/main/material/deep_learning/data/mnist_audio.zip [following]\n",
            "--2022-06-30 06:21:33--  https://raw.githubusercontent.com/dhrim/2022_WISET/main/material/deep_learning/data/mnist_audio.zip\n",
            "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.111.133, 185.199.108.133, 185.199.109.133, ...\n",
            "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.111.133|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 16271789 (16M) [application/zip]\n",
            "Saving to: ‘mnist_audio.zip’\n",
            "\n",
            "mnist_audio.zip     100%[===================>]  15.52M  --.-KB/s    in 0.1s    \n",
            "\n",
            "2022-06-30 06:21:35 (114 MB/s) - ‘mnist_audio.zip’ saved [16271789/16271789]\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!rm -rf mnist_audio\n",
        "!unzip mnist_audio.zip"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vKTL8DfL-1TY",
        "outputId": "d581345a-6300-4bd3-804b-09b416c522f0"
      },
      "execution_count": 152,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Archive:  mnist_audio.zip\n",
            "   creating: mnist_audio/\n",
            "  inflating: mnist_audio/0_george_0.wav  \n",
            "  inflating: mnist_audio/0_george_1.wav  \n",
            "  inflating: mnist_audio/0_george_10.wav  \n",
            "  inflating: mnist_audio/0_george_11.wav  \n",
            "  inflating: mnist_audio/0_george_12.wav  \n",
            "  inflating: mnist_audio/0_george_13.wav  \n",
            "  inflating: mnist_audio/0_george_14.wav  \n",
            "  inflating: mnist_audio/0_george_15.wav  \n",
            "  inflating: mnist_audio/0_george_16.wav  \n",
            "  inflating: mnist_audio/0_george_17.wav  \n",
            "  inflating: mnist_audio/0_george_18.wav  \n",
            "  inflating: mnist_audio/0_george_19.wav  \n",
            "  inflating: mnist_audio/0_george_2.wav  \n",
            "  inflating: mnist_audio/0_george_20.wav  \n",
            "  inflating: mnist_audio/0_george_21.wav  \n",
            "  inflating: mnist_audio/0_george_22.wav  \n",
            "  inflating: mnist_audio/0_george_23.wav  \n",
            "  inflating: mnist_audio/0_george_24.wav  \n",
            "  inflating: mnist_audio/0_george_25.wav  \n",
            "  inflating: mnist_audio/0_george_26.wav  \n",
            "  inflating: mnist_audio/0_george_27.wav  \n",
            "  inflating: mnist_audio/0_george_28.wav  \n",
            "  inflating: mnist_audio/0_george_29.wav  \n",
            "  inflating: mnist_audio/0_george_3.wav  \n",
            "  inflating: mnist_audio/0_george_30.wav  \n",
            "  inflating: mnist_audio/0_george_31.wav  \n",
            "  inflating: mnist_audio/0_george_32.wav  \n",
            "  inflating: mnist_audio/0_george_33.wav  \n",
            "  inflating: mnist_audio/0_george_34.wav  \n",
            "  inflating: mnist_audio/0_george_35.wav  \n",
            "  inflating: mnist_audio/0_george_36.wav  \n",
            "  inflating: mnist_audio/0_george_37.wav  \n",
            "  inflating: mnist_audio/0_george_38.wav  \n",
            "  inflating: mnist_audio/0_george_39.wav  \n",
            "  inflating: mnist_audio/0_george_4.wav  \n",
            "  inflating: mnist_audio/0_george_40.wav  \n",
            "  inflating: mnist_audio/0_george_41.wav  \n",
            "  inflating: mnist_audio/0_george_42.wav  \n",
            "  inflating: mnist_audio/0_george_43.wav  \n",
            "  inflating: mnist_audio/0_george_44.wav  \n",
            "  inflating: mnist_audio/0_george_45.wav  \n",
            "  inflating: mnist_audio/0_george_46.wav  \n",
            "  inflating: mnist_audio/0_george_47.wav  \n",
            "  inflating: mnist_audio/0_george_48.wav  \n",
            "  inflating: mnist_audio/0_george_49.wav  \n",
            "  inflating: mnist_audio/0_george_5.wav  \n",
            "  inflating: mnist_audio/0_george_6.wav  \n",
            "  inflating: mnist_audio/0_george_7.wav  \n",
            "  inflating: mnist_audio/0_george_8.wav  \n",
            "  inflating: mnist_audio/0_george_9.wav  \n",
            "  inflating: mnist_audio/0_jackson_0.wav  \n",
            "  inflating: mnist_audio/0_jackson_1.wav  \n",
            "  inflating: mnist_audio/0_jackson_10.wav  \n",
            "  inflating: mnist_audio/0_jackson_11.wav  \n",
            "  inflating: mnist_audio/0_jackson_12.wav  \n",
            "  inflating: mnist_audio/0_jackson_13.wav  \n",
            "  inflating: mnist_audio/0_jackson_14.wav  \n",
            "  inflating: mnist_audio/0_jackson_15.wav  \n",
            "  inflating: mnist_audio/0_jackson_16.wav  \n",
            "  inflating: mnist_audio/0_jackson_17.wav  \n",
            "  inflating: mnist_audio/0_jackson_18.wav  \n",
            "  inflating: mnist_audio/0_jackson_19.wav  \n",
            "  inflating: mnist_audio/0_jackson_2.wav  \n",
            "  inflating: mnist_audio/0_jackson_20.wav  \n",
            "  inflating: mnist_audio/0_jackson_21.wav  \n",
            "  inflating: mnist_audio/0_jackson_22.wav  \n",
            "  inflating: mnist_audio/0_jackson_23.wav  \n",
            "  inflating: mnist_audio/0_jackson_24.wav  \n",
            "  inflating: mnist_audio/0_jackson_25.wav  \n",
            "  inflating: mnist_audio/0_jackson_26.wav  \n",
            "  inflating: mnist_audio/0_jackson_27.wav  \n",
            "  inflating: mnist_audio/0_jackson_28.wav  \n",
            "  inflating: mnist_audio/0_jackson_29.wav  \n",
            "  inflating: mnist_audio/0_jackson_3.wav  \n",
            "  inflating: mnist_audio/0_jackson_30.wav  \n",
            "  inflating: mnist_audio/0_jackson_31.wav  \n",
            "  inflating: mnist_audio/0_jackson_32.wav  \n",
            "  inflating: mnist_audio/0_jackson_33.wav  \n",
            "  inflating: mnist_audio/0_jackson_34.wav  \n",
            "  inflating: mnist_audio/0_jackson_35.wav  \n",
            "  inflating: mnist_audio/0_jackson_36.wav  \n",
            "  inflating: mnist_audio/0_jackson_37.wav  \n",
            "  inflating: mnist_audio/0_jackson_38.wav  \n",
            "  inflating: mnist_audio/0_jackson_39.wav  \n",
            "  inflating: mnist_audio/0_jackson_4.wav  \n",
            "  inflating: mnist_audio/0_jackson_40.wav  \n",
            "  inflating: mnist_audio/0_jackson_41.wav  \n",
            "  inflating: mnist_audio/0_jackson_42.wav  \n",
            "  inflating: mnist_audio/0_jackson_43.wav  \n",
            "  inflating: mnist_audio/0_jackson_44.wav  \n",
            "  inflating: mnist_audio/0_jackson_45.wav  \n",
            "  inflating: mnist_audio/0_jackson_46.wav  \n",
            "  inflating: mnist_audio/0_jackson_47.wav  \n",
            "  inflating: mnist_audio/0_jackson_48.wav  \n",
            "  inflating: mnist_audio/0_jackson_49.wav  \n",
            "  inflating: mnist_audio/0_jackson_5.wav  \n",
            "  inflating: mnist_audio/0_jackson_6.wav  \n",
            "  inflating: mnist_audio/0_jackson_7.wav  \n",
            "  inflating: mnist_audio/0_jackson_8.wav  \n",
            "  inflating: mnist_audio/0_jackson_9.wav  \n",
            "  inflating: mnist_audio/0_lucas_0.wav  \n",
            "  inflating: mnist_audio/0_lucas_1.wav  \n",
            "  inflating: mnist_audio/0_lucas_10.wav  \n",
            "  inflating: mnist_audio/0_lucas_11.wav  \n",
            "  inflating: mnist_audio/0_lucas_12.wav  \n",
            "  inflating: mnist_audio/0_lucas_13.wav  \n",
            "  inflating: mnist_audio/0_lucas_14.wav  \n",
            "  inflating: mnist_audio/0_lucas_15.wav  \n",
            "  inflating: mnist_audio/0_lucas_16.wav  \n",
            "  inflating: mnist_audio/0_lucas_17.wav  \n",
            "  inflating: mnist_audio/0_lucas_18.wav  \n",
            "  inflating: mnist_audio/0_lucas_19.wav  \n",
            "  inflating: mnist_audio/0_lucas_2.wav  \n",
            "  inflating: mnist_audio/0_lucas_20.wav  \n",
            "  inflating: mnist_audio/0_lucas_21.wav  \n",
            "  inflating: mnist_audio/0_lucas_22.wav  \n",
            "  inflating: mnist_audio/0_lucas_23.wav  \n",
            "  inflating: mnist_audio/0_lucas_24.wav  \n",
            "  inflating: mnist_audio/0_lucas_25.wav  \n",
            "  inflating: mnist_audio/0_lucas_26.wav  \n",
            "  inflating: mnist_audio/0_lucas_27.wav  \n",
            "  inflating: mnist_audio/0_lucas_28.wav  \n",
            "  inflating: mnist_audio/0_lucas_29.wav  \n",
            "  inflating: mnist_audio/0_lucas_3.wav  \n",
            "  inflating: mnist_audio/0_lucas_30.wav  \n",
            "  inflating: mnist_audio/0_lucas_31.wav  \n",
            "  inflating: mnist_audio/0_lucas_32.wav  \n",
            "  inflating: mnist_audio/0_lucas_33.wav  \n",
            "  inflating: mnist_audio/0_lucas_34.wav  \n",
            "  inflating: mnist_audio/0_lucas_35.wav  \n",
            "  inflating: mnist_audio/0_lucas_36.wav  \n",
            "  inflating: mnist_audio/0_lucas_37.wav  \n",
            "  inflating: mnist_audio/0_lucas_38.wav  \n",
            "  inflating: mnist_audio/0_lucas_39.wav  \n",
            "  inflating: mnist_audio/0_lucas_4.wav  \n",
            "  inflating: mnist_audio/0_lucas_40.wav  \n",
            "  inflating: mnist_audio/0_lucas_41.wav  \n",
            "  inflating: mnist_audio/0_lucas_42.wav  \n",
            "  inflating: mnist_audio/0_lucas_43.wav  \n",
            "  inflating: mnist_audio/0_lucas_44.wav  \n",
            "  inflating: mnist_audio/0_lucas_45.wav  \n",
            "  inflating: mnist_audio/0_lucas_46.wav  \n",
            "  inflating: mnist_audio/0_lucas_47.wav  \n",
            "  inflating: mnist_audio/0_lucas_48.wav  \n",
            "  inflating: mnist_audio/0_lucas_49.wav  \n",
            "  inflating: mnist_audio/0_lucas_5.wav  \n",
            "  inflating: mnist_audio/0_lucas_6.wav  \n",
            "  inflating: mnist_audio/0_lucas_7.wav  \n",
            "  inflating: mnist_audio/0_lucas_8.wav  \n",
            "  inflating: mnist_audio/0_lucas_9.wav  \n",
            "  inflating: mnist_audio/0_nicolas_0.wav  \n",
            "  inflating: mnist_audio/0_nicolas_1.wav  \n",
            "  inflating: mnist_audio/0_nicolas_10.wav  \n",
            "  inflating: mnist_audio/0_nicolas_11.wav  \n",
            "  inflating: mnist_audio/0_nicolas_12.wav  \n",
            "  inflating: mnist_audio/0_nicolas_13.wav  \n",
            "  inflating: mnist_audio/0_nicolas_14.wav  \n",
            "  inflating: mnist_audio/0_nicolas_15.wav  \n",
            "  inflating: mnist_audio/0_nicolas_16.wav  \n",
            "  inflating: mnist_audio/0_nicolas_17.wav  \n",
            "  inflating: mnist_audio/0_nicolas_18.wav  \n",
            "  inflating: mnist_audio/0_nicolas_19.wav  \n",
            "  inflating: mnist_audio/0_nicolas_2.wav  \n",
            "  inflating: mnist_audio/0_nicolas_20.wav  \n",
            "  inflating: mnist_audio/0_nicolas_21.wav  \n",
            "  inflating: mnist_audio/0_nicolas_22.wav  \n",
            "  inflating: mnist_audio/0_nicolas_23.wav  \n",
            "  inflating: mnist_audio/0_nicolas_24.wav  \n",
            "  inflating: mnist_audio/0_nicolas_25.wav  \n",
            "  inflating: mnist_audio/0_nicolas_26.wav  \n",
            "  inflating: mnist_audio/0_nicolas_27.wav  \n",
            "  inflating: mnist_audio/0_nicolas_28.wav  \n",
            "  inflating: mnist_audio/0_nicolas_29.wav  \n",
            "  inflating: mnist_audio/0_nicolas_3.wav  \n",
            "  inflating: mnist_audio/0_nicolas_30.wav  \n",
            "  inflating: mnist_audio/0_nicolas_31.wav  \n",
            "  inflating: mnist_audio/0_nicolas_32.wav  \n",
            "  inflating: mnist_audio/0_nicolas_33.wav  \n",
            "  inflating: mnist_audio/0_nicolas_34.wav  \n",
            "  inflating: mnist_audio/0_nicolas_35.wav  \n",
            "  inflating: mnist_audio/0_nicolas_36.wav  \n",
            "  inflating: mnist_audio/0_nicolas_37.wav  \n",
            "  inflating: mnist_audio/0_nicolas_38.wav  \n",
            "  inflating: mnist_audio/0_nicolas_39.wav  \n",
            "  inflating: mnist_audio/0_nicolas_4.wav  \n",
            "  inflating: mnist_audio/0_nicolas_40.wav  \n",
            "  inflating: mnist_audio/0_nicolas_41.wav  \n",
            "  inflating: mnist_audio/0_nicolas_42.wav  \n",
            "  inflating: mnist_audio/0_nicolas_43.wav  \n",
            "  inflating: mnist_audio/0_nicolas_44.wav  \n",
            "  inflating: mnist_audio/0_nicolas_45.wav  \n",
            "  inflating: mnist_audio/0_nicolas_46.wav  \n",
            "  inflating: mnist_audio/0_nicolas_47.wav  \n",
            "  inflating: mnist_audio/0_nicolas_48.wav  \n",
            "  inflating: mnist_audio/0_nicolas_49.wav  \n",
            "  inflating: mnist_audio/0_nicolas_5.wav  \n",
            "  inflating: mnist_audio/0_nicolas_6.wav  \n",
            "  inflating: mnist_audio/0_nicolas_7.wav  \n",
            "  inflating: mnist_audio/0_nicolas_8.wav  \n",
            "  inflating: mnist_audio/0_nicolas_9.wav  \n",
            "  inflating: mnist_audio/0_theo_0.wav  \n",
            "  inflating: mnist_audio/0_theo_1.wav  \n",
            "  inflating: mnist_audio/0_theo_10.wav  \n",
            "  inflating: mnist_audio/0_theo_11.wav  \n",
            "  inflating: mnist_audio/0_theo_12.wav  \n",
            "  inflating: mnist_audio/0_theo_13.wav  \n",
            "  inflating: mnist_audio/0_theo_14.wav  \n",
            "  inflating: mnist_audio/0_theo_15.wav  \n",
            "  inflating: mnist_audio/0_theo_16.wav  \n",
            "  inflating: mnist_audio/0_theo_17.wav  \n",
            "  inflating: mnist_audio/0_theo_18.wav  \n",
            "  inflating: mnist_audio/0_theo_19.wav  \n",
            "  inflating: mnist_audio/0_theo_2.wav  \n",
            "  inflating: mnist_audio/0_theo_20.wav  \n",
            "  inflating: mnist_audio/0_theo_21.wav  \n",
            "  inflating: mnist_audio/0_theo_22.wav  \n",
            "  inflating: mnist_audio/0_theo_23.wav  \n",
            "  inflating: mnist_audio/0_theo_24.wav  \n",
            "  inflating: mnist_audio/0_theo_25.wav  \n",
            "  inflating: mnist_audio/0_theo_26.wav  \n",
            "  inflating: mnist_audio/0_theo_27.wav  \n",
            "  inflating: mnist_audio/0_theo_28.wav  \n",
            "  inflating: mnist_audio/0_theo_29.wav  \n",
            "  inflating: mnist_audio/0_theo_3.wav  \n",
            "  inflating: mnist_audio/0_theo_30.wav  \n",
            "  inflating: mnist_audio/0_theo_31.wav  \n",
            "  inflating: mnist_audio/0_theo_32.wav  \n",
            "  inflating: mnist_audio/0_theo_33.wav  \n",
            "  inflating: mnist_audio/0_theo_34.wav  \n",
            "  inflating: mnist_audio/0_theo_35.wav  \n",
            "  inflating: mnist_audio/0_theo_36.wav  \n",
            "  inflating: mnist_audio/0_theo_37.wav  \n",
            "  inflating: mnist_audio/0_theo_38.wav  \n",
            "  inflating: mnist_audio/0_theo_39.wav  \n",
            "  inflating: mnist_audio/0_theo_4.wav  \n",
            "  inflating: mnist_audio/0_theo_40.wav  \n",
            "  inflating: mnist_audio/0_theo_41.wav  \n",
            "  inflating: mnist_audio/0_theo_42.wav  \n",
            "  inflating: mnist_audio/0_theo_43.wav  \n",
            "  inflating: mnist_audio/0_theo_44.wav  \n",
            "  inflating: mnist_audio/0_theo_45.wav  \n",
            "  inflating: mnist_audio/0_theo_46.wav  \n",
            "  inflating: mnist_audio/0_theo_47.wav  \n",
            "  inflating: mnist_audio/0_theo_48.wav  \n",
            "  inflating: mnist_audio/0_theo_49.wav  \n",
            "  inflating: mnist_audio/0_theo_5.wav  \n",
            "  inflating: mnist_audio/0_theo_6.wav  \n",
            "  inflating: mnist_audio/0_theo_7.wav  \n",
            "  inflating: mnist_audio/0_theo_8.wav  \n",
            "  inflating: mnist_audio/0_theo_9.wav  \n",
            "  inflating: mnist_audio/0_yweweler_0.wav  \n",
            "  inflating: mnist_audio/0_yweweler_1.wav  \n",
            "  inflating: mnist_audio/0_yweweler_10.wav  \n",
            "  inflating: mnist_audio/0_yweweler_11.wav  \n",
            "  inflating: mnist_audio/0_yweweler_12.wav  \n",
            "  inflating: mnist_audio/0_yweweler_13.wav  \n",
            "  inflating: mnist_audio/0_yweweler_14.wav  \n",
            "  inflating: mnist_audio/0_yweweler_15.wav  \n",
            "  inflating: mnist_audio/0_yweweler_16.wav  \n",
            "  inflating: mnist_audio/0_yweweler_17.wav  \n",
            "  inflating: mnist_audio/0_yweweler_18.wav  \n",
            "  inflating: mnist_audio/0_yweweler_19.wav  \n",
            "  inflating: mnist_audio/0_yweweler_2.wav  \n",
            "  inflating: mnist_audio/0_yweweler_20.wav  \n",
            "  inflating: mnist_audio/0_yweweler_21.wav  \n",
            "  inflating: mnist_audio/0_yweweler_22.wav  \n",
            "  inflating: mnist_audio/0_yweweler_23.wav  \n",
            "  inflating: mnist_audio/0_yweweler_24.wav  \n",
            "  inflating: mnist_audio/0_yweweler_25.wav  \n",
            "  inflating: mnist_audio/0_yweweler_26.wav  \n",
            "  inflating: mnist_audio/0_yweweler_27.wav  \n",
            "  inflating: mnist_audio/0_yweweler_28.wav  \n",
            "  inflating: mnist_audio/0_yweweler_29.wav  \n",
            "  inflating: mnist_audio/0_yweweler_3.wav  \n",
            "  inflating: mnist_audio/0_yweweler_30.wav  \n",
            "  inflating: mnist_audio/0_yweweler_31.wav  \n",
            "  inflating: mnist_audio/0_yweweler_32.wav  \n",
            "  inflating: mnist_audio/0_yweweler_33.wav  \n",
            "  inflating: mnist_audio/0_yweweler_34.wav  \n",
            "  inflating: mnist_audio/0_yweweler_35.wav  \n",
            "  inflating: mnist_audio/0_yweweler_36.wav  \n",
            "  inflating: mnist_audio/0_yweweler_37.wav  \n",
            "  inflating: mnist_audio/0_yweweler_38.wav  \n",
            "  inflating: mnist_audio/0_yweweler_39.wav  \n",
            "  inflating: mnist_audio/0_yweweler_4.wav  \n",
            "  inflating: mnist_audio/0_yweweler_40.wav  \n",
            "  inflating: mnist_audio/0_yweweler_41.wav  \n",
            "  inflating: mnist_audio/0_yweweler_42.wav  \n",
            "  inflating: mnist_audio/0_yweweler_43.wav  \n",
            "  inflating: mnist_audio/0_yweweler_44.wav  \n",
            "  inflating: mnist_audio/0_yweweler_45.wav  \n",
            "  inflating: mnist_audio/0_yweweler_46.wav  \n",
            "  inflating: mnist_audio/0_yweweler_47.wav  \n",
            "  inflating: mnist_audio/0_yweweler_48.wav  \n",
            "  inflating: mnist_audio/0_yweweler_49.wav  \n",
            "  inflating: mnist_audio/0_yweweler_5.wav  \n",
            "  inflating: mnist_audio/0_yweweler_6.wav  \n",
            "  inflating: mnist_audio/0_yweweler_7.wav  \n",
            "  inflating: mnist_audio/0_yweweler_8.wav  \n",
            "  inflating: mnist_audio/0_yweweler_9.wav  \n",
            "  inflating: mnist_audio/1_george_0.wav  \n",
            "  inflating: mnist_audio/1_george_1.wav  \n",
            "  inflating: mnist_audio/1_george_10.wav  \n",
            "  inflating: mnist_audio/1_george_11.wav  \n",
            "  inflating: mnist_audio/1_george_12.wav  \n",
            "  inflating: mnist_audio/1_george_13.wav  \n",
            "  inflating: mnist_audio/1_george_14.wav  \n",
            "  inflating: mnist_audio/1_george_15.wav  \n",
            "  inflating: mnist_audio/1_george_16.wav  \n",
            "  inflating: mnist_audio/1_george_17.wav  \n",
            "  inflating: mnist_audio/1_george_18.wav  \n",
            "  inflating: mnist_audio/1_george_19.wav  \n",
            "  inflating: mnist_audio/1_george_2.wav  \n",
            "  inflating: mnist_audio/1_george_20.wav  \n",
            "  inflating: mnist_audio/1_george_21.wav  \n",
            "  inflating: mnist_audio/1_george_22.wav  \n",
            "  inflating: mnist_audio/1_george_23.wav  \n",
            "  inflating: mnist_audio/1_george_24.wav  \n",
            "  inflating: mnist_audio/1_george_25.wav  \n",
            "  inflating: mnist_audio/1_george_26.wav  \n",
            "  inflating: mnist_audio/1_george_27.wav  \n",
            "  inflating: mnist_audio/1_george_28.wav  \n",
            "  inflating: mnist_audio/1_george_29.wav  \n",
            "  inflating: mnist_audio/1_george_3.wav  \n",
            "  inflating: mnist_audio/1_george_30.wav  \n",
            "  inflating: mnist_audio/1_george_31.wav  \n",
            "  inflating: mnist_audio/1_george_32.wav  \n",
            "  inflating: mnist_audio/1_george_33.wav  \n",
            "  inflating: mnist_audio/1_george_34.wav  \n",
            "  inflating: mnist_audio/1_george_35.wav  \n",
            "  inflating: mnist_audio/1_george_36.wav  \n",
            "  inflating: mnist_audio/1_george_37.wav  \n",
            "  inflating: mnist_audio/1_george_38.wav  \n",
            "  inflating: mnist_audio/1_george_39.wav  \n",
            "  inflating: mnist_audio/1_george_4.wav  \n",
            "  inflating: mnist_audio/1_george_40.wav  \n",
            "  inflating: mnist_audio/1_george_41.wav  \n",
            "  inflating: mnist_audio/1_george_42.wav  \n",
            "  inflating: mnist_audio/1_george_43.wav  \n",
            "  inflating: mnist_audio/1_george_44.wav  \n",
            "  inflating: mnist_audio/1_george_45.wav  \n",
            "  inflating: mnist_audio/1_george_46.wav  \n",
            "  inflating: mnist_audio/1_george_47.wav  \n",
            "  inflating: mnist_audio/1_george_48.wav  \n",
            "  inflating: mnist_audio/1_george_49.wav  \n",
            "  inflating: mnist_audio/1_george_5.wav  \n",
            "  inflating: mnist_audio/1_george_6.wav  \n",
            "  inflating: mnist_audio/1_george_7.wav  \n",
            "  inflating: mnist_audio/1_george_8.wav  \n",
            "  inflating: mnist_audio/1_george_9.wav  \n",
            "  inflating: mnist_audio/1_jackson_0.wav  \n",
            "  inflating: mnist_audio/1_jackson_1.wav  \n",
            "  inflating: mnist_audio/1_jackson_10.wav  \n",
            "  inflating: mnist_audio/1_jackson_11.wav  \n",
            "  inflating: mnist_audio/1_jackson_12.wav  \n",
            "  inflating: mnist_audio/1_jackson_13.wav  \n",
            "  inflating: mnist_audio/1_jackson_14.wav  \n",
            "  inflating: mnist_audio/1_jackson_15.wav  \n",
            "  inflating: mnist_audio/1_jackson_16.wav  \n",
            "  inflating: mnist_audio/1_jackson_17.wav  \n",
            "  inflating: mnist_audio/1_jackson_18.wav  \n",
            "  inflating: mnist_audio/1_jackson_19.wav  \n",
            "  inflating: mnist_audio/1_jackson_2.wav  \n",
            "  inflating: mnist_audio/1_jackson_20.wav  \n",
            "  inflating: mnist_audio/1_jackson_21.wav  \n",
            "  inflating: mnist_audio/1_jackson_22.wav  \n",
            "  inflating: mnist_audio/1_jackson_23.wav  \n",
            "  inflating: mnist_audio/1_jackson_24.wav  \n",
            "  inflating: mnist_audio/1_jackson_25.wav  \n",
            "  inflating: mnist_audio/1_jackson_26.wav  \n",
            "  inflating: mnist_audio/1_jackson_27.wav  \n",
            "  inflating: mnist_audio/1_jackson_28.wav  \n",
            "  inflating: mnist_audio/1_jackson_29.wav  \n",
            "  inflating: mnist_audio/1_jackson_3.wav  \n",
            "  inflating: mnist_audio/1_jackson_30.wav  \n",
            "  inflating: mnist_audio/1_jackson_31.wav  \n",
            "  inflating: mnist_audio/1_jackson_32.wav  \n",
            "  inflating: mnist_audio/1_jackson_33.wav  \n",
            "  inflating: mnist_audio/1_jackson_34.wav  \n",
            "  inflating: mnist_audio/1_jackson_35.wav  \n",
            "  inflating: mnist_audio/1_jackson_36.wav  \n",
            "  inflating: mnist_audio/1_jackson_37.wav  \n",
            "  inflating: mnist_audio/1_jackson_38.wav  \n",
            "  inflating: mnist_audio/1_jackson_39.wav  \n",
            "  inflating: mnist_audio/1_jackson_4.wav  \n",
            "  inflating: mnist_audio/1_jackson_40.wav  \n",
            "  inflating: mnist_audio/1_jackson_41.wav  \n",
            "  inflating: mnist_audio/1_jackson_42.wav  \n",
            "  inflating: mnist_audio/1_jackson_43.wav  \n",
            "  inflating: mnist_audio/1_jackson_44.wav  \n",
            "  inflating: mnist_audio/1_jackson_45.wav  \n",
            "  inflating: mnist_audio/1_jackson_46.wav  \n",
            "  inflating: mnist_audio/1_jackson_47.wav  \n",
            "  inflating: mnist_audio/1_jackson_48.wav  \n",
            "  inflating: mnist_audio/1_jackson_49.wav  \n",
            "  inflating: mnist_audio/1_jackson_5.wav  \n",
            "  inflating: mnist_audio/1_jackson_6.wav  \n",
            "  inflating: mnist_audio/1_jackson_7.wav  \n",
            "  inflating: mnist_audio/1_jackson_8.wav  \n",
            "  inflating: mnist_audio/1_jackson_9.wav  \n",
            "  inflating: mnist_audio/1_lucas_0.wav  \n",
            "  inflating: mnist_audio/1_lucas_1.wav  \n",
            "  inflating: mnist_audio/1_lucas_10.wav  \n",
            "  inflating: mnist_audio/1_lucas_11.wav  \n",
            "  inflating: mnist_audio/1_lucas_12.wav  \n",
            "  inflating: mnist_audio/1_lucas_13.wav  \n",
            "  inflating: mnist_audio/1_lucas_14.wav  \n",
            "  inflating: mnist_audio/1_lucas_15.wav  \n",
            "  inflating: mnist_audio/1_lucas_16.wav  \n",
            "  inflating: mnist_audio/1_lucas_17.wav  \n",
            "  inflating: mnist_audio/1_lucas_18.wav  \n",
            "  inflating: mnist_audio/1_lucas_19.wav  \n",
            "  inflating: mnist_audio/1_lucas_2.wav  \n",
            "  inflating: mnist_audio/1_lucas_20.wav  \n",
            "  inflating: mnist_audio/1_lucas_21.wav  \n",
            "  inflating: mnist_audio/1_lucas_22.wav  \n",
            "  inflating: mnist_audio/1_lucas_23.wav  \n",
            "  inflating: mnist_audio/1_lucas_24.wav  \n",
            "  inflating: mnist_audio/1_lucas_25.wav  \n",
            "  inflating: mnist_audio/1_lucas_26.wav  \n",
            "  inflating: mnist_audio/1_lucas_27.wav  \n",
            "  inflating: mnist_audio/1_lucas_28.wav  \n",
            "  inflating: mnist_audio/1_lucas_29.wav  \n",
            "  inflating: mnist_audio/1_lucas_3.wav  \n",
            "  inflating: mnist_audio/1_lucas_30.wav  \n",
            "  inflating: mnist_audio/1_lucas_31.wav  \n",
            "  inflating: mnist_audio/1_lucas_32.wav  \n",
            "  inflating: mnist_audio/1_lucas_33.wav  \n",
            "  inflating: mnist_audio/1_lucas_34.wav  \n",
            "  inflating: mnist_audio/1_lucas_35.wav  \n",
            "  inflating: mnist_audio/1_lucas_36.wav  \n",
            "  inflating: mnist_audio/1_lucas_37.wav  \n",
            "  inflating: mnist_audio/1_lucas_38.wav  \n",
            "  inflating: mnist_audio/1_lucas_39.wav  \n",
            "  inflating: mnist_audio/1_lucas_4.wav  \n",
            "  inflating: mnist_audio/1_lucas_40.wav  \n",
            "  inflating: mnist_audio/1_lucas_41.wav  \n",
            "  inflating: mnist_audio/1_lucas_42.wav  \n",
            "  inflating: mnist_audio/1_lucas_43.wav  \n",
            "  inflating: mnist_audio/1_lucas_44.wav  \n",
            "  inflating: mnist_audio/1_lucas_45.wav  \n",
            "  inflating: mnist_audio/1_lucas_46.wav  \n",
            "  inflating: mnist_audio/1_lucas_47.wav  \n",
            "  inflating: mnist_audio/1_lucas_48.wav  \n",
            "  inflating: mnist_audio/1_lucas_49.wav  \n",
            "  inflating: mnist_audio/1_lucas_5.wav  \n",
            "  inflating: mnist_audio/1_lucas_6.wav  \n",
            "  inflating: mnist_audio/1_lucas_7.wav  \n",
            "  inflating: mnist_audio/1_lucas_8.wav  \n",
            "  inflating: mnist_audio/1_lucas_9.wav  \n",
            "  inflating: mnist_audio/1_nicolas_0.wav  \n",
            "  inflating: mnist_audio/1_nicolas_1.wav  \n",
            "  inflating: mnist_audio/1_nicolas_10.wav  \n",
            "  inflating: mnist_audio/1_nicolas_11.wav  \n",
            "  inflating: mnist_audio/1_nicolas_12.wav  \n",
            "  inflating: mnist_audio/1_nicolas_13.wav  \n",
            "  inflating: mnist_audio/1_nicolas_14.wav  \n",
            "  inflating: mnist_audio/1_nicolas_15.wav  \n",
            "  inflating: mnist_audio/1_nicolas_16.wav  \n",
            "  inflating: mnist_audio/1_nicolas_17.wav  \n",
            "  inflating: mnist_audio/1_nicolas_18.wav  \n",
            "  inflating: mnist_audio/1_nicolas_19.wav  \n",
            "  inflating: mnist_audio/1_nicolas_2.wav  \n",
            "  inflating: mnist_audio/1_nicolas_20.wav  \n",
            "  inflating: mnist_audio/1_nicolas_21.wav  \n",
            "  inflating: mnist_audio/1_nicolas_22.wav  \n",
            "  inflating: mnist_audio/1_nicolas_23.wav  \n",
            "  inflating: mnist_audio/1_nicolas_24.wav  \n",
            "  inflating: mnist_audio/1_nicolas_25.wav  \n",
            "  inflating: mnist_audio/1_nicolas_26.wav  \n",
            "  inflating: mnist_audio/1_nicolas_27.wav  \n",
            "  inflating: mnist_audio/1_nicolas_28.wav  \n",
            "  inflating: mnist_audio/1_nicolas_29.wav  \n",
            "  inflating: mnist_audio/1_nicolas_3.wav  \n",
            "  inflating: mnist_audio/1_nicolas_30.wav  \n",
            "  inflating: mnist_audio/1_nicolas_31.wav  \n",
            "  inflating: mnist_audio/1_nicolas_32.wav  \n",
            "  inflating: mnist_audio/1_nicolas_33.wav  \n",
            "  inflating: mnist_audio/1_nicolas_34.wav  \n",
            "  inflating: mnist_audio/1_nicolas_35.wav  \n",
            "  inflating: mnist_audio/1_nicolas_36.wav  \n",
            "  inflating: mnist_audio/1_nicolas_37.wav  \n",
            "  inflating: mnist_audio/1_nicolas_38.wav  \n",
            "  inflating: mnist_audio/1_nicolas_39.wav  \n",
            "  inflating: mnist_audio/1_nicolas_4.wav  \n",
            "  inflating: mnist_audio/1_nicolas_40.wav  \n",
            "  inflating: mnist_audio/1_nicolas_41.wav  \n",
            "  inflating: mnist_audio/1_nicolas_42.wav  \n",
            "  inflating: mnist_audio/1_nicolas_43.wav  \n",
            "  inflating: mnist_audio/1_nicolas_44.wav  \n",
            "  inflating: mnist_audio/1_nicolas_45.wav  \n",
            "  inflating: mnist_audio/1_nicolas_46.wav  \n",
            "  inflating: mnist_audio/1_nicolas_47.wav  \n",
            "  inflating: mnist_audio/1_nicolas_48.wav  \n",
            "  inflating: mnist_audio/1_nicolas_49.wav  \n",
            "  inflating: mnist_audio/1_nicolas_5.wav  \n",
            "  inflating: mnist_audio/1_nicolas_6.wav  \n",
            "  inflating: mnist_audio/1_nicolas_7.wav  \n",
            "  inflating: mnist_audio/1_nicolas_8.wav  \n",
            "  inflating: mnist_audio/1_nicolas_9.wav  \n",
            "  inflating: mnist_audio/1_theo_0.wav  \n",
            "  inflating: mnist_audio/1_theo_1.wav  \n",
            "  inflating: mnist_audio/1_theo_10.wav  \n",
            "  inflating: mnist_audio/1_theo_11.wav  \n",
            "  inflating: mnist_audio/1_theo_12.wav  \n",
            "  inflating: mnist_audio/1_theo_13.wav  \n",
            "  inflating: mnist_audio/1_theo_14.wav  \n",
            "  inflating: mnist_audio/1_theo_15.wav  \n",
            "  inflating: mnist_audio/1_theo_16.wav  \n",
            "  inflating: mnist_audio/1_theo_17.wav  \n",
            "  inflating: mnist_audio/1_theo_18.wav  \n",
            "  inflating: mnist_audio/1_theo_19.wav  \n",
            "  inflating: mnist_audio/1_theo_2.wav  \n",
            "  inflating: mnist_audio/1_theo_20.wav  \n",
            "  inflating: mnist_audio/1_theo_21.wav  \n",
            "  inflating: mnist_audio/1_theo_22.wav  \n",
            "  inflating: mnist_audio/1_theo_23.wav  \n",
            "  inflating: mnist_audio/1_theo_24.wav  \n",
            "  inflating: mnist_audio/1_theo_25.wav  \n",
            "  inflating: mnist_audio/1_theo_26.wav  \n",
            "  inflating: mnist_audio/1_theo_27.wav  \n",
            "  inflating: mnist_audio/1_theo_28.wav  \n",
            "  inflating: mnist_audio/1_theo_29.wav  \n",
            "  inflating: mnist_audio/1_theo_3.wav  \n",
            "  inflating: mnist_audio/1_theo_30.wav  \n",
            "  inflating: mnist_audio/1_theo_31.wav  \n",
            "  inflating: mnist_audio/1_theo_32.wav  \n",
            "  inflating: mnist_audio/1_theo_33.wav  \n",
            "  inflating: mnist_audio/1_theo_34.wav  \n",
            "  inflating: mnist_audio/1_theo_35.wav  \n",
            "  inflating: mnist_audio/1_theo_36.wav  \n",
            "  inflating: mnist_audio/1_theo_37.wav  \n",
            "  inflating: mnist_audio/1_theo_38.wav  \n",
            "  inflating: mnist_audio/1_theo_39.wav  \n",
            "  inflating: mnist_audio/1_theo_4.wav  \n",
            "  inflating: mnist_audio/1_theo_40.wav  \n",
            "  inflating: mnist_audio/1_theo_41.wav  \n",
            "  inflating: mnist_audio/1_theo_42.wav  \n",
            "  inflating: mnist_audio/1_theo_43.wav  \n",
            "  inflating: mnist_audio/1_theo_44.wav  \n",
            "  inflating: mnist_audio/1_theo_45.wav  \n",
            "  inflating: mnist_audio/1_theo_46.wav  \n",
            "  inflating: mnist_audio/1_theo_47.wav  \n",
            "  inflating: mnist_audio/1_theo_48.wav  \n",
            "  inflating: mnist_audio/1_theo_49.wav  \n",
            "  inflating: mnist_audio/1_theo_5.wav  \n",
            "  inflating: mnist_audio/1_theo_6.wav  \n",
            "  inflating: mnist_audio/1_theo_7.wav  \n",
            "  inflating: mnist_audio/1_theo_8.wav  \n",
            "  inflating: mnist_audio/1_theo_9.wav  \n",
            "  inflating: mnist_audio/1_yweweler_0.wav  \n",
            "  inflating: mnist_audio/1_yweweler_1.wav  \n",
            "  inflating: mnist_audio/1_yweweler_10.wav  \n",
            "  inflating: mnist_audio/1_yweweler_11.wav  \n",
            "  inflating: mnist_audio/1_yweweler_12.wav  \n",
            "  inflating: mnist_audio/1_yweweler_13.wav  \n",
            "  inflating: mnist_audio/1_yweweler_14.wav  \n",
            "  inflating: mnist_audio/1_yweweler_15.wav  \n",
            "  inflating: mnist_audio/1_yweweler_16.wav  \n",
            "  inflating: mnist_audio/1_yweweler_17.wav  \n",
            "  inflating: mnist_audio/1_yweweler_18.wav  \n",
            "  inflating: mnist_audio/1_yweweler_19.wav  \n",
            "  inflating: mnist_audio/1_yweweler_2.wav  \n",
            "  inflating: mnist_audio/1_yweweler_20.wav  \n",
            "  inflating: mnist_audio/1_yweweler_21.wav  \n",
            "  inflating: mnist_audio/1_yweweler_22.wav  \n",
            "  inflating: mnist_audio/1_yweweler_23.wav  \n",
            "  inflating: mnist_audio/1_yweweler_24.wav  \n",
            "  inflating: mnist_audio/1_yweweler_25.wav  \n",
            "  inflating: mnist_audio/1_yweweler_26.wav  \n",
            "  inflating: mnist_audio/1_yweweler_27.wav  \n",
            "  inflating: mnist_audio/1_yweweler_28.wav  \n",
            "  inflating: mnist_audio/1_yweweler_29.wav  \n",
            "  inflating: mnist_audio/1_yweweler_3.wav  \n",
            "  inflating: mnist_audio/1_yweweler_30.wav  \n",
            "  inflating: mnist_audio/1_yweweler_31.wav  \n",
            "  inflating: mnist_audio/1_yweweler_32.wav  \n",
            "  inflating: mnist_audio/1_yweweler_33.wav  \n",
            "  inflating: mnist_audio/1_yweweler_34.wav  \n",
            "  inflating: mnist_audio/1_yweweler_35.wav  \n",
            "  inflating: mnist_audio/1_yweweler_36.wav  \n",
            "  inflating: mnist_audio/1_yweweler_37.wav  \n",
            "  inflating: mnist_audio/1_yweweler_38.wav  \n",
            "  inflating: mnist_audio/1_yweweler_39.wav  \n",
            "  inflating: mnist_audio/1_yweweler_4.wav  \n",
            "  inflating: mnist_audio/1_yweweler_40.wav  \n",
            "  inflating: mnist_audio/1_yweweler_41.wav  \n",
            "  inflating: mnist_audio/1_yweweler_42.wav  \n",
            "  inflating: mnist_audio/1_yweweler_43.wav  \n",
            "  inflating: mnist_audio/1_yweweler_44.wav  \n",
            "  inflating: mnist_audio/1_yweweler_45.wav  \n",
            "  inflating: mnist_audio/1_yweweler_46.wav  \n",
            "  inflating: mnist_audio/1_yweweler_47.wav  \n",
            "  inflating: mnist_audio/1_yweweler_48.wav  \n",
            "  inflating: mnist_audio/1_yweweler_49.wav  \n",
            "  inflating: mnist_audio/1_yweweler_5.wav  \n",
            "  inflating: mnist_audio/1_yweweler_6.wav  \n",
            "  inflating: mnist_audio/1_yweweler_7.wav  \n",
            "  inflating: mnist_audio/1_yweweler_8.wav  \n",
            "  inflating: mnist_audio/1_yweweler_9.wav  \n",
            "  inflating: mnist_audio/2_george_0.wav  \n",
            "  inflating: mnist_audio/2_george_1.wav  \n",
            "  inflating: mnist_audio/2_george_10.wav  \n",
            "  inflating: mnist_audio/2_george_11.wav  \n",
            "  inflating: mnist_audio/2_george_12.wav  \n",
            "  inflating: mnist_audio/2_george_13.wav  \n",
            "  inflating: mnist_audio/2_george_14.wav  \n",
            "  inflating: mnist_audio/2_george_15.wav  \n",
            "  inflating: mnist_audio/2_george_16.wav  \n",
            "  inflating: mnist_audio/2_george_17.wav  \n",
            "  inflating: mnist_audio/2_george_18.wav  \n",
            "  inflating: mnist_audio/2_george_19.wav  \n",
            "  inflating: mnist_audio/2_george_2.wav  \n",
            "  inflating: mnist_audio/2_george_20.wav  \n",
            "  inflating: mnist_audio/2_george_21.wav  \n",
            "  inflating: mnist_audio/2_george_22.wav  \n",
            "  inflating: mnist_audio/2_george_23.wav  \n",
            "  inflating: mnist_audio/2_george_24.wav  \n",
            "  inflating: mnist_audio/2_george_25.wav  \n",
            "  inflating: mnist_audio/2_george_26.wav  \n",
            "  inflating: mnist_audio/2_george_27.wav  \n",
            "  inflating: mnist_audio/2_george_28.wav  \n",
            "  inflating: mnist_audio/2_george_29.wav  \n",
            "  inflating: mnist_audio/2_george_3.wav  \n",
            "  inflating: mnist_audio/2_george_30.wav  \n",
            "  inflating: mnist_audio/2_george_31.wav  \n",
            "  inflating: mnist_audio/2_george_32.wav  \n",
            "  inflating: mnist_audio/2_george_33.wav  \n",
            "  inflating: mnist_audio/2_george_34.wav  \n",
            "  inflating: mnist_audio/2_george_35.wav  \n",
            "  inflating: mnist_audio/2_george_36.wav  \n",
            "  inflating: mnist_audio/2_george_37.wav  \n",
            "  inflating: mnist_audio/2_george_38.wav  \n",
            "  inflating: mnist_audio/2_george_39.wav  \n",
            "  inflating: mnist_audio/2_george_4.wav  \n",
            "  inflating: mnist_audio/2_george_40.wav  \n",
            "  inflating: mnist_audio/2_george_41.wav  \n",
            "  inflating: mnist_audio/2_george_42.wav  \n",
            "  inflating: mnist_audio/2_george_43.wav  \n",
            "  inflating: mnist_audio/2_george_44.wav  \n",
            "  inflating: mnist_audio/2_george_45.wav  \n",
            "  inflating: mnist_audio/2_george_46.wav  \n",
            "  inflating: mnist_audio/2_george_47.wav  \n",
            "  inflating: mnist_audio/2_george_48.wav  \n",
            "  inflating: mnist_audio/2_george_49.wav  \n",
            "  inflating: mnist_audio/2_george_5.wav  \n",
            "  inflating: mnist_audio/2_george_6.wav  \n",
            "  inflating: mnist_audio/2_george_7.wav  \n",
            "  inflating: mnist_audio/2_george_8.wav  \n",
            "  inflating: mnist_audio/2_george_9.wav  \n",
            "  inflating: mnist_audio/2_jackson_0.wav  \n",
            "  inflating: mnist_audio/2_jackson_1.wav  \n",
            "  inflating: mnist_audio/2_jackson_10.wav  \n",
            "  inflating: mnist_audio/2_jackson_11.wav  \n",
            "  inflating: mnist_audio/2_jackson_12.wav  \n",
            "  inflating: mnist_audio/2_jackson_13.wav  \n",
            "  inflating: mnist_audio/2_jackson_14.wav  \n",
            "  inflating: mnist_audio/2_jackson_15.wav  \n",
            "  inflating: mnist_audio/2_jackson_16.wav  \n",
            "  inflating: mnist_audio/2_jackson_17.wav  \n",
            "  inflating: mnist_audio/2_jackson_18.wav  \n",
            "  inflating: mnist_audio/2_jackson_19.wav  \n",
            "  inflating: mnist_audio/2_jackson_2.wav  \n",
            "  inflating: mnist_audio/2_jackson_20.wav  \n",
            "  inflating: mnist_audio/2_jackson_21.wav  \n",
            "  inflating: mnist_audio/2_jackson_22.wav  \n",
            "  inflating: mnist_audio/2_jackson_23.wav  \n",
            "  inflating: mnist_audio/2_jackson_24.wav  \n",
            "  inflating: mnist_audio/2_jackson_25.wav  \n",
            "  inflating: mnist_audio/2_jackson_26.wav  \n",
            "  inflating: mnist_audio/2_jackson_27.wav  \n",
            "  inflating: mnist_audio/2_jackson_28.wav  \n",
            "  inflating: mnist_audio/2_jackson_29.wav  \n",
            "  inflating: mnist_audio/2_jackson_3.wav  \n",
            "  inflating: mnist_audio/2_jackson_30.wav  \n",
            "  inflating: mnist_audio/2_jackson_31.wav  \n",
            "  inflating: mnist_audio/2_jackson_32.wav  \n",
            "  inflating: mnist_audio/2_jackson_33.wav  \n",
            "  inflating: mnist_audio/2_jackson_34.wav  \n",
            "  inflating: mnist_audio/2_jackson_35.wav  \n",
            "  inflating: mnist_audio/2_jackson_36.wav  \n",
            "  inflating: mnist_audio/2_jackson_37.wav  \n",
            "  inflating: mnist_audio/2_jackson_38.wav  \n",
            "  inflating: mnist_audio/2_jackson_39.wav  \n",
            "  inflating: mnist_audio/2_jackson_4.wav  \n",
            "  inflating: mnist_audio/2_jackson_40.wav  \n",
            "  inflating: mnist_audio/2_jackson_41.wav  \n",
            "  inflating: mnist_audio/2_jackson_42.wav  \n",
            "  inflating: mnist_audio/2_jackson_43.wav  \n",
            "  inflating: mnist_audio/2_jackson_44.wav  \n",
            "  inflating: mnist_audio/2_jackson_45.wav  \n",
            "  inflating: mnist_audio/2_jackson_46.wav  \n",
            "  inflating: mnist_audio/2_jackson_47.wav  \n",
            "  inflating: mnist_audio/2_jackson_48.wav  \n",
            "  inflating: mnist_audio/2_jackson_49.wav  \n",
            "  inflating: mnist_audio/2_jackson_5.wav  \n",
            "  inflating: mnist_audio/2_jackson_6.wav  \n",
            "  inflating: mnist_audio/2_jackson_7.wav  \n",
            "  inflating: mnist_audio/2_jackson_8.wav  \n",
            "  inflating: mnist_audio/2_jackson_9.wav  \n",
            "  inflating: mnist_audio/2_lucas_0.wav  \n",
            "  inflating: mnist_audio/2_lucas_1.wav  \n",
            "  inflating: mnist_audio/2_lucas_10.wav  \n",
            "  inflating: mnist_audio/2_lucas_11.wav  \n",
            "  inflating: mnist_audio/2_lucas_12.wav  \n",
            "  inflating: mnist_audio/2_lucas_13.wav  \n",
            "  inflating: mnist_audio/2_lucas_14.wav  \n",
            "  inflating: mnist_audio/2_lucas_15.wav  \n",
            "  inflating: mnist_audio/2_lucas_16.wav  \n",
            "  inflating: mnist_audio/2_lucas_17.wav  \n",
            "  inflating: mnist_audio/2_lucas_18.wav  \n",
            "  inflating: mnist_audio/2_lucas_19.wav  \n",
            "  inflating: mnist_audio/2_lucas_2.wav  \n",
            "  inflating: mnist_audio/2_lucas_20.wav  \n",
            "  inflating: mnist_audio/2_lucas_21.wav  \n",
            "  inflating: mnist_audio/2_lucas_22.wav  \n",
            "  inflating: mnist_audio/2_lucas_23.wav  \n",
            "  inflating: mnist_audio/2_lucas_24.wav  \n",
            "  inflating: mnist_audio/2_lucas_25.wav  \n",
            "  inflating: mnist_audio/2_lucas_26.wav  \n",
            "  inflating: mnist_audio/2_lucas_27.wav  \n",
            "  inflating: mnist_audio/2_lucas_28.wav  \n",
            "  inflating: mnist_audio/2_lucas_29.wav  \n",
            "  inflating: mnist_audio/2_lucas_3.wav  \n",
            "  inflating: mnist_audio/2_lucas_30.wav  \n",
            "  inflating: mnist_audio/2_lucas_31.wav  \n",
            "  inflating: mnist_audio/2_lucas_32.wav  \n",
            "  inflating: mnist_audio/2_lucas_33.wav  \n",
            "  inflating: mnist_audio/2_lucas_34.wav  \n",
            "  inflating: mnist_audio/2_lucas_35.wav  \n",
            "  inflating: mnist_audio/2_lucas_36.wav  \n",
            "  inflating: mnist_audio/2_lucas_37.wav  \n",
            "  inflating: mnist_audio/2_lucas_38.wav  \n",
            "  inflating: mnist_audio/2_lucas_39.wav  \n",
            "  inflating: mnist_audio/2_lucas_4.wav  \n",
            "  inflating: mnist_audio/2_lucas_40.wav  \n",
            "  inflating: mnist_audio/2_lucas_41.wav  \n",
            "  inflating: mnist_audio/2_lucas_42.wav  \n",
            "  inflating: mnist_audio/2_lucas_43.wav  \n",
            "  inflating: mnist_audio/2_lucas_44.wav  \n",
            "  inflating: mnist_audio/2_lucas_45.wav  \n",
            "  inflating: mnist_audio/2_lucas_46.wav  \n",
            "  inflating: mnist_audio/2_lucas_47.wav  \n",
            "  inflating: mnist_audio/2_lucas_48.wav  \n",
            "  inflating: mnist_audio/2_lucas_49.wav  \n",
            "  inflating: mnist_audio/2_lucas_5.wav  \n",
            "  inflating: mnist_audio/2_lucas_6.wav  \n",
            "  inflating: mnist_audio/2_lucas_7.wav  \n",
            "  inflating: mnist_audio/2_lucas_8.wav  \n",
            "  inflating: mnist_audio/2_lucas_9.wav  \n",
            "  inflating: mnist_audio/2_nicolas_0.wav  \n",
            "  inflating: mnist_audio/2_nicolas_1.wav  \n",
            "  inflating: mnist_audio/2_nicolas_10.wav  \n",
            "  inflating: mnist_audio/2_nicolas_11.wav  \n",
            "  inflating: mnist_audio/2_nicolas_12.wav  \n",
            "  inflating: mnist_audio/2_nicolas_13.wav  \n",
            "  inflating: mnist_audio/2_nicolas_14.wav  \n",
            "  inflating: mnist_audio/2_nicolas_15.wav  \n",
            "  inflating: mnist_audio/2_nicolas_16.wav  \n",
            "  inflating: mnist_audio/2_nicolas_17.wav  \n",
            "  inflating: mnist_audio/2_nicolas_18.wav  \n",
            "  inflating: mnist_audio/2_nicolas_19.wav  \n",
            "  inflating: mnist_audio/2_nicolas_2.wav  \n",
            "  inflating: mnist_audio/2_nicolas_20.wav  \n",
            "  inflating: mnist_audio/2_nicolas_21.wav  \n",
            "  inflating: mnist_audio/2_nicolas_22.wav  \n",
            "  inflating: mnist_audio/2_nicolas_23.wav  \n",
            "  inflating: mnist_audio/2_nicolas_24.wav  \n",
            "  inflating: mnist_audio/2_nicolas_25.wav  \n",
            "  inflating: mnist_audio/2_nicolas_26.wav  \n",
            "  inflating: mnist_audio/2_nicolas_27.wav  \n",
            "  inflating: mnist_audio/2_nicolas_28.wav  \n",
            "  inflating: mnist_audio/2_nicolas_29.wav  \n",
            "  inflating: mnist_audio/2_nicolas_3.wav  \n",
            "  inflating: mnist_audio/2_nicolas_30.wav  \n",
            "  inflating: mnist_audio/2_nicolas_31.wav  \n",
            "  inflating: mnist_audio/2_nicolas_32.wav  \n",
            "  inflating: mnist_audio/2_nicolas_33.wav  \n",
            "  inflating: mnist_audio/2_nicolas_34.wav  \n",
            "  inflating: mnist_audio/2_nicolas_35.wav  \n",
            "  inflating: mnist_audio/2_nicolas_36.wav  \n",
            "  inflating: mnist_audio/2_nicolas_37.wav  \n",
            "  inflating: mnist_audio/2_nicolas_38.wav  \n",
            "  inflating: mnist_audio/2_nicolas_39.wav  \n",
            "  inflating: mnist_audio/2_nicolas_4.wav  \n",
            "  inflating: mnist_audio/2_nicolas_40.wav  \n",
            "  inflating: mnist_audio/2_nicolas_41.wav  \n",
            "  inflating: mnist_audio/2_nicolas_42.wav  \n",
            "  inflating: mnist_audio/2_nicolas_43.wav  \n",
            "  inflating: mnist_audio/2_nicolas_44.wav  \n",
            "  inflating: mnist_audio/2_nicolas_45.wav  \n",
            "  inflating: mnist_audio/2_nicolas_46.wav  \n",
            "  inflating: mnist_audio/2_nicolas_47.wav  \n",
            "  inflating: mnist_audio/2_nicolas_48.wav  \n",
            "  inflating: mnist_audio/2_nicolas_49.wav  \n",
            "  inflating: mnist_audio/2_nicolas_5.wav  \n",
            "  inflating: mnist_audio/2_nicolas_6.wav  \n",
            "  inflating: mnist_audio/2_nicolas_7.wav  \n",
            "  inflating: mnist_audio/2_nicolas_8.wav  \n",
            "  inflating: mnist_audio/2_nicolas_9.wav  \n",
            "  inflating: mnist_audio/2_theo_0.wav  \n",
            "  inflating: mnist_audio/2_theo_1.wav  \n",
            "  inflating: mnist_audio/2_theo_10.wav  \n",
            "  inflating: mnist_audio/2_theo_11.wav  \n",
            "  inflating: mnist_audio/2_theo_12.wav  \n",
            "  inflating: mnist_audio/2_theo_13.wav  \n",
            "  inflating: mnist_audio/2_theo_14.wav  \n",
            "  inflating: mnist_audio/2_theo_15.wav  \n",
            "  inflating: mnist_audio/2_theo_16.wav  \n",
            "  inflating: mnist_audio/2_theo_17.wav  \n",
            "  inflating: mnist_audio/2_theo_18.wav  \n",
            "  inflating: mnist_audio/2_theo_19.wav  \n",
            "  inflating: mnist_audio/2_theo_2.wav  \n",
            "  inflating: mnist_audio/2_theo_20.wav  \n",
            "  inflating: mnist_audio/2_theo_21.wav  \n",
            "  inflating: mnist_audio/2_theo_22.wav  \n",
            "  inflating: mnist_audio/2_theo_23.wav  \n",
            "  inflating: mnist_audio/2_theo_24.wav  \n",
            "  inflating: mnist_audio/2_theo_25.wav  \n",
            "  inflating: mnist_audio/2_theo_26.wav  \n",
            "  inflating: mnist_audio/2_theo_27.wav  \n",
            "  inflating: mnist_audio/2_theo_28.wav  \n",
            "  inflating: mnist_audio/2_theo_29.wav  \n",
            "  inflating: mnist_audio/2_theo_3.wav  \n",
            "  inflating: mnist_audio/2_theo_30.wav  \n",
            "  inflating: mnist_audio/2_theo_31.wav  \n",
            "  inflating: mnist_audio/2_theo_32.wav  \n",
            "  inflating: mnist_audio/2_theo_33.wav  \n",
            "  inflating: mnist_audio/2_theo_34.wav  \n",
            "  inflating: mnist_audio/2_theo_35.wav  \n",
            "  inflating: mnist_audio/2_theo_36.wav  \n",
            "  inflating: mnist_audio/2_theo_37.wav  \n",
            "  inflating: mnist_audio/2_theo_38.wav  \n",
            "  inflating: mnist_audio/2_theo_39.wav  \n",
            "  inflating: mnist_audio/2_theo_4.wav  \n",
            "  inflating: mnist_audio/2_theo_40.wav  \n",
            "  inflating: mnist_audio/2_theo_41.wav  \n",
            "  inflating: mnist_audio/2_theo_42.wav  \n",
            "  inflating: mnist_audio/2_theo_43.wav  \n",
            "  inflating: mnist_audio/2_theo_44.wav  \n",
            "  inflating: mnist_audio/2_theo_45.wav  \n",
            "  inflating: mnist_audio/2_theo_46.wav  \n",
            "  inflating: mnist_audio/2_theo_47.wav  \n",
            "  inflating: mnist_audio/2_theo_48.wav  \n",
            "  inflating: mnist_audio/2_theo_49.wav  \n",
            "  inflating: mnist_audio/2_theo_5.wav  \n",
            "  inflating: mnist_audio/2_theo_6.wav  \n",
            "  inflating: mnist_audio/2_theo_7.wav  \n",
            "  inflating: mnist_audio/2_theo_8.wav  \n",
            "  inflating: mnist_audio/2_theo_9.wav  \n",
            "  inflating: mnist_audio/2_yweweler_0.wav  \n",
            "  inflating: mnist_audio/2_yweweler_1.wav  \n",
            "  inflating: mnist_audio/2_yweweler_10.wav  \n",
            "  inflating: mnist_audio/2_yweweler_11.wav  \n",
            "  inflating: mnist_audio/2_yweweler_12.wav  \n",
            "  inflating: mnist_audio/2_yweweler_13.wav  \n",
            "  inflating: mnist_audio/2_yweweler_14.wav  \n",
            "  inflating: mnist_audio/2_yweweler_15.wav  \n",
            "  inflating: mnist_audio/2_yweweler_16.wav  \n",
            "  inflating: mnist_audio/2_yweweler_17.wav  \n",
            "  inflating: mnist_audio/2_yweweler_18.wav  \n",
            "  inflating: mnist_audio/2_yweweler_19.wav  \n",
            "  inflating: mnist_audio/2_yweweler_2.wav  \n",
            "  inflating: mnist_audio/2_yweweler_20.wav  \n",
            "  inflating: mnist_audio/2_yweweler_21.wav  \n",
            "  inflating: mnist_audio/2_yweweler_22.wav  \n",
            "  inflating: mnist_audio/2_yweweler_23.wav  \n",
            "  inflating: mnist_audio/2_yweweler_24.wav  \n",
            "  inflating: mnist_audio/2_yweweler_25.wav  \n",
            "  inflating: mnist_audio/2_yweweler_26.wav  \n",
            "  inflating: mnist_audio/2_yweweler_27.wav  \n",
            "  inflating: mnist_audio/2_yweweler_28.wav  \n",
            "  inflating: mnist_audio/2_yweweler_29.wav  \n",
            "  inflating: mnist_audio/2_yweweler_3.wav  \n",
            "  inflating: mnist_audio/2_yweweler_30.wav  \n",
            "  inflating: mnist_audio/2_yweweler_31.wav  \n",
            "  inflating: mnist_audio/2_yweweler_32.wav  \n",
            "  inflating: mnist_audio/2_yweweler_33.wav  \n",
            "  inflating: mnist_audio/2_yweweler_34.wav  \n",
            "  inflating: mnist_audio/2_yweweler_35.wav  \n",
            "  inflating: mnist_audio/2_yweweler_36.wav  \n",
            "  inflating: mnist_audio/2_yweweler_37.wav  \n",
            "  inflating: mnist_audio/2_yweweler_38.wav  \n",
            "  inflating: mnist_audio/2_yweweler_39.wav  \n",
            "  inflating: mnist_audio/2_yweweler_4.wav  \n",
            "  inflating: mnist_audio/2_yweweler_40.wav  \n",
            "  inflating: mnist_audio/2_yweweler_41.wav  \n",
            "  inflating: mnist_audio/2_yweweler_42.wav  \n",
            "  inflating: mnist_audio/2_yweweler_43.wav  \n",
            "  inflating: mnist_audio/2_yweweler_44.wav  \n",
            "  inflating: mnist_audio/2_yweweler_45.wav  \n",
            "  inflating: mnist_audio/2_yweweler_46.wav  \n",
            "  inflating: mnist_audio/2_yweweler_47.wav  \n",
            "  inflating: mnist_audio/2_yweweler_48.wav  \n",
            "  inflating: mnist_audio/2_yweweler_49.wav  \n",
            "  inflating: mnist_audio/2_yweweler_5.wav  \n",
            "  inflating: mnist_audio/2_yweweler_6.wav  \n",
            "  inflating: mnist_audio/2_yweweler_7.wav  \n",
            "  inflating: mnist_audio/2_yweweler_8.wav  \n",
            "  inflating: mnist_audio/2_yweweler_9.wav  \n",
            "  inflating: mnist_audio/3_george_0.wav  \n",
            "  inflating: mnist_audio/3_george_1.wav  \n",
            "  inflating: mnist_audio/3_george_10.wav  \n",
            "  inflating: mnist_audio/3_george_11.wav  \n",
            "  inflating: mnist_audio/3_george_12.wav  \n",
            "  inflating: mnist_audio/3_george_13.wav  \n",
            "  inflating: mnist_audio/3_george_14.wav  \n",
            "  inflating: mnist_audio/3_george_15.wav  \n",
            "  inflating: mnist_audio/3_george_16.wav  \n",
            "  inflating: mnist_audio/3_george_17.wav  \n",
            "  inflating: mnist_audio/3_george_18.wav  \n",
            "  inflating: mnist_audio/3_george_19.wav  \n",
            "  inflating: mnist_audio/3_george_2.wav  \n",
            "  inflating: mnist_audio/3_george_20.wav  \n",
            "  inflating: mnist_audio/3_george_21.wav  \n",
            "  inflating: mnist_audio/3_george_22.wav  \n",
            "  inflating: mnist_audio/3_george_23.wav  \n",
            "  inflating: mnist_audio/3_george_24.wav  \n",
            "  inflating: mnist_audio/3_george_25.wav  \n",
            "  inflating: mnist_audio/3_george_26.wav  \n",
            "  inflating: mnist_audio/3_george_27.wav  \n",
            "  inflating: mnist_audio/3_george_28.wav  \n",
            "  inflating: mnist_audio/3_george_29.wav  \n",
            "  inflating: mnist_audio/3_george_3.wav  \n",
            "  inflating: mnist_audio/3_george_30.wav  \n",
            "  inflating: mnist_audio/3_george_31.wav  \n",
            "  inflating: mnist_audio/3_george_32.wav  \n",
            "  inflating: mnist_audio/3_george_33.wav  \n",
            "  inflating: mnist_audio/3_george_34.wav  \n",
            "  inflating: mnist_audio/3_george_35.wav  \n",
            "  inflating: mnist_audio/3_george_36.wav  \n",
            "  inflating: mnist_audio/3_george_37.wav  \n",
            "  inflating: mnist_audio/3_george_38.wav  \n",
            "  inflating: mnist_audio/3_george_39.wav  \n",
            "  inflating: mnist_audio/3_george_4.wav  \n",
            "  inflating: mnist_audio/3_george_40.wav  \n",
            "  inflating: mnist_audio/3_george_41.wav  \n",
            "  inflating: mnist_audio/3_george_42.wav  \n",
            "  inflating: mnist_audio/3_george_43.wav  \n",
            "  inflating: mnist_audio/3_george_44.wav  \n",
            "  inflating: mnist_audio/3_george_45.wav  \n",
            "  inflating: mnist_audio/3_george_46.wav  \n",
            "  inflating: mnist_audio/3_george_47.wav  \n",
            "  inflating: mnist_audio/3_george_48.wav  \n",
            "  inflating: mnist_audio/3_george_49.wav  \n",
            "  inflating: mnist_audio/3_george_5.wav  \n",
            "  inflating: mnist_audio/3_george_6.wav  \n",
            "  inflating: mnist_audio/3_george_7.wav  \n",
            "  inflating: mnist_audio/3_george_8.wav  \n",
            "  inflating: mnist_audio/3_george_9.wav  \n",
            "  inflating: mnist_audio/3_jackson_0.wav  \n",
            "  inflating: mnist_audio/3_jackson_1.wav  \n",
            "  inflating: mnist_audio/3_jackson_10.wav  \n",
            "  inflating: mnist_audio/3_jackson_11.wav  \n",
            "  inflating: mnist_audio/3_jackson_12.wav  \n",
            "  inflating: mnist_audio/3_jackson_13.wav  \n",
            "  inflating: mnist_audio/3_jackson_14.wav  \n",
            "  inflating: mnist_audio/3_jackson_15.wav  \n",
            "  inflating: mnist_audio/3_jackson_16.wav  \n",
            "  inflating: mnist_audio/3_jackson_17.wav  \n",
            "  inflating: mnist_audio/3_jackson_18.wav  \n",
            "  inflating: mnist_audio/3_jackson_19.wav  \n",
            "  inflating: mnist_audio/3_jackson_2.wav  \n",
            "  inflating: mnist_audio/3_jackson_20.wav  \n",
            "  inflating: mnist_audio/3_jackson_21.wav  \n",
            "  inflating: mnist_audio/3_jackson_22.wav  \n",
            "  inflating: mnist_audio/3_jackson_23.wav  \n",
            "  inflating: mnist_audio/3_jackson_24.wav  \n",
            "  inflating: mnist_audio/3_jackson_25.wav  \n",
            "  inflating: mnist_audio/3_jackson_26.wav  \n",
            "  inflating: mnist_audio/3_jackson_27.wav  \n",
            "  inflating: mnist_audio/3_jackson_28.wav  \n",
            "  inflating: mnist_audio/3_jackson_29.wav  \n",
            "  inflating: mnist_audio/3_jackson_3.wav  \n",
            "  inflating: mnist_audio/3_jackson_30.wav  \n",
            "  inflating: mnist_audio/3_jackson_31.wav  \n",
            "  inflating: mnist_audio/3_jackson_32.wav  \n",
            "  inflating: mnist_audio/3_jackson_33.wav  \n",
            "  inflating: mnist_audio/3_jackson_34.wav  \n",
            "  inflating: mnist_audio/3_jackson_35.wav  \n",
            "  inflating: mnist_audio/3_jackson_36.wav  \n",
            "  inflating: mnist_audio/3_jackson_37.wav  \n",
            "  inflating: mnist_audio/3_jackson_38.wav  \n",
            "  inflating: mnist_audio/3_jackson_39.wav  \n",
            "  inflating: mnist_audio/3_jackson_4.wav  \n",
            "  inflating: mnist_audio/3_jackson_40.wav  \n",
            "  inflating: mnist_audio/3_jackson_41.wav  \n",
            "  inflating: mnist_audio/3_jackson_42.wav  \n",
            "  inflating: mnist_audio/3_jackson_43.wav  \n",
            "  inflating: mnist_audio/3_jackson_44.wav  \n",
            "  inflating: mnist_audio/3_jackson_45.wav  \n",
            "  inflating: mnist_audio/3_jackson_46.wav  \n",
            "  inflating: mnist_audio/3_jackson_47.wav  \n",
            "  inflating: mnist_audio/3_jackson_48.wav  \n",
            "  inflating: mnist_audio/3_jackson_49.wav  \n",
            "  inflating: mnist_audio/3_jackson_5.wav  \n",
            "  inflating: mnist_audio/3_jackson_6.wav  \n",
            "  inflating: mnist_audio/3_jackson_7.wav  \n",
            "  inflating: mnist_audio/3_jackson_8.wav  \n",
            "  inflating: mnist_audio/3_jackson_9.wav  \n",
            "  inflating: mnist_audio/3_lucas_0.wav  \n",
            "  inflating: mnist_audio/3_lucas_1.wav  \n",
            "  inflating: mnist_audio/3_lucas_10.wav  \n",
            "  inflating: mnist_audio/3_lucas_11.wav  \n",
            "  inflating: mnist_audio/3_lucas_12.wav  \n",
            "  inflating: mnist_audio/3_lucas_13.wav  \n",
            "  inflating: mnist_audio/3_lucas_14.wav  \n",
            "  inflating: mnist_audio/3_lucas_15.wav  \n",
            "  inflating: mnist_audio/3_lucas_16.wav  \n",
            "  inflating: mnist_audio/3_lucas_17.wav  \n",
            "  inflating: mnist_audio/3_lucas_18.wav  \n",
            "  inflating: mnist_audio/3_lucas_19.wav  \n",
            "  inflating: mnist_audio/3_lucas_2.wav  \n",
            "  inflating: mnist_audio/3_lucas_20.wav  \n",
            "  inflating: mnist_audio/3_lucas_21.wav  \n",
            "  inflating: mnist_audio/3_lucas_22.wav  \n",
            "  inflating: mnist_audio/3_lucas_23.wav  \n",
            "  inflating: mnist_audio/3_lucas_24.wav  \n",
            "  inflating: mnist_audio/3_lucas_25.wav  \n",
            "  inflating: mnist_audio/3_lucas_26.wav  \n",
            "  inflating: mnist_audio/3_lucas_27.wav  \n",
            "  inflating: mnist_audio/3_lucas_28.wav  \n",
            "  inflating: mnist_audio/3_lucas_29.wav  \n",
            "  inflating: mnist_audio/3_lucas_3.wav  \n",
            "  inflating: mnist_audio/3_lucas_30.wav  \n",
            "  inflating: mnist_audio/3_lucas_31.wav  \n",
            "  inflating: mnist_audio/3_lucas_32.wav  \n",
            "  inflating: mnist_audio/3_lucas_33.wav  \n",
            "  inflating: mnist_audio/3_lucas_34.wav  \n",
            "  inflating: mnist_audio/3_lucas_35.wav  \n",
            "  inflating: mnist_audio/3_lucas_36.wav  \n",
            "  inflating: mnist_audio/3_lucas_37.wav  \n",
            "  inflating: mnist_audio/3_lucas_38.wav  \n",
            "  inflating: mnist_audio/3_lucas_39.wav  \n",
            "  inflating: mnist_audio/3_lucas_4.wav  \n",
            "  inflating: mnist_audio/3_lucas_40.wav  \n",
            "  inflating: mnist_audio/3_lucas_41.wav  \n",
            "  inflating: mnist_audio/3_lucas_42.wav  \n",
            "  inflating: mnist_audio/3_lucas_43.wav  \n",
            "  inflating: mnist_audio/3_lucas_44.wav  \n",
            "  inflating: mnist_audio/3_lucas_45.wav  \n",
            "  inflating: mnist_audio/3_lucas_46.wav  \n",
            "  inflating: mnist_audio/3_lucas_47.wav  \n",
            "  inflating: mnist_audio/3_lucas_48.wav  \n",
            "  inflating: mnist_audio/3_lucas_49.wav  \n",
            "  inflating: mnist_audio/3_lucas_5.wav  \n",
            "  inflating: mnist_audio/3_lucas_6.wav  \n",
            "  inflating: mnist_audio/3_lucas_7.wav  \n",
            "  inflating: mnist_audio/3_lucas_8.wav  \n",
            "  inflating: mnist_audio/3_lucas_9.wav  \n",
            "  inflating: mnist_audio/3_nicolas_0.wav  \n",
            "  inflating: mnist_audio/3_nicolas_1.wav  \n",
            "  inflating: mnist_audio/3_nicolas_10.wav  \n",
            "  inflating: mnist_audio/3_nicolas_11.wav  \n",
            "  inflating: mnist_audio/3_nicolas_12.wav  \n",
            "  inflating: mnist_audio/3_nicolas_13.wav  \n",
            "  inflating: mnist_audio/3_nicolas_14.wav  \n",
            "  inflating: mnist_audio/3_nicolas_15.wav  \n",
            "  inflating: mnist_audio/3_nicolas_16.wav  \n",
            "  inflating: mnist_audio/3_nicolas_17.wav  \n",
            "  inflating: mnist_audio/3_nicolas_18.wav  \n",
            "  inflating: mnist_audio/3_nicolas_19.wav  \n",
            "  inflating: mnist_audio/3_nicolas_2.wav  \n",
            "  inflating: mnist_audio/3_nicolas_20.wav  \n",
            "  inflating: mnist_audio/3_nicolas_21.wav  \n",
            "  inflating: mnist_audio/3_nicolas_22.wav  \n",
            "  inflating: mnist_audio/3_nicolas_23.wav  \n",
            "  inflating: mnist_audio/3_nicolas_24.wav  \n",
            "  inflating: mnist_audio/3_nicolas_25.wav  \n",
            "  inflating: mnist_audio/3_nicolas_26.wav  \n",
            "  inflating: mnist_audio/3_nicolas_27.wav  \n",
            "  inflating: mnist_audio/3_nicolas_28.wav  \n",
            "  inflating: mnist_audio/3_nicolas_29.wav  \n",
            "  inflating: mnist_audio/3_nicolas_3.wav  \n",
            "  inflating: mnist_audio/3_nicolas_30.wav  \n",
            "  inflating: mnist_audio/3_nicolas_31.wav  \n",
            "  inflating: mnist_audio/3_nicolas_32.wav  \n",
            "  inflating: mnist_audio/3_nicolas_33.wav  \n",
            "  inflating: mnist_audio/3_nicolas_34.wav  \n",
            "  inflating: mnist_audio/3_nicolas_35.wav  \n",
            "  inflating: mnist_audio/3_nicolas_36.wav  \n",
            "  inflating: mnist_audio/3_nicolas_37.wav  \n",
            "  inflating: mnist_audio/3_nicolas_38.wav  \n",
            "  inflating: mnist_audio/3_nicolas_39.wav  \n",
            "  inflating: mnist_audio/3_nicolas_4.wav  \n",
            "  inflating: mnist_audio/3_nicolas_40.wav  \n",
            "  inflating: mnist_audio/3_nicolas_41.wav  \n",
            "  inflating: mnist_audio/3_nicolas_42.wav  \n",
            "  inflating: mnist_audio/3_nicolas_43.wav  \n",
            "  inflating: mnist_audio/3_nicolas_44.wav  \n",
            "  inflating: mnist_audio/3_nicolas_45.wav  \n",
            "  inflating: mnist_audio/3_nicolas_46.wav  \n",
            "  inflating: mnist_audio/3_nicolas_47.wav  \n",
            "  inflating: mnist_audio/3_nicolas_48.wav  \n",
            "  inflating: mnist_audio/3_nicolas_49.wav  \n",
            "  inflating: mnist_audio/3_nicolas_5.wav  \n",
            "  inflating: mnist_audio/3_nicolas_6.wav  \n",
            "  inflating: mnist_audio/3_nicolas_7.wav  \n",
            "  inflating: mnist_audio/3_nicolas_8.wav  \n",
            "  inflating: mnist_audio/3_nicolas_9.wav  \n",
            "  inflating: mnist_audio/3_theo_0.wav  \n",
            "  inflating: mnist_audio/3_theo_1.wav  \n",
            "  inflating: mnist_audio/3_theo_10.wav  \n",
            "  inflating: mnist_audio/3_theo_11.wav  \n",
            "  inflating: mnist_audio/3_theo_12.wav  \n",
            "  inflating: mnist_audio/3_theo_13.wav  \n",
            "  inflating: mnist_audio/3_theo_14.wav  \n",
            "  inflating: mnist_audio/3_theo_15.wav  \n",
            "  inflating: mnist_audio/3_theo_16.wav  \n",
            "  inflating: mnist_audio/3_theo_17.wav  \n",
            "  inflating: mnist_audio/3_theo_18.wav  \n",
            "  inflating: mnist_audio/3_theo_19.wav  \n",
            "  inflating: mnist_audio/3_theo_2.wav  \n",
            "  inflating: mnist_audio/3_theo_20.wav  \n",
            "  inflating: mnist_audio/3_theo_21.wav  \n",
            "  inflating: mnist_audio/3_theo_22.wav  \n",
            "  inflating: mnist_audio/3_theo_23.wav  \n",
            "  inflating: mnist_audio/3_theo_24.wav  \n",
            "  inflating: mnist_audio/3_theo_25.wav  \n",
            "  inflating: mnist_audio/3_theo_26.wav  \n",
            "  inflating: mnist_audio/3_theo_27.wav  \n",
            "  inflating: mnist_audio/3_theo_28.wav  \n",
            "  inflating: mnist_audio/3_theo_29.wav  \n",
            "  inflating: mnist_audio/3_theo_3.wav  \n",
            "  inflating: mnist_audio/3_theo_30.wav  \n",
            "  inflating: mnist_audio/3_theo_31.wav  \n",
            "  inflating: mnist_audio/3_theo_32.wav  \n",
            "  inflating: mnist_audio/3_theo_33.wav  \n",
            "  inflating: mnist_audio/3_theo_34.wav  \n",
            "  inflating: mnist_audio/3_theo_35.wav  \n",
            "  inflating: mnist_audio/3_theo_36.wav  \n",
            "  inflating: mnist_audio/3_theo_37.wav  \n",
            "  inflating: mnist_audio/3_theo_38.wav  \n",
            "  inflating: mnist_audio/3_theo_39.wav  \n",
            "  inflating: mnist_audio/3_theo_4.wav  \n",
            "  inflating: mnist_audio/3_theo_40.wav  \n",
            "  inflating: mnist_audio/3_theo_41.wav  \n",
            "  inflating: mnist_audio/3_theo_42.wav  \n",
            "  inflating: mnist_audio/3_theo_43.wav  \n",
            "  inflating: mnist_audio/3_theo_44.wav  \n",
            "  inflating: mnist_audio/3_theo_45.wav  \n",
            "  inflating: mnist_audio/3_theo_46.wav  \n",
            "  inflating: mnist_audio/3_theo_47.wav  \n",
            "  inflating: mnist_audio/3_theo_48.wav  \n",
            "  inflating: mnist_audio/3_theo_49.wav  \n",
            "  inflating: mnist_audio/3_theo_5.wav  \n",
            "  inflating: mnist_audio/3_theo_6.wav  \n",
            "  inflating: mnist_audio/3_theo_7.wav  \n",
            "  inflating: mnist_audio/3_theo_8.wav  \n",
            "  inflating: mnist_audio/3_theo_9.wav  \n",
            "  inflating: mnist_audio/3_yweweler_0.wav  \n",
            "  inflating: mnist_audio/3_yweweler_1.wav  \n",
            "  inflating: mnist_audio/3_yweweler_10.wav  \n",
            "  inflating: mnist_audio/3_yweweler_11.wav  \n",
            "  inflating: mnist_audio/3_yweweler_12.wav  \n",
            "  inflating: mnist_audio/3_yweweler_13.wav  \n",
            "  inflating: mnist_audio/3_yweweler_14.wav  \n",
            "  inflating: mnist_audio/3_yweweler_15.wav  \n",
            "  inflating: mnist_audio/3_yweweler_16.wav  \n",
            "  inflating: mnist_audio/3_yweweler_17.wav  \n",
            "  inflating: mnist_audio/3_yweweler_18.wav  \n",
            "  inflating: mnist_audio/3_yweweler_19.wav  \n",
            "  inflating: mnist_audio/3_yweweler_2.wav  \n",
            "  inflating: mnist_audio/3_yweweler_20.wav  \n",
            "  inflating: mnist_audio/3_yweweler_21.wav  \n",
            "  inflating: mnist_audio/3_yweweler_22.wav  \n",
            "  inflating: mnist_audio/3_yweweler_23.wav  \n",
            "  inflating: mnist_audio/3_yweweler_24.wav  \n",
            "  inflating: mnist_audio/3_yweweler_25.wav  \n",
            "  inflating: mnist_audio/3_yweweler_26.wav  \n",
            "  inflating: mnist_audio/3_yweweler_27.wav  \n",
            "  inflating: mnist_audio/3_yweweler_28.wav  \n",
            "  inflating: mnist_audio/3_yweweler_29.wav  \n",
            "  inflating: mnist_audio/3_yweweler_3.wav  \n",
            "  inflating: mnist_audio/3_yweweler_30.wav  \n",
            "  inflating: mnist_audio/3_yweweler_31.wav  \n",
            "  inflating: mnist_audio/3_yweweler_32.wav  \n",
            "  inflating: mnist_audio/3_yweweler_33.wav  \n",
            "  inflating: mnist_audio/3_yweweler_34.wav  \n",
            "  inflating: mnist_audio/3_yweweler_35.wav  \n",
            "  inflating: mnist_audio/3_yweweler_36.wav  \n",
            "  inflating: mnist_audio/3_yweweler_37.wav  \n",
            "  inflating: mnist_audio/3_yweweler_38.wav  \n",
            "  inflating: mnist_audio/3_yweweler_39.wav  \n",
            "  inflating: mnist_audio/3_yweweler_4.wav  \n",
            "  inflating: mnist_audio/3_yweweler_40.wav  \n",
            "  inflating: mnist_audio/3_yweweler_41.wav  \n",
            "  inflating: mnist_audio/3_yweweler_42.wav  \n",
            "  inflating: mnist_audio/3_yweweler_43.wav  \n",
            "  inflating: mnist_audio/3_yweweler_44.wav  \n",
            "  inflating: mnist_audio/3_yweweler_45.wav  \n",
            "  inflating: mnist_audio/3_yweweler_46.wav  \n",
            "  inflating: mnist_audio/3_yweweler_47.wav  \n",
            "  inflating: mnist_audio/3_yweweler_48.wav  \n",
            "  inflating: mnist_audio/3_yweweler_49.wav  \n",
            "  inflating: mnist_audio/3_yweweler_5.wav  \n",
            "  inflating: mnist_audio/3_yweweler_6.wav  \n",
            "  inflating: mnist_audio/3_yweweler_7.wav  \n",
            "  inflating: mnist_audio/3_yweweler_8.wav  \n",
            "  inflating: mnist_audio/3_yweweler_9.wav  \n",
            "  inflating: mnist_audio/4_george_0.wav  \n",
            "  inflating: mnist_audio/4_george_1.wav  \n",
            "  inflating: mnist_audio/4_george_10.wav  \n",
            "  inflating: mnist_audio/4_george_11.wav  \n",
            "  inflating: mnist_audio/4_george_12.wav  \n",
            "  inflating: mnist_audio/4_george_13.wav  \n",
            "  inflating: mnist_audio/4_george_14.wav  \n",
            "  inflating: mnist_audio/4_george_15.wav  \n",
            "  inflating: mnist_audio/4_george_16.wav  \n",
            "  inflating: mnist_audio/4_george_17.wav  \n",
            "  inflating: mnist_audio/4_george_18.wav  \n",
            "  inflating: mnist_audio/4_george_19.wav  \n",
            "  inflating: mnist_audio/4_george_2.wav  \n",
            "  inflating: mnist_audio/4_george_20.wav  \n",
            "  inflating: mnist_audio/4_george_21.wav  \n",
            "  inflating: mnist_audio/4_george_22.wav  \n",
            "  inflating: mnist_audio/4_george_23.wav  \n",
            "  inflating: mnist_audio/4_george_24.wav  \n",
            "  inflating: mnist_audio/4_george_25.wav  \n",
            "  inflating: mnist_audio/4_george_26.wav  \n",
            "  inflating: mnist_audio/4_george_27.wav  \n",
            "  inflating: mnist_audio/4_george_28.wav  \n",
            "  inflating: mnist_audio/4_george_29.wav  \n",
            "  inflating: mnist_audio/4_george_3.wav  \n",
            "  inflating: mnist_audio/4_george_30.wav  \n",
            "  inflating: mnist_audio/4_george_31.wav  \n",
            "  inflating: mnist_audio/4_george_32.wav  \n",
            "  inflating: mnist_audio/4_george_33.wav  \n",
            "  inflating: mnist_audio/4_george_34.wav  \n",
            "  inflating: mnist_audio/4_george_35.wav  \n",
            "  inflating: mnist_audio/4_george_36.wav  \n",
            "  inflating: mnist_audio/4_george_37.wav  \n",
            "  inflating: mnist_audio/4_george_38.wav  \n",
            "  inflating: mnist_audio/4_george_39.wav  \n",
            "  inflating: mnist_audio/4_george_4.wav  \n",
            "  inflating: mnist_audio/4_george_40.wav  \n",
            "  inflating: mnist_audio/4_george_41.wav  \n",
            "  inflating: mnist_audio/4_george_42.wav  \n",
            "  inflating: mnist_audio/4_george_43.wav  \n",
            "  inflating: mnist_audio/4_george_44.wav  \n",
            "  inflating: mnist_audio/4_george_45.wav  \n",
            "  inflating: mnist_audio/4_george_46.wav  \n",
            "  inflating: mnist_audio/4_george_47.wav  \n",
            "  inflating: mnist_audio/4_george_48.wav  \n",
            "  inflating: mnist_audio/4_george_49.wav  \n",
            "  inflating: mnist_audio/4_george_5.wav  \n",
            "  inflating: mnist_audio/4_george_6.wav  \n",
            "  inflating: mnist_audio/4_george_7.wav  \n",
            "  inflating: mnist_audio/4_george_8.wav  \n",
            "  inflating: mnist_audio/4_george_9.wav  \n",
            "  inflating: mnist_audio/4_jackson_0.wav  \n",
            "  inflating: mnist_audio/4_jackson_1.wav  \n",
            "  inflating: mnist_audio/4_jackson_10.wav  \n",
            "  inflating: mnist_audio/4_jackson_11.wav  \n",
            "  inflating: mnist_audio/4_jackson_12.wav  \n",
            "  inflating: mnist_audio/4_jackson_13.wav  \n",
            "  inflating: mnist_audio/4_jackson_14.wav  \n",
            "  inflating: mnist_audio/4_jackson_15.wav  \n",
            "  inflating: mnist_audio/4_jackson_16.wav  \n",
            "  inflating: mnist_audio/4_jackson_17.wav  \n",
            "  inflating: mnist_audio/4_jackson_18.wav  \n",
            "  inflating: mnist_audio/4_jackson_19.wav  \n",
            "  inflating: mnist_audio/4_jackson_2.wav  \n",
            "  inflating: mnist_audio/4_jackson_20.wav  \n",
            "  inflating: mnist_audio/4_jackson_21.wav  \n",
            "  inflating: mnist_audio/4_jackson_22.wav  \n",
            "  inflating: mnist_audio/4_jackson_23.wav  \n",
            "  inflating: mnist_audio/4_jackson_24.wav  \n",
            "  inflating: mnist_audio/4_jackson_25.wav  \n",
            "  inflating: mnist_audio/4_jackson_26.wav  \n",
            "  inflating: mnist_audio/4_jackson_27.wav  \n",
            "  inflating: mnist_audio/4_jackson_28.wav  \n",
            "  inflating: mnist_audio/4_jackson_29.wav  \n",
            "  inflating: mnist_audio/4_jackson_3.wav  \n",
            "  inflating: mnist_audio/4_jackson_30.wav  \n",
            "  inflating: mnist_audio/4_jackson_31.wav  \n",
            "  inflating: mnist_audio/4_jackson_32.wav  \n",
            "  inflating: mnist_audio/4_jackson_33.wav  \n",
            "  inflating: mnist_audio/4_jackson_34.wav  \n",
            "  inflating: mnist_audio/4_jackson_35.wav  \n",
            "  inflating: mnist_audio/4_jackson_36.wav  \n",
            "  inflating: mnist_audio/4_jackson_37.wav  \n",
            "  inflating: mnist_audio/4_jackson_38.wav  \n",
            "  inflating: mnist_audio/4_jackson_39.wav  \n",
            "  inflating: mnist_audio/4_jackson_4.wav  \n",
            "  inflating: mnist_audio/4_jackson_40.wav  \n",
            "  inflating: mnist_audio/4_jackson_41.wav  \n",
            "  inflating: mnist_audio/4_jackson_42.wav  \n",
            "  inflating: mnist_audio/4_jackson_43.wav  \n",
            "  inflating: mnist_audio/4_jackson_44.wav  \n",
            "  inflating: mnist_audio/4_jackson_45.wav  \n",
            "  inflating: mnist_audio/4_jackson_46.wav  \n",
            "  inflating: mnist_audio/4_jackson_47.wav  \n",
            "  inflating: mnist_audio/4_jackson_48.wav  \n",
            "  inflating: mnist_audio/4_jackson_49.wav  \n",
            "  inflating: mnist_audio/4_jackson_5.wav  \n",
            "  inflating: mnist_audio/4_jackson_6.wav  \n",
            "  inflating: mnist_audio/4_jackson_7.wav  \n",
            "  inflating: mnist_audio/4_jackson_8.wav  \n",
            "  inflating: mnist_audio/4_jackson_9.wav  \n",
            "  inflating: mnist_audio/4_lucas_0.wav  \n",
            "  inflating: mnist_audio/4_lucas_1.wav  \n",
            "  inflating: mnist_audio/4_lucas_10.wav  \n",
            "  inflating: mnist_audio/4_lucas_11.wav  \n",
            "  inflating: mnist_audio/4_lucas_12.wav  \n",
            "  inflating: mnist_audio/4_lucas_13.wav  \n",
            "  inflating: mnist_audio/4_lucas_14.wav  \n",
            "  inflating: mnist_audio/4_lucas_15.wav  \n",
            "  inflating: mnist_audio/4_lucas_16.wav  \n",
            "  inflating: mnist_audio/4_lucas_17.wav  \n",
            "  inflating: mnist_audio/4_lucas_18.wav  \n",
            "  inflating: mnist_audio/4_lucas_19.wav  \n",
            "  inflating: mnist_audio/4_lucas_2.wav  \n",
            "  inflating: mnist_audio/4_lucas_20.wav  \n",
            "  inflating: mnist_audio/4_lucas_21.wav  \n",
            "  inflating: mnist_audio/4_lucas_22.wav  \n",
            "  inflating: mnist_audio/4_lucas_23.wav  \n",
            "  inflating: mnist_audio/4_lucas_24.wav  \n",
            "  inflating: mnist_audio/4_lucas_25.wav  \n",
            "  inflating: mnist_audio/4_lucas_26.wav  \n",
            "  inflating: mnist_audio/4_lucas_27.wav  \n",
            "  inflating: mnist_audio/4_lucas_28.wav  \n",
            "  inflating: mnist_audio/4_lucas_29.wav  \n",
            "  inflating: mnist_audio/4_lucas_3.wav  \n",
            "  inflating: mnist_audio/4_lucas_30.wav  \n",
            "  inflating: mnist_audio/4_lucas_31.wav  \n",
            "  inflating: mnist_audio/4_lucas_32.wav  \n",
            "  inflating: mnist_audio/4_lucas_33.wav  \n",
            "  inflating: mnist_audio/4_lucas_34.wav  \n",
            "  inflating: mnist_audio/4_lucas_35.wav  \n",
            "  inflating: mnist_audio/4_lucas_36.wav  \n",
            "  inflating: mnist_audio/4_lucas_37.wav  \n",
            "  inflating: mnist_audio/4_lucas_38.wav  \n",
            "  inflating: mnist_audio/4_lucas_39.wav  \n",
            "  inflating: mnist_audio/4_lucas_4.wav  \n",
            "  inflating: mnist_audio/4_lucas_40.wav  \n",
            "  inflating: mnist_audio/4_lucas_41.wav  \n",
            "  inflating: mnist_audio/4_lucas_42.wav  \n",
            "  inflating: mnist_audio/4_lucas_43.wav  \n",
            "  inflating: mnist_audio/4_lucas_44.wav  \n",
            "  inflating: mnist_audio/4_lucas_45.wav  \n",
            "  inflating: mnist_audio/4_lucas_46.wav  \n",
            "  inflating: mnist_audio/4_lucas_47.wav  \n",
            "  inflating: mnist_audio/4_lucas_48.wav  \n",
            "  inflating: mnist_audio/4_lucas_49.wav  \n",
            "  inflating: mnist_audio/4_lucas_5.wav  \n",
            "  inflating: mnist_audio/4_lucas_6.wav  \n",
            "  inflating: mnist_audio/4_lucas_7.wav  \n",
            "  inflating: mnist_audio/4_lucas_8.wav  \n",
            "  inflating: mnist_audio/4_lucas_9.wav  \n",
            "  inflating: mnist_audio/4_nicolas_0.wav  \n",
            "  inflating: mnist_audio/4_nicolas_1.wav  \n",
            "  inflating: mnist_audio/4_nicolas_10.wav  \n",
            "  inflating: mnist_audio/4_nicolas_11.wav  \n",
            "  inflating: mnist_audio/4_nicolas_12.wav  \n",
            "  inflating: mnist_audio/4_nicolas_13.wav  \n",
            "  inflating: mnist_audio/4_nicolas_14.wav  \n",
            "  inflating: mnist_audio/4_nicolas_15.wav  \n",
            "  inflating: mnist_audio/4_nicolas_16.wav  \n",
            "  inflating: mnist_audio/4_nicolas_17.wav  \n",
            "  inflating: mnist_audio/4_nicolas_18.wav  \n",
            "  inflating: mnist_audio/4_nicolas_19.wav  \n",
            "  inflating: mnist_audio/4_nicolas_2.wav  \n",
            "  inflating: mnist_audio/4_nicolas_20.wav  \n",
            "  inflating: mnist_audio/4_nicolas_21.wav  \n",
            "  inflating: mnist_audio/4_nicolas_22.wav  \n",
            "  inflating: mnist_audio/4_nicolas_23.wav  \n",
            "  inflating: mnist_audio/4_nicolas_24.wav  \n",
            "  inflating: mnist_audio/4_nicolas_25.wav  \n",
            "  inflating: mnist_audio/4_nicolas_26.wav  \n",
            "  inflating: mnist_audio/4_nicolas_27.wav  \n",
            "  inflating: mnist_audio/4_nicolas_28.wav  \n",
            "  inflating: mnist_audio/4_nicolas_29.wav  \n",
            "  inflating: mnist_audio/4_nicolas_3.wav  \n",
            "  inflating: mnist_audio/4_nicolas_30.wav  \n",
            "  inflating: mnist_audio/4_nicolas_31.wav  \n",
            "  inflating: mnist_audio/4_nicolas_32.wav  \n",
            "  inflating: mnist_audio/4_nicolas_33.wav  \n",
            "  inflating: mnist_audio/4_nicolas_34.wav  \n",
            "  inflating: mnist_audio/4_nicolas_35.wav  \n",
            "  inflating: mnist_audio/4_nicolas_36.wav  \n",
            "  inflating: mnist_audio/4_nicolas_37.wav  \n",
            "  inflating: mnist_audio/4_nicolas_38.wav  \n",
            "  inflating: mnist_audio/4_nicolas_39.wav  \n",
            "  inflating: mnist_audio/4_nicolas_4.wav  \n",
            "  inflating: mnist_audio/4_nicolas_40.wav  \n",
            "  inflating: mnist_audio/4_nicolas_41.wav  \n",
            "  inflating: mnist_audio/4_nicolas_42.wav  \n",
            "  inflating: mnist_audio/4_nicolas_43.wav  \n",
            "  inflating: mnist_audio/4_nicolas_44.wav  \n",
            "  inflating: mnist_audio/4_nicolas_45.wav  \n",
            "  inflating: mnist_audio/4_nicolas_46.wav  \n",
            "  inflating: mnist_audio/4_nicolas_47.wav  \n",
            "  inflating: mnist_audio/4_nicolas_48.wav  \n",
            "  inflating: mnist_audio/4_nicolas_49.wav  \n",
            "  inflating: mnist_audio/4_nicolas_5.wav  \n",
            "  inflating: mnist_audio/4_nicolas_6.wav  \n",
            "  inflating: mnist_audio/4_nicolas_7.wav  \n",
            "  inflating: mnist_audio/4_nicolas_8.wav  \n",
            "  inflating: mnist_audio/4_nicolas_9.wav  \n",
            "  inflating: mnist_audio/4_theo_0.wav  \n",
            "  inflating: mnist_audio/4_theo_1.wav  \n",
            "  inflating: mnist_audio/4_theo_10.wav  \n",
            "  inflating: mnist_audio/4_theo_11.wav  \n",
            "  inflating: mnist_audio/4_theo_12.wav  \n",
            "  inflating: mnist_audio/4_theo_13.wav  \n",
            "  inflating: mnist_audio/4_theo_14.wav  \n",
            "  inflating: mnist_audio/4_theo_15.wav  \n",
            "  inflating: mnist_audio/4_theo_16.wav  \n",
            "  inflating: mnist_audio/4_theo_17.wav  \n",
            "  inflating: mnist_audio/4_theo_18.wav  \n",
            "  inflating: mnist_audio/4_theo_19.wav  \n",
            "  inflating: mnist_audio/4_theo_2.wav  \n",
            "  inflating: mnist_audio/4_theo_20.wav  \n",
            "  inflating: mnist_audio/4_theo_21.wav  \n",
            "  inflating: mnist_audio/4_theo_22.wav  \n",
            "  inflating: mnist_audio/4_theo_23.wav  \n",
            "  inflating: mnist_audio/4_theo_24.wav  \n",
            "  inflating: mnist_audio/4_theo_25.wav  \n",
            "  inflating: mnist_audio/4_theo_26.wav  \n",
            "  inflating: mnist_audio/4_theo_27.wav  \n",
            "  inflating: mnist_audio/4_theo_28.wav  \n",
            "  inflating: mnist_audio/4_theo_29.wav  \n",
            "  inflating: mnist_audio/4_theo_3.wav  \n",
            "  inflating: mnist_audio/4_theo_30.wav  \n",
            "  inflating: mnist_audio/4_theo_31.wav  \n",
            "  inflating: mnist_audio/4_theo_32.wav  \n",
            "  inflating: mnist_audio/4_theo_33.wav  \n",
            "  inflating: mnist_audio/4_theo_34.wav  \n",
            "  inflating: mnist_audio/4_theo_35.wav  \n",
            "  inflating: mnist_audio/4_theo_36.wav  \n",
            "  inflating: mnist_audio/4_theo_37.wav  \n",
            "  inflating: mnist_audio/4_theo_38.wav  \n",
            "  inflating: mnist_audio/4_theo_39.wav  \n",
            "  inflating: mnist_audio/4_theo_4.wav  \n",
            "  inflating: mnist_audio/4_theo_40.wav  \n",
            "  inflating: mnist_audio/4_theo_41.wav  \n",
            "  inflating: mnist_audio/4_theo_42.wav  \n",
            "  inflating: mnist_audio/4_theo_43.wav  \n",
            "  inflating: mnist_audio/4_theo_44.wav  \n",
            "  inflating: mnist_audio/4_theo_45.wav  \n",
            "  inflating: mnist_audio/4_theo_46.wav  \n",
            "  inflating: mnist_audio/4_theo_47.wav  \n",
            "  inflating: mnist_audio/4_theo_48.wav  \n",
            "  inflating: mnist_audio/4_theo_49.wav  \n",
            "  inflating: mnist_audio/4_theo_5.wav  \n",
            "  inflating: mnist_audio/4_theo_6.wav  \n",
            "  inflating: mnist_audio/4_theo_7.wav  \n",
            "  inflating: mnist_audio/4_theo_8.wav  \n",
            "  inflating: mnist_audio/4_theo_9.wav  \n",
            "  inflating: mnist_audio/4_yweweler_0.wav  \n",
            "  inflating: mnist_audio/4_yweweler_1.wav  \n",
            "  inflating: mnist_audio/4_yweweler_10.wav  \n",
            "  inflating: mnist_audio/4_yweweler_11.wav  \n",
            "  inflating: mnist_audio/4_yweweler_12.wav  \n",
            "  inflating: mnist_audio/4_yweweler_13.wav  \n",
            "  inflating: mnist_audio/4_yweweler_14.wav  \n",
            "  inflating: mnist_audio/4_yweweler_15.wav  \n",
            "  inflating: mnist_audio/4_yweweler_16.wav  \n",
            "  inflating: mnist_audio/4_yweweler_17.wav  \n",
            "  inflating: mnist_audio/4_yweweler_18.wav  \n",
            "  inflating: mnist_audio/4_yweweler_19.wav  \n",
            "  inflating: mnist_audio/4_yweweler_2.wav  \n",
            "  inflating: mnist_audio/4_yweweler_20.wav  \n",
            "  inflating: mnist_audio/4_yweweler_21.wav  \n",
            "  inflating: mnist_audio/4_yweweler_22.wav  \n",
            "  inflating: mnist_audio/4_yweweler_23.wav  \n",
            "  inflating: mnist_audio/4_yweweler_24.wav  \n",
            "  inflating: mnist_audio/4_yweweler_25.wav  \n",
            "  inflating: mnist_audio/4_yweweler_26.wav  \n",
            "  inflating: mnist_audio/4_yweweler_27.wav  \n",
            "  inflating: mnist_audio/4_yweweler_28.wav  \n",
            "  inflating: mnist_audio/4_yweweler_29.wav  \n",
            "  inflating: mnist_audio/4_yweweler_3.wav  \n",
            "  inflating: mnist_audio/4_yweweler_30.wav  \n",
            "  inflating: mnist_audio/4_yweweler_31.wav  \n",
            "  inflating: mnist_audio/4_yweweler_32.wav  \n",
            "  inflating: mnist_audio/4_yweweler_33.wav  \n",
            "  inflating: mnist_audio/4_yweweler_34.wav  \n",
            "  inflating: mnist_audio/4_yweweler_35.wav  \n",
            "  inflating: mnist_audio/4_yweweler_36.wav  \n",
            "  inflating: mnist_audio/4_yweweler_37.wav  \n",
            "  inflating: mnist_audio/4_yweweler_38.wav  \n",
            "  inflating: mnist_audio/4_yweweler_39.wav  \n",
            "  inflating: mnist_audio/4_yweweler_4.wav  \n",
            "  inflating: mnist_audio/4_yweweler_40.wav  \n",
            "  inflating: mnist_audio/4_yweweler_41.wav  \n",
            "  inflating: mnist_audio/4_yweweler_42.wav  \n",
            "  inflating: mnist_audio/4_yweweler_43.wav  \n",
            "  inflating: mnist_audio/4_yweweler_44.wav  \n",
            "  inflating: mnist_audio/4_yweweler_45.wav  \n",
            "  inflating: mnist_audio/4_yweweler_46.wav  \n",
            "  inflating: mnist_audio/4_yweweler_47.wav  \n",
            "  inflating: mnist_audio/4_yweweler_48.wav  \n",
            "  inflating: mnist_audio/4_yweweler_49.wav  \n",
            "  inflating: mnist_audio/4_yweweler_5.wav  \n",
            "  inflating: mnist_audio/4_yweweler_6.wav  \n",
            "  inflating: mnist_audio/4_yweweler_7.wav  \n",
            "  inflating: mnist_audio/4_yweweler_8.wav  \n",
            "  inflating: mnist_audio/4_yweweler_9.wav  \n",
            "  inflating: mnist_audio/5_george_0.wav  \n",
            "  inflating: mnist_audio/5_george_1.wav  \n",
            "  inflating: mnist_audio/5_george_10.wav  \n",
            "  inflating: mnist_audio/5_george_11.wav  \n",
            "  inflating: mnist_audio/5_george_12.wav  \n",
            "  inflating: mnist_audio/5_george_13.wav  \n",
            "  inflating: mnist_audio/5_george_14.wav  \n",
            "  inflating: mnist_audio/5_george_15.wav  \n",
            "  inflating: mnist_audio/5_george_16.wav  \n",
            "  inflating: mnist_audio/5_george_17.wav  \n",
            "  inflating: mnist_audio/5_george_18.wav  \n",
            "  inflating: mnist_audio/5_george_19.wav  \n",
            "  inflating: mnist_audio/5_george_2.wav  \n",
            "  inflating: mnist_audio/5_george_20.wav  \n",
            "  inflating: mnist_audio/5_george_21.wav  \n",
            "  inflating: mnist_audio/5_george_22.wav  \n",
            "  inflating: mnist_audio/5_george_23.wav  \n",
            "  inflating: mnist_audio/5_george_24.wav  \n",
            "  inflating: mnist_audio/5_george_25.wav  \n",
            "  inflating: mnist_audio/5_george_26.wav  \n",
            "  inflating: mnist_audio/5_george_27.wav  \n",
            "  inflating: mnist_audio/5_george_28.wav  \n",
            "  inflating: mnist_audio/5_george_29.wav  \n",
            "  inflating: mnist_audio/5_george_3.wav  \n",
            "  inflating: mnist_audio/5_george_30.wav  \n",
            "  inflating: mnist_audio/5_george_31.wav  \n",
            "  inflating: mnist_audio/5_george_32.wav  \n",
            "  inflating: mnist_audio/5_george_33.wav  \n",
            "  inflating: mnist_audio/5_george_34.wav  \n",
            "  inflating: mnist_audio/5_george_35.wav  \n",
            "  inflating: mnist_audio/5_george_36.wav  \n",
            "  inflating: mnist_audio/5_george_37.wav  \n",
            "  inflating: mnist_audio/5_george_38.wav  \n",
            "  inflating: mnist_audio/5_george_39.wav  \n",
            "  inflating: mnist_audio/5_george_4.wav  \n",
            "  inflating: mnist_audio/5_george_40.wav  \n",
            "  inflating: mnist_audio/5_george_41.wav  \n",
            "  inflating: mnist_audio/5_george_42.wav  \n",
            "  inflating: mnist_audio/5_george_43.wav  \n",
            "  inflating: mnist_audio/5_george_44.wav  \n",
            "  inflating: mnist_audio/5_george_45.wav  \n",
            "  inflating: mnist_audio/5_george_46.wav  \n",
            "  inflating: mnist_audio/5_george_47.wav  \n",
            "  inflating: mnist_audio/5_george_48.wav  \n",
            "  inflating: mnist_audio/5_george_49.wav  \n",
            "  inflating: mnist_audio/5_george_5.wav  \n",
            "  inflating: mnist_audio/5_george_6.wav  \n",
            "  inflating: mnist_audio/5_george_7.wav  \n",
            "  inflating: mnist_audio/5_george_8.wav  \n",
            "  inflating: mnist_audio/5_george_9.wav  \n",
            "  inflating: mnist_audio/5_jackson_0.wav  \n",
            "  inflating: mnist_audio/5_jackson_1.wav  \n",
            "  inflating: mnist_audio/5_jackson_10.wav  \n",
            "  inflating: mnist_audio/5_jackson_11.wav  \n",
            "  inflating: mnist_audio/5_jackson_12.wav  \n",
            "  inflating: mnist_audio/5_jackson_13.wav  \n",
            "  inflating: mnist_audio/5_jackson_14.wav  \n",
            "  inflating: mnist_audio/5_jackson_15.wav  \n",
            "  inflating: mnist_audio/5_jackson_16.wav  \n",
            "  inflating: mnist_audio/5_jackson_17.wav  \n",
            "  inflating: mnist_audio/5_jackson_18.wav  \n",
            "  inflating: mnist_audio/5_jackson_19.wav  \n",
            "  inflating: mnist_audio/5_jackson_2.wav  \n",
            "  inflating: mnist_audio/5_jackson_20.wav  \n",
            "  inflating: mnist_audio/5_jackson_21.wav  \n",
            "  inflating: mnist_audio/5_jackson_22.wav  \n",
            "  inflating: mnist_audio/5_jackson_23.wav  \n",
            "  inflating: mnist_audio/5_jackson_24.wav  \n",
            "  inflating: mnist_audio/5_jackson_25.wav  \n",
            "  inflating: mnist_audio/5_jackson_26.wav  \n",
            "  inflating: mnist_audio/5_jackson_27.wav  \n",
            "  inflating: mnist_audio/5_jackson_28.wav  \n",
            "  inflating: mnist_audio/5_jackson_29.wav  \n",
            "  inflating: mnist_audio/5_jackson_3.wav  \n",
            "  inflating: mnist_audio/5_jackson_30.wav  \n",
            "  inflating: mnist_audio/5_jackson_31.wav  \n",
            "  inflating: mnist_audio/5_jackson_32.wav  \n",
            "  inflating: mnist_audio/5_jackson_33.wav  \n",
            "  inflating: mnist_audio/5_jackson_34.wav  \n",
            "  inflating: mnist_audio/5_jackson_35.wav  \n",
            "  inflating: mnist_audio/5_jackson_36.wav  \n",
            "  inflating: mnist_audio/5_jackson_37.wav  \n",
            "  inflating: mnist_audio/5_jackson_38.wav  \n",
            "  inflating: mnist_audio/5_jackson_39.wav  \n",
            "  inflating: mnist_audio/5_jackson_4.wav  \n",
            "  inflating: mnist_audio/5_jackson_40.wav  \n",
            "  inflating: mnist_audio/5_jackson_41.wav  \n",
            "  inflating: mnist_audio/5_jackson_42.wav  \n",
            "  inflating: mnist_audio/5_jackson_43.wav  \n",
            "  inflating: mnist_audio/5_jackson_44.wav  \n",
            "  inflating: mnist_audio/5_jackson_45.wav  \n",
            "  inflating: mnist_audio/5_jackson_46.wav  \n",
            "  inflating: mnist_audio/5_jackson_47.wav  \n",
            "  inflating: mnist_audio/5_jackson_48.wav  \n",
            "  inflating: mnist_audio/5_jackson_49.wav  \n",
            "  inflating: mnist_audio/5_jackson_5.wav  \n",
            "  inflating: mnist_audio/5_jackson_6.wav  \n",
            "  inflating: mnist_audio/5_jackson_7.wav  \n",
            "  inflating: mnist_audio/5_jackson_8.wav  \n",
            "  inflating: mnist_audio/5_jackson_9.wav  \n",
            "  inflating: mnist_audio/5_lucas_0.wav  \n",
            "  inflating: mnist_audio/5_lucas_1.wav  \n",
            "  inflating: mnist_audio/5_lucas_10.wav  \n",
            "  inflating: mnist_audio/5_lucas_11.wav  \n",
            "  inflating: mnist_audio/5_lucas_12.wav  \n",
            "  inflating: mnist_audio/5_lucas_13.wav  \n",
            "  inflating: mnist_audio/5_lucas_14.wav  \n",
            "  inflating: mnist_audio/5_lucas_15.wav  \n",
            "  inflating: mnist_audio/5_lucas_16.wav  \n",
            "  inflating: mnist_audio/5_lucas_17.wav  \n",
            "  inflating: mnist_audio/5_lucas_18.wav  \n",
            "  inflating: mnist_audio/5_lucas_19.wav  \n",
            "  inflating: mnist_audio/5_lucas_2.wav  \n",
            "  inflating: mnist_audio/5_lucas_20.wav  \n",
            "  inflating: mnist_audio/5_lucas_21.wav  \n",
            "  inflating: mnist_audio/5_lucas_22.wav  \n",
            "  inflating: mnist_audio/5_lucas_23.wav  \n",
            "  inflating: mnist_audio/5_lucas_24.wav  \n",
            "  inflating: mnist_audio/5_lucas_25.wav  \n",
            "  inflating: mnist_audio/5_lucas_26.wav  \n",
            "  inflating: mnist_audio/5_lucas_27.wav  \n",
            "  inflating: mnist_audio/5_lucas_28.wav  \n",
            "  inflating: mnist_audio/5_lucas_29.wav  \n",
            "  inflating: mnist_audio/5_lucas_3.wav  \n",
            "  inflating: mnist_audio/5_lucas_30.wav  \n",
            "  inflating: mnist_audio/5_lucas_31.wav  \n",
            "  inflating: mnist_audio/5_lucas_32.wav  \n",
            "  inflating: mnist_audio/5_lucas_33.wav  \n",
            "  inflating: mnist_audio/5_lucas_34.wav  \n",
            "  inflating: mnist_audio/5_lucas_35.wav  \n",
            "  inflating: mnist_audio/5_lucas_36.wav  \n",
            "  inflating: mnist_audio/5_lucas_37.wav  \n",
            "  inflating: mnist_audio/5_lucas_38.wav  \n",
            "  inflating: mnist_audio/5_lucas_39.wav  \n",
            "  inflating: mnist_audio/5_lucas_4.wav  \n",
            "  inflating: mnist_audio/5_lucas_40.wav  \n",
            "  inflating: mnist_audio/5_lucas_41.wav  \n",
            "  inflating: mnist_audio/5_lucas_42.wav  \n",
            "  inflating: mnist_audio/5_lucas_43.wav  \n",
            "  inflating: mnist_audio/5_lucas_44.wav  \n",
            "  inflating: mnist_audio/5_lucas_45.wav  \n",
            "  inflating: mnist_audio/5_lucas_46.wav  \n",
            "  inflating: mnist_audio/5_lucas_47.wav  \n",
            "  inflating: mnist_audio/5_lucas_48.wav  \n",
            "  inflating: mnist_audio/5_lucas_49.wav  \n",
            "  inflating: mnist_audio/5_lucas_5.wav  \n",
            "  inflating: mnist_audio/5_lucas_6.wav  \n",
            "  inflating: mnist_audio/5_lucas_7.wav  \n",
            "  inflating: mnist_audio/5_lucas_8.wav  \n",
            "  inflating: mnist_audio/5_lucas_9.wav  \n",
            "  inflating: mnist_audio/5_nicolas_0.wav  \n",
            "  inflating: mnist_audio/5_nicolas_1.wav  \n",
            "  inflating: mnist_audio/5_nicolas_10.wav  \n",
            "  inflating: mnist_audio/5_nicolas_11.wav  \n",
            "  inflating: mnist_audio/5_nicolas_12.wav  \n",
            "  inflating: mnist_audio/5_nicolas_13.wav  \n",
            "  inflating: mnist_audio/5_nicolas_14.wav  \n",
            "  inflating: mnist_audio/5_nicolas_15.wav  \n",
            "  inflating: mnist_audio/5_nicolas_16.wav  \n",
            "  inflating: mnist_audio/5_nicolas_17.wav  \n",
            "  inflating: mnist_audio/5_nicolas_18.wav  \n",
            "  inflating: mnist_audio/5_nicolas_19.wav  \n",
            "  inflating: mnist_audio/5_nicolas_2.wav  \n",
            "  inflating: mnist_audio/5_nicolas_20.wav  \n",
            "  inflating: mnist_audio/5_nicolas_21.wav  \n",
            "  inflating: mnist_audio/5_nicolas_22.wav  \n",
            "  inflating: mnist_audio/5_nicolas_23.wav  \n",
            "  inflating: mnist_audio/5_nicolas_24.wav  \n",
            "  inflating: mnist_audio/5_nicolas_25.wav  \n",
            "  inflating: mnist_audio/5_nicolas_26.wav  \n",
            "  inflating: mnist_audio/5_nicolas_27.wav  \n",
            "  inflating: mnist_audio/5_nicolas_28.wav  \n",
            "  inflating: mnist_audio/5_nicolas_29.wav  \n",
            "  inflating: mnist_audio/5_nicolas_3.wav  \n",
            "  inflating: mnist_audio/5_nicolas_30.wav  \n",
            "  inflating: mnist_audio/5_nicolas_31.wav  \n",
            "  inflating: mnist_audio/5_nicolas_32.wav  \n",
            "  inflating: mnist_audio/5_nicolas_33.wav  \n",
            "  inflating: mnist_audio/5_nicolas_34.wav  \n",
            "  inflating: mnist_audio/5_nicolas_35.wav  \n",
            "  inflating: mnist_audio/5_nicolas_36.wav  \n",
            "  inflating: mnist_audio/5_nicolas_37.wav  \n",
            "  inflating: mnist_audio/5_nicolas_38.wav  \n",
            "  inflating: mnist_audio/5_nicolas_39.wav  \n",
            "  inflating: mnist_audio/5_nicolas_4.wav  \n",
            "  inflating: mnist_audio/5_nicolas_40.wav  \n",
            "  inflating: mnist_audio/5_nicolas_41.wav  \n",
            "  inflating: mnist_audio/5_nicolas_42.wav  \n",
            "  inflating: mnist_audio/5_nicolas_43.wav  \n",
            "  inflating: mnist_audio/5_nicolas_44.wav  \n",
            "  inflating: mnist_audio/5_nicolas_45.wav  \n",
            "  inflating: mnist_audio/5_nicolas_46.wav  \n",
            "  inflating: mnist_audio/5_nicolas_47.wav  \n",
            "  inflating: mnist_audio/5_nicolas_48.wav  \n",
            "  inflating: mnist_audio/5_nicolas_49.wav  \n",
            "  inflating: mnist_audio/5_nicolas_5.wav  \n",
            "  inflating: mnist_audio/5_nicolas_6.wav  \n",
            "  inflating: mnist_audio/5_nicolas_7.wav  \n",
            "  inflating: mnist_audio/5_nicolas_8.wav  \n",
            "  inflating: mnist_audio/5_nicolas_9.wav  \n",
            "  inflating: mnist_audio/5_theo_0.wav  \n",
            "  inflating: mnist_audio/5_theo_1.wav  \n",
            "  inflating: mnist_audio/5_theo_10.wav  \n",
            "  inflating: mnist_audio/5_theo_11.wav  \n",
            "  inflating: mnist_audio/5_theo_12.wav  \n",
            "  inflating: mnist_audio/5_theo_13.wav  \n",
            "  inflating: mnist_audio/5_theo_14.wav  \n",
            "  inflating: mnist_audio/5_theo_15.wav  \n",
            "  inflating: mnist_audio/5_theo_16.wav  \n",
            "  inflating: mnist_audio/5_theo_17.wav  \n",
            "  inflating: mnist_audio/5_theo_18.wav  \n",
            "  inflating: mnist_audio/5_theo_19.wav  \n",
            "  inflating: mnist_audio/5_theo_2.wav  \n",
            "  inflating: mnist_audio/5_theo_20.wav  \n",
            "  inflating: mnist_audio/5_theo_21.wav  \n",
            "  inflating: mnist_audio/5_theo_22.wav  \n",
            "  inflating: mnist_audio/5_theo_23.wav  \n",
            "  inflating: mnist_audio/5_theo_24.wav  \n",
            "  inflating: mnist_audio/5_theo_25.wav  \n",
            "  inflating: mnist_audio/5_theo_26.wav  \n",
            "  inflating: mnist_audio/5_theo_27.wav  \n",
            "  inflating: mnist_audio/5_theo_28.wav  \n",
            "  inflating: mnist_audio/5_theo_29.wav  \n",
            "  inflating: mnist_audio/5_theo_3.wav  \n",
            "  inflating: mnist_audio/5_theo_30.wav  \n",
            "  inflating: mnist_audio/5_theo_31.wav  \n",
            "  inflating: mnist_audio/5_theo_32.wav  \n",
            "  inflating: mnist_audio/5_theo_33.wav  \n",
            "  inflating: mnist_audio/5_theo_34.wav  \n",
            "  inflating: mnist_audio/5_theo_35.wav  \n",
            "  inflating: mnist_audio/5_theo_36.wav  \n",
            "  inflating: mnist_audio/5_theo_37.wav  \n",
            "  inflating: mnist_audio/5_theo_38.wav  \n",
            "  inflating: mnist_audio/5_theo_39.wav  \n",
            "  inflating: mnist_audio/5_theo_4.wav  \n",
            "  inflating: mnist_audio/5_theo_40.wav  \n",
            "  inflating: mnist_audio/5_theo_41.wav  \n",
            "  inflating: mnist_audio/5_theo_42.wav  \n",
            "  inflating: mnist_audio/5_theo_43.wav  \n",
            "  inflating: mnist_audio/5_theo_44.wav  \n",
            "  inflating: mnist_audio/5_theo_45.wav  \n",
            "  inflating: mnist_audio/5_theo_46.wav  \n",
            "  inflating: mnist_audio/5_theo_47.wav  \n",
            "  inflating: mnist_audio/5_theo_48.wav  \n",
            "  inflating: mnist_audio/5_theo_49.wav  \n",
            "  inflating: mnist_audio/5_theo_5.wav  \n",
            "  inflating: mnist_audio/5_theo_6.wav  \n",
            "  inflating: mnist_audio/5_theo_7.wav  \n",
            "  inflating: mnist_audio/5_theo_8.wav  \n",
            "  inflating: mnist_audio/5_theo_9.wav  \n",
            "  inflating: mnist_audio/5_yweweler_0.wav  \n",
            "  inflating: mnist_audio/5_yweweler_1.wav  \n",
            "  inflating: mnist_audio/5_yweweler_10.wav  \n",
            "  inflating: mnist_audio/5_yweweler_11.wav  \n",
            "  inflating: mnist_audio/5_yweweler_12.wav  \n",
            "  inflating: mnist_audio/5_yweweler_13.wav  \n",
            "  inflating: mnist_audio/5_yweweler_14.wav  \n",
            "  inflating: mnist_audio/5_yweweler_15.wav  \n",
            "  inflating: mnist_audio/5_yweweler_16.wav  \n",
            "  inflating: mnist_audio/5_yweweler_17.wav  \n",
            "  inflating: mnist_audio/5_yweweler_18.wav  \n",
            "  inflating: mnist_audio/5_yweweler_19.wav  \n",
            "  inflating: mnist_audio/5_yweweler_2.wav  \n",
            "  inflating: mnist_audio/5_yweweler_20.wav  \n",
            "  inflating: mnist_audio/5_yweweler_21.wav  \n",
            "  inflating: mnist_audio/5_yweweler_22.wav  \n",
            "  inflating: mnist_audio/5_yweweler_23.wav  \n",
            "  inflating: mnist_audio/5_yweweler_24.wav  \n",
            "  inflating: mnist_audio/5_yweweler_25.wav  \n",
            "  inflating: mnist_audio/5_yweweler_26.wav  \n",
            "  inflating: mnist_audio/5_yweweler_27.wav  \n",
            "  inflating: mnist_audio/5_yweweler_28.wav  \n",
            "  inflating: mnist_audio/5_yweweler_29.wav  \n",
            "  inflating: mnist_audio/5_yweweler_3.wav  \n",
            "  inflating: mnist_audio/5_yweweler_30.wav  \n",
            "  inflating: mnist_audio/5_yweweler_31.wav  \n",
            "  inflating: mnist_audio/5_yweweler_32.wav  \n",
            "  inflating: mnist_audio/5_yweweler_33.wav  \n",
            "  inflating: mnist_audio/5_yweweler_34.wav  \n",
            "  inflating: mnist_audio/5_yweweler_35.wav  \n",
            "  inflating: mnist_audio/5_yweweler_36.wav  \n",
            "  inflating: mnist_audio/5_yweweler_37.wav  \n",
            "  inflating: mnist_audio/5_yweweler_38.wav  \n",
            "  inflating: mnist_audio/5_yweweler_39.wav  \n",
            "  inflating: mnist_audio/5_yweweler_4.wav  \n",
            "  inflating: mnist_audio/5_yweweler_40.wav  \n",
            "  inflating: mnist_audio/5_yweweler_41.wav  \n",
            "  inflating: mnist_audio/5_yweweler_42.wav  \n",
            "  inflating: mnist_audio/5_yweweler_43.wav  \n",
            "  inflating: mnist_audio/5_yweweler_44.wav  \n",
            "  inflating: mnist_audio/5_yweweler_45.wav  \n",
            "  inflating: mnist_audio/5_yweweler_46.wav  \n",
            "  inflating: mnist_audio/5_yweweler_47.wav  \n",
            "  inflating: mnist_audio/5_yweweler_48.wav  \n",
            "  inflating: mnist_audio/5_yweweler_49.wav  \n",
            "  inflating: mnist_audio/5_yweweler_5.wav  \n",
            "  inflating: mnist_audio/5_yweweler_6.wav  \n",
            "  inflating: mnist_audio/5_yweweler_7.wav  \n",
            "  inflating: mnist_audio/5_yweweler_8.wav  \n",
            "  inflating: mnist_audio/5_yweweler_9.wav  \n",
            "  inflating: mnist_audio/6_george_0.wav  \n",
            "  inflating: mnist_audio/6_george_1.wav  \n",
            "  inflating: mnist_audio/6_george_10.wav  \n",
            "  inflating: mnist_audio/6_george_11.wav  \n",
            "  inflating: mnist_audio/6_george_12.wav  \n",
            "  inflating: mnist_audio/6_george_13.wav  \n",
            "  inflating: mnist_audio/6_george_14.wav  \n",
            "  inflating: mnist_audio/6_george_15.wav  \n",
            "  inflating: mnist_audio/6_george_16.wav  \n",
            "  inflating: mnist_audio/6_george_17.wav  \n",
            "  inflating: mnist_audio/6_george_18.wav  \n",
            "  inflating: mnist_audio/6_george_19.wav  \n",
            "  inflating: mnist_audio/6_george_2.wav  \n",
            "  inflating: mnist_audio/6_george_20.wav  \n",
            "  inflating: mnist_audio/6_george_21.wav  \n",
            "  inflating: mnist_audio/6_george_22.wav  \n",
            "  inflating: mnist_audio/6_george_23.wav  \n",
            "  inflating: mnist_audio/6_george_24.wav  \n",
            "  inflating: mnist_audio/6_george_25.wav  \n",
            "  inflating: mnist_audio/6_george_26.wav  \n",
            "  inflating: mnist_audio/6_george_27.wav  \n",
            "  inflating: mnist_audio/6_george_28.wav  \n",
            "  inflating: mnist_audio/6_george_29.wav  \n",
            "  inflating: mnist_audio/6_george_3.wav  \n",
            "  inflating: mnist_audio/6_george_30.wav  \n",
            "  inflating: mnist_audio/6_george_31.wav  \n",
            "  inflating: mnist_audio/6_george_32.wav  \n",
            "  inflating: mnist_audio/6_george_33.wav  \n",
            "  inflating: mnist_audio/6_george_34.wav  \n",
            "  inflating: mnist_audio/6_george_35.wav  \n",
            "  inflating: mnist_audio/6_george_36.wav  \n",
            "  inflating: mnist_audio/6_george_37.wav  \n",
            "  inflating: mnist_audio/6_george_38.wav  \n",
            "  inflating: mnist_audio/6_george_39.wav  \n",
            "  inflating: mnist_audio/6_george_4.wav  \n",
            "  inflating: mnist_audio/6_george_40.wav  \n",
            "  inflating: mnist_audio/6_george_41.wav  \n",
            "  inflating: mnist_audio/6_george_42.wav  \n",
            "  inflating: mnist_audio/6_george_43.wav  \n",
            "  inflating: mnist_audio/6_george_44.wav  \n",
            "  inflating: mnist_audio/6_george_45.wav  \n",
            "  inflating: mnist_audio/6_george_46.wav  \n",
            "  inflating: mnist_audio/6_george_47.wav  \n",
            "  inflating: mnist_audio/6_george_48.wav  \n",
            "  inflating: mnist_audio/6_george_49.wav  \n",
            "  inflating: mnist_audio/6_george_5.wav  \n",
            "  inflating: mnist_audio/6_george_6.wav  \n",
            "  inflating: mnist_audio/6_george_7.wav  \n",
            "  inflating: mnist_audio/6_george_8.wav  \n",
            "  inflating: mnist_audio/6_george_9.wav  \n",
            "  inflating: mnist_audio/6_jackson_0.wav  \n",
            "  inflating: mnist_audio/6_jackson_1.wav  \n",
            "  inflating: mnist_audio/6_jackson_10.wav  \n",
            "  inflating: mnist_audio/6_jackson_11.wav  \n",
            "  inflating: mnist_audio/6_jackson_12.wav  \n",
            "  inflating: mnist_audio/6_jackson_13.wav  \n",
            "  inflating: mnist_audio/6_jackson_14.wav  \n",
            "  inflating: mnist_audio/6_jackson_15.wav  \n",
            "  inflating: mnist_audio/6_jackson_16.wav  \n",
            "  inflating: mnist_audio/6_jackson_17.wav  \n",
            "  inflating: mnist_audio/6_jackson_18.wav  \n",
            "  inflating: mnist_audio/6_jackson_19.wav  \n",
            "  inflating: mnist_audio/6_jackson_2.wav  \n",
            "  inflating: mnist_audio/6_jackson_20.wav  \n",
            "  inflating: mnist_audio/6_jackson_21.wav  \n",
            "  inflating: mnist_audio/6_jackson_22.wav  \n",
            "  inflating: mnist_audio/6_jackson_23.wav  \n",
            "  inflating: mnist_audio/6_jackson_24.wav  \n",
            "  inflating: mnist_audio/6_jackson_25.wav  \n",
            "  inflating: mnist_audio/6_jackson_26.wav  \n",
            "  inflating: mnist_audio/6_jackson_27.wav  \n",
            "  inflating: mnist_audio/6_jackson_28.wav  \n",
            "  inflating: mnist_audio/6_jackson_29.wav  \n",
            "  inflating: mnist_audio/6_jackson_3.wav  \n",
            "  inflating: mnist_audio/6_jackson_30.wav  \n",
            "  inflating: mnist_audio/6_jackson_31.wav  \n",
            "  inflating: mnist_audio/6_jackson_32.wav  \n",
            "  inflating: mnist_audio/6_jackson_33.wav  \n",
            "  inflating: mnist_audio/6_jackson_34.wav  \n",
            "  inflating: mnist_audio/6_jackson_35.wav  \n",
            "  inflating: mnist_audio/6_jackson_36.wav  \n",
            "  inflating: mnist_audio/6_jackson_37.wav  \n",
            "  inflating: mnist_audio/6_jackson_38.wav  \n",
            "  inflating: mnist_audio/6_jackson_39.wav  \n",
            "  inflating: mnist_audio/6_jackson_4.wav  \n",
            "  inflating: mnist_audio/6_jackson_40.wav  \n",
            "  inflating: mnist_audio/6_jackson_41.wav  \n",
            "  inflating: mnist_audio/6_jackson_42.wav  \n",
            "  inflating: mnist_audio/6_jackson_43.wav  \n",
            "  inflating: mnist_audio/6_jackson_44.wav  \n",
            "  inflating: mnist_audio/6_jackson_45.wav  \n",
            "  inflating: mnist_audio/6_jackson_46.wav  \n",
            "  inflating: mnist_audio/6_jackson_47.wav  \n",
            "  inflating: mnist_audio/6_jackson_48.wav  \n",
            "  inflating: mnist_audio/6_jackson_49.wav  \n",
            "  inflating: mnist_audio/6_jackson_5.wav  \n",
            "  inflating: mnist_audio/6_jackson_6.wav  \n",
            "  inflating: mnist_audio/6_jackson_7.wav  \n",
            "  inflating: mnist_audio/6_jackson_8.wav  \n",
            "  inflating: mnist_audio/6_jackson_9.wav  \n",
            "  inflating: mnist_audio/6_lucas_0.wav  \n",
            "  inflating: mnist_audio/6_lucas_1.wav  \n",
            "  inflating: mnist_audio/6_lucas_10.wav  \n",
            "  inflating: mnist_audio/6_lucas_11.wav  \n",
            "  inflating: mnist_audio/6_lucas_12.wav  \n",
            "  inflating: mnist_audio/6_lucas_13.wav  \n",
            "  inflating: mnist_audio/6_lucas_14.wav  \n",
            "  inflating: mnist_audio/6_lucas_15.wav  \n",
            "  inflating: mnist_audio/6_lucas_16.wav  \n",
            "  inflating: mnist_audio/6_lucas_17.wav  \n",
            "  inflating: mnist_audio/6_lucas_18.wav  \n",
            "  inflating: mnist_audio/6_lucas_19.wav  \n",
            "  inflating: mnist_audio/6_lucas_2.wav  \n",
            "  inflating: mnist_audio/6_lucas_20.wav  \n",
            "  inflating: mnist_audio/6_lucas_21.wav  \n",
            "  inflating: mnist_audio/6_lucas_22.wav  \n",
            "  inflating: mnist_audio/6_lucas_23.wav  \n",
            "  inflating: mnist_audio/6_lucas_24.wav  \n",
            "  inflating: mnist_audio/6_lucas_25.wav  \n",
            "  inflating: mnist_audio/6_lucas_26.wav  \n",
            "  inflating: mnist_audio/6_lucas_27.wav  \n",
            "  inflating: mnist_audio/6_lucas_28.wav  \n",
            "  inflating: mnist_audio/6_lucas_29.wav  \n",
            "  inflating: mnist_audio/6_lucas_3.wav  \n",
            "  inflating: mnist_audio/6_lucas_30.wav  \n",
            "  inflating: mnist_audio/6_lucas_31.wav  \n",
            "  inflating: mnist_audio/6_lucas_32.wav  \n",
            "  inflating: mnist_audio/6_lucas_33.wav  \n",
            "  inflating: mnist_audio/6_lucas_34.wav  \n",
            "  inflating: mnist_audio/6_lucas_35.wav  \n",
            "  inflating: mnist_audio/6_lucas_36.wav  \n",
            "  inflating: mnist_audio/6_lucas_37.wav  \n",
            "  inflating: mnist_audio/6_lucas_38.wav  \n",
            "  inflating: mnist_audio/6_lucas_39.wav  \n",
            "  inflating: mnist_audio/6_lucas_4.wav  \n",
            "  inflating: mnist_audio/6_lucas_40.wav  \n",
            "  inflating: mnist_audio/6_lucas_41.wav  \n",
            "  inflating: mnist_audio/6_lucas_42.wav  \n",
            "  inflating: mnist_audio/6_lucas_43.wav  \n",
            "  inflating: mnist_audio/6_lucas_44.wav  \n",
            "  inflating: mnist_audio/6_lucas_45.wav  \n",
            "  inflating: mnist_audio/6_lucas_46.wav  \n",
            "  inflating: mnist_audio/6_lucas_47.wav  \n",
            "  inflating: mnist_audio/6_lucas_48.wav  \n",
            "  inflating: mnist_audio/6_lucas_49.wav  \n",
            "  inflating: mnist_audio/6_lucas_5.wav  \n",
            "  inflating: mnist_audio/6_lucas_6.wav  \n",
            "  inflating: mnist_audio/6_lucas_7.wav  \n",
            "  inflating: mnist_audio/6_lucas_8.wav  \n",
            "  inflating: mnist_audio/6_lucas_9.wav  \n",
            "  inflating: mnist_audio/6_nicolas_0.wav  \n",
            "  inflating: mnist_audio/6_nicolas_1.wav  \n",
            "  inflating: mnist_audio/6_nicolas_10.wav  \n",
            "  inflating: mnist_audio/6_nicolas_11.wav  \n",
            "  inflating: mnist_audio/6_nicolas_12.wav  \n",
            "  inflating: mnist_audio/6_nicolas_13.wav  \n",
            "  inflating: mnist_audio/6_nicolas_14.wav  \n",
            "  inflating: mnist_audio/6_nicolas_15.wav  \n",
            "  inflating: mnist_audio/6_nicolas_16.wav  \n",
            "  inflating: mnist_audio/6_nicolas_17.wav  \n",
            "  inflating: mnist_audio/6_nicolas_18.wav  \n",
            "  inflating: mnist_audio/6_nicolas_19.wav  \n",
            "  inflating: mnist_audio/6_nicolas_2.wav  \n",
            "  inflating: mnist_audio/6_nicolas_20.wav  \n",
            "  inflating: mnist_audio/6_nicolas_21.wav  \n",
            "  inflating: mnist_audio/6_nicolas_22.wav  \n",
            "  inflating: mnist_audio/6_nicolas_23.wav  \n",
            "  inflating: mnist_audio/6_nicolas_24.wav  \n",
            "  inflating: mnist_audio/6_nicolas_25.wav  \n",
            "  inflating: mnist_audio/6_nicolas_26.wav  \n",
            "  inflating: mnist_audio/6_nicolas_27.wav  \n",
            "  inflating: mnist_audio/6_nicolas_28.wav  \n",
            "  inflating: mnist_audio/6_nicolas_29.wav  \n",
            "  inflating: mnist_audio/6_nicolas_3.wav  \n",
            "  inflating: mnist_audio/6_nicolas_30.wav  \n",
            "  inflating: mnist_audio/6_nicolas_31.wav  \n",
            "  inflating: mnist_audio/6_nicolas_32.wav  \n",
            "  inflating: mnist_audio/6_nicolas_33.wav  \n",
            "  inflating: mnist_audio/6_nicolas_34.wav  \n",
            "  inflating: mnist_audio/6_nicolas_35.wav  \n",
            "  inflating: mnist_audio/6_nicolas_36.wav  \n",
            "  inflating: mnist_audio/6_nicolas_37.wav  \n",
            "  inflating: mnist_audio/6_nicolas_38.wav  \n",
            "  inflating: mnist_audio/6_nicolas_39.wav  \n",
            "  inflating: mnist_audio/6_nicolas_4.wav  \n",
            "  inflating: mnist_audio/6_nicolas_40.wav  \n",
            "  inflating: mnist_audio/6_nicolas_41.wav  \n",
            "  inflating: mnist_audio/6_nicolas_42.wav  \n",
            "  inflating: mnist_audio/6_nicolas_43.wav  \n",
            "  inflating: mnist_audio/6_nicolas_44.wav  \n",
            "  inflating: mnist_audio/6_nicolas_45.wav  \n",
            "  inflating: mnist_audio/6_nicolas_46.wav  \n",
            "  inflating: mnist_audio/6_nicolas_47.wav  \n",
            "  inflating: mnist_audio/6_nicolas_48.wav  \n",
            "  inflating: mnist_audio/6_nicolas_49.wav  \n",
            "  inflating: mnist_audio/6_nicolas_5.wav  \n",
            "  inflating: mnist_audio/6_nicolas_6.wav  \n",
            "  inflating: mnist_audio/6_nicolas_7.wav  \n",
            "  inflating: mnist_audio/6_nicolas_8.wav  \n",
            "  inflating: mnist_audio/6_nicolas_9.wav  \n",
            "  inflating: mnist_audio/6_theo_0.wav  \n",
            "  inflating: mnist_audio/6_theo_1.wav  \n",
            "  inflating: mnist_audio/6_theo_10.wav  \n",
            "  inflating: mnist_audio/6_theo_11.wav  \n",
            "  inflating: mnist_audio/6_theo_12.wav  \n",
            "  inflating: mnist_audio/6_theo_13.wav  \n",
            "  inflating: mnist_audio/6_theo_14.wav  \n",
            "  inflating: mnist_audio/6_theo_15.wav  \n",
            "  inflating: mnist_audio/6_theo_16.wav  \n",
            "  inflating: mnist_audio/6_theo_17.wav  \n",
            "  inflating: mnist_audio/6_theo_18.wav  \n",
            "  inflating: mnist_audio/6_theo_19.wav  \n",
            "  inflating: mnist_audio/6_theo_2.wav  \n",
            "  inflating: mnist_audio/6_theo_20.wav  \n",
            "  inflating: mnist_audio/6_theo_21.wav  \n",
            "  inflating: mnist_audio/6_theo_22.wav  \n",
            "  inflating: mnist_audio/6_theo_23.wav  \n",
            "  inflating: mnist_audio/6_theo_24.wav  \n",
            "  inflating: mnist_audio/6_theo_25.wav  \n",
            "  inflating: mnist_audio/6_theo_26.wav  \n",
            "  inflating: mnist_audio/6_theo_27.wav  \n",
            "  inflating: mnist_audio/6_theo_28.wav  \n",
            "  inflating: mnist_audio/6_theo_29.wav  \n",
            "  inflating: mnist_audio/6_theo_3.wav  \n",
            "  inflating: mnist_audio/6_theo_30.wav  \n",
            "  inflating: mnist_audio/6_theo_31.wav  \n",
            "  inflating: mnist_audio/6_theo_32.wav  \n",
            "  inflating: mnist_audio/6_theo_33.wav  \n",
            "  inflating: mnist_audio/6_theo_34.wav  \n",
            "  inflating: mnist_audio/6_theo_35.wav  \n",
            "  inflating: mnist_audio/6_theo_36.wav  \n",
            "  inflating: mnist_audio/6_theo_37.wav  \n",
            "  inflating: mnist_audio/6_theo_38.wav  \n",
            "  inflating: mnist_audio/6_theo_39.wav  \n",
            "  inflating: mnist_audio/6_theo_4.wav  \n",
            "  inflating: mnist_audio/6_theo_40.wav  \n",
            "  inflating: mnist_audio/6_theo_41.wav  \n",
            "  inflating: mnist_audio/6_theo_42.wav  \n",
            "  inflating: mnist_audio/6_theo_43.wav  \n",
            "  inflating: mnist_audio/6_theo_44.wav  \n",
            "  inflating: mnist_audio/6_theo_45.wav  \n",
            "  inflating: mnist_audio/6_theo_46.wav  \n",
            "  inflating: mnist_audio/6_theo_47.wav  \n",
            "  inflating: mnist_audio/6_theo_48.wav  \n",
            "  inflating: mnist_audio/6_theo_49.wav  \n",
            "  inflating: mnist_audio/6_theo_5.wav  \n",
            "  inflating: mnist_audio/6_theo_6.wav  \n",
            "  inflating: mnist_audio/6_theo_7.wav  \n",
            "  inflating: mnist_audio/6_theo_8.wav  \n",
            "  inflating: mnist_audio/6_theo_9.wav  \n",
            "  inflating: mnist_audio/6_yweweler_0.wav  \n",
            "  inflating: mnist_audio/6_yweweler_1.wav  \n",
            "  inflating: mnist_audio/6_yweweler_10.wav  \n",
            "  inflating: mnist_audio/6_yweweler_11.wav  \n",
            "  inflating: mnist_audio/6_yweweler_12.wav  \n",
            "  inflating: mnist_audio/6_yweweler_13.wav  \n",
            "  inflating: mnist_audio/6_yweweler_14.wav  \n",
            "  inflating: mnist_audio/6_yweweler_15.wav  \n",
            "  inflating: mnist_audio/6_yweweler_16.wav  \n",
            "  inflating: mnist_audio/6_yweweler_17.wav  \n",
            "  inflating: mnist_audio/6_yweweler_18.wav  \n",
            "  inflating: mnist_audio/6_yweweler_19.wav  \n",
            "  inflating: mnist_audio/6_yweweler_2.wav  \n",
            "  inflating: mnist_audio/6_yweweler_20.wav  \n",
            "  inflating: mnist_audio/6_yweweler_21.wav  \n",
            "  inflating: mnist_audio/6_yweweler_22.wav  \n",
            "  inflating: mnist_audio/6_yweweler_23.wav  \n",
            "  inflating: mnist_audio/6_yweweler_24.wav  \n",
            "  inflating: mnist_audio/6_yweweler_25.wav  \n",
            "  inflating: mnist_audio/6_yweweler_26.wav  \n",
            "  inflating: mnist_audio/6_yweweler_27.wav  \n",
            "  inflating: mnist_audio/6_yweweler_28.wav  \n",
            "  inflating: mnist_audio/6_yweweler_29.wav  \n",
            "  inflating: mnist_audio/6_yweweler_3.wav  \n",
            "  inflating: mnist_audio/6_yweweler_30.wav  \n",
            "  inflating: mnist_audio/6_yweweler_31.wav  \n",
            "  inflating: mnist_audio/6_yweweler_32.wav  \n",
            "  inflating: mnist_audio/6_yweweler_33.wav  \n",
            "  inflating: mnist_audio/6_yweweler_34.wav  \n",
            "  inflating: mnist_audio/6_yweweler_35.wav  \n",
            "  inflating: mnist_audio/6_yweweler_36.wav  \n",
            "  inflating: mnist_audio/6_yweweler_37.wav  \n",
            "  inflating: mnist_audio/6_yweweler_38.wav  \n",
            "  inflating: mnist_audio/6_yweweler_39.wav  \n",
            "  inflating: mnist_audio/6_yweweler_4.wav  \n",
            "  inflating: mnist_audio/6_yweweler_40.wav  \n",
            "  inflating: mnist_audio/6_yweweler_41.wav  \n",
            "  inflating: mnist_audio/6_yweweler_42.wav  \n",
            "  inflating: mnist_audio/6_yweweler_43.wav  \n",
            "  inflating: mnist_audio/6_yweweler_44.wav  \n",
            "  inflating: mnist_audio/6_yweweler_45.wav  \n",
            "  inflating: mnist_audio/6_yweweler_46.wav  \n",
            "  inflating: mnist_audio/6_yweweler_47.wav  \n",
            "  inflating: mnist_audio/6_yweweler_48.wav  \n",
            "  inflating: mnist_audio/6_yweweler_49.wav  \n",
            "  inflating: mnist_audio/6_yweweler_5.wav  \n",
            "  inflating: mnist_audio/6_yweweler_6.wav  \n",
            "  inflating: mnist_audio/6_yweweler_7.wav  \n",
            "  inflating: mnist_audio/6_yweweler_8.wav  \n",
            "  inflating: mnist_audio/6_yweweler_9.wav  \n",
            "  inflating: mnist_audio/7_george_0.wav  \n",
            "  inflating: mnist_audio/7_george_1.wav  \n",
            "  inflating: mnist_audio/7_george_10.wav  \n",
            "  inflating: mnist_audio/7_george_11.wav  \n",
            "  inflating: mnist_audio/7_george_12.wav  \n",
            "  inflating: mnist_audio/7_george_13.wav  \n",
            "  inflating: mnist_audio/7_george_14.wav  \n",
            "  inflating: mnist_audio/7_george_15.wav  \n",
            "  inflating: mnist_audio/7_george_16.wav  \n",
            "  inflating: mnist_audio/7_george_17.wav  \n",
            "  inflating: mnist_audio/7_george_18.wav  \n",
            "  inflating: mnist_audio/7_george_19.wav  \n",
            "  inflating: mnist_audio/7_george_2.wav  \n",
            "  inflating: mnist_audio/7_george_20.wav  \n",
            "  inflating: mnist_audio/7_george_21.wav  \n",
            "  inflating: mnist_audio/7_george_22.wav  \n",
            "  inflating: mnist_audio/7_george_23.wav  \n",
            "  inflating: mnist_audio/7_george_24.wav  \n",
            "  inflating: mnist_audio/7_george_25.wav  \n",
            "  inflating: mnist_audio/7_george_26.wav  \n",
            "  inflating: mnist_audio/7_george_27.wav  \n",
            "  inflating: mnist_audio/7_george_28.wav  \n",
            "  inflating: mnist_audio/7_george_29.wav  \n",
            "  inflating: mnist_audio/7_george_3.wav  \n",
            "  inflating: mnist_audio/7_george_30.wav  \n",
            "  inflating: mnist_audio/7_george_31.wav  \n",
            "  inflating: mnist_audio/7_george_32.wav  \n",
            "  inflating: mnist_audio/7_george_33.wav  \n",
            "  inflating: mnist_audio/7_george_34.wav  \n",
            "  inflating: mnist_audio/7_george_35.wav  \n",
            "  inflating: mnist_audio/7_george_36.wav  \n",
            "  inflating: mnist_audio/7_george_37.wav  \n",
            "  inflating: mnist_audio/7_george_38.wav  \n",
            "  inflating: mnist_audio/7_george_39.wav  \n",
            "  inflating: mnist_audio/7_george_4.wav  \n",
            "  inflating: mnist_audio/7_george_40.wav  \n",
            "  inflating: mnist_audio/7_george_41.wav  \n",
            "  inflating: mnist_audio/7_george_42.wav  \n",
            "  inflating: mnist_audio/7_george_43.wav  \n",
            "  inflating: mnist_audio/7_george_44.wav  \n",
            "  inflating: mnist_audio/7_george_45.wav  \n",
            "  inflating: mnist_audio/7_george_46.wav  \n",
            "  inflating: mnist_audio/7_george_47.wav  \n",
            "  inflating: mnist_audio/7_george_48.wav  \n",
            "  inflating: mnist_audio/7_george_49.wav  \n",
            "  inflating: mnist_audio/7_george_5.wav  \n",
            "  inflating: mnist_audio/7_george_6.wav  \n",
            "  inflating: mnist_audio/7_george_7.wav  \n",
            "  inflating: mnist_audio/7_george_8.wav  \n",
            "  inflating: mnist_audio/7_george_9.wav  \n",
            "  inflating: mnist_audio/7_jackson_0.wav  \n",
            "  inflating: mnist_audio/7_jackson_1.wav  \n",
            "  inflating: mnist_audio/7_jackson_10.wav  \n",
            "  inflating: mnist_audio/7_jackson_11.wav  \n",
            "  inflating: mnist_audio/7_jackson_12.wav  \n",
            "  inflating: mnist_audio/7_jackson_13.wav  \n",
            "  inflating: mnist_audio/7_jackson_14.wav  \n",
            "  inflating: mnist_audio/7_jackson_15.wav  \n",
            "  inflating: mnist_audio/7_jackson_16.wav  \n",
            "  inflating: mnist_audio/7_jackson_17.wav  \n",
            "  inflating: mnist_audio/7_jackson_18.wav  \n",
            "  inflating: mnist_audio/7_jackson_19.wav  \n",
            "  inflating: mnist_audio/7_jackson_2.wav  \n",
            "  inflating: mnist_audio/7_jackson_20.wav  \n",
            "  inflating: mnist_audio/7_jackson_21.wav  \n",
            "  inflating: mnist_audio/7_jackson_22.wav  \n",
            "  inflating: mnist_audio/7_jackson_23.wav  \n",
            "  inflating: mnist_audio/7_jackson_24.wav  \n",
            "  inflating: mnist_audio/7_jackson_25.wav  \n",
            "  inflating: mnist_audio/7_jackson_26.wav  \n",
            "  inflating: mnist_audio/7_jackson_27.wav  \n",
            "  inflating: mnist_audio/7_jackson_28.wav  \n",
            "  inflating: mnist_audio/7_jackson_29.wav  \n",
            "  inflating: mnist_audio/7_jackson_3.wav  \n",
            "  inflating: mnist_audio/7_jackson_30.wav  \n",
            "  inflating: mnist_audio/7_jackson_31.wav  \n",
            "  inflating: mnist_audio/7_jackson_32.wav  \n",
            "  inflating: mnist_audio/7_jackson_33.wav  \n",
            "  inflating: mnist_audio/7_jackson_34.wav  \n",
            "  inflating: mnist_audio/7_jackson_35.wav  \n",
            "  inflating: mnist_audio/7_jackson_36.wav  \n",
            "  inflating: mnist_audio/7_jackson_37.wav  \n",
            "  inflating: mnist_audio/7_jackson_38.wav  \n",
            "  inflating: mnist_audio/7_jackson_39.wav  \n",
            "  inflating: mnist_audio/7_jackson_4.wav  \n",
            "  inflating: mnist_audio/7_jackson_40.wav  \n",
            "  inflating: mnist_audio/7_jackson_41.wav  \n",
            "  inflating: mnist_audio/7_jackson_42.wav  \n",
            "  inflating: mnist_audio/7_jackson_43.wav  \n",
            "  inflating: mnist_audio/7_jackson_44.wav  \n",
            "  inflating: mnist_audio/7_jackson_45.wav  \n",
            "  inflating: mnist_audio/7_jackson_46.wav  \n",
            "  inflating: mnist_audio/7_jackson_47.wav  \n",
            "  inflating: mnist_audio/7_jackson_48.wav  \n",
            "  inflating: mnist_audio/7_jackson_49.wav  \n",
            "  inflating: mnist_audio/7_jackson_5.wav  \n",
            "  inflating: mnist_audio/7_jackson_6.wav  \n",
            "  inflating: mnist_audio/7_jackson_7.wav  \n",
            "  inflating: mnist_audio/7_jackson_8.wav  \n",
            "  inflating: mnist_audio/7_jackson_9.wav  \n",
            "  inflating: mnist_audio/7_lucas_0.wav  \n",
            "  inflating: mnist_audio/7_lucas_1.wav  \n",
            "  inflating: mnist_audio/7_lucas_10.wav  \n",
            "  inflating: mnist_audio/7_lucas_11.wav  \n",
            "  inflating: mnist_audio/7_lucas_12.wav  \n",
            "  inflating: mnist_audio/7_lucas_13.wav  \n",
            "  inflating: mnist_audio/7_lucas_14.wav  \n",
            "  inflating: mnist_audio/7_lucas_15.wav  \n",
            "  inflating: mnist_audio/7_lucas_16.wav  \n",
            "  inflating: mnist_audio/7_lucas_17.wav  \n",
            "  inflating: mnist_audio/7_lucas_18.wav  \n",
            "  inflating: mnist_audio/7_lucas_19.wav  \n",
            "  inflating: mnist_audio/7_lucas_2.wav  \n",
            "  inflating: mnist_audio/7_lucas_20.wav  \n",
            "  inflating: mnist_audio/7_lucas_21.wav  \n",
            "  inflating: mnist_audio/7_lucas_22.wav  \n",
            "  inflating: mnist_audio/7_lucas_23.wav  \n",
            "  inflating: mnist_audio/7_lucas_24.wav  \n",
            "  inflating: mnist_audio/7_lucas_25.wav  \n",
            "  inflating: mnist_audio/7_lucas_26.wav  \n",
            "  inflating: mnist_audio/7_lucas_27.wav  \n",
            "  inflating: mnist_audio/7_lucas_28.wav  \n",
            "  inflating: mnist_audio/7_lucas_29.wav  \n",
            "  inflating: mnist_audio/7_lucas_3.wav  \n",
            "  inflating: mnist_audio/7_lucas_30.wav  \n",
            "  inflating: mnist_audio/7_lucas_31.wav  \n",
            "  inflating: mnist_audio/7_lucas_32.wav  \n",
            "  inflating: mnist_audio/7_lucas_33.wav  \n",
            "  inflating: mnist_audio/7_lucas_34.wav  \n",
            "  inflating: mnist_audio/7_lucas_35.wav  \n",
            "  inflating: mnist_audio/7_lucas_36.wav  \n",
            "  inflating: mnist_audio/7_lucas_37.wav  \n",
            "  inflating: mnist_audio/7_lucas_38.wav  \n",
            "  inflating: mnist_audio/7_lucas_39.wav  \n",
            "  inflating: mnist_audio/7_lucas_4.wav  \n",
            "  inflating: mnist_audio/7_lucas_40.wav  \n",
            "  inflating: mnist_audio/7_lucas_41.wav  \n",
            "  inflating: mnist_audio/7_lucas_42.wav  \n",
            "  inflating: mnist_audio/7_lucas_43.wav  \n",
            "  inflating: mnist_audio/7_lucas_44.wav  \n",
            "  inflating: mnist_audio/7_lucas_45.wav  \n",
            "  inflating: mnist_audio/7_lucas_46.wav  \n",
            "  inflating: mnist_audio/7_lucas_47.wav  \n",
            "  inflating: mnist_audio/7_lucas_48.wav  \n",
            "  inflating: mnist_audio/7_lucas_49.wav  \n",
            "  inflating: mnist_audio/7_lucas_5.wav  \n",
            "  inflating: mnist_audio/7_lucas_6.wav  \n",
            "  inflating: mnist_audio/7_lucas_7.wav  \n",
            "  inflating: mnist_audio/7_lucas_8.wav  \n",
            "  inflating: mnist_audio/7_lucas_9.wav  \n",
            "  inflating: mnist_audio/7_nicolas_0.wav  \n",
            "  inflating: mnist_audio/7_nicolas_1.wav  \n",
            "  inflating: mnist_audio/7_nicolas_10.wav  \n",
            "  inflating: mnist_audio/7_nicolas_11.wav  \n",
            "  inflating: mnist_audio/7_nicolas_12.wav  \n",
            "  inflating: mnist_audio/7_nicolas_13.wav  \n",
            "  inflating: mnist_audio/7_nicolas_14.wav  \n",
            "  inflating: mnist_audio/7_nicolas_15.wav  \n",
            "  inflating: mnist_audio/7_nicolas_16.wav  \n",
            "  inflating: mnist_audio/7_nicolas_17.wav  \n",
            "  inflating: mnist_audio/7_nicolas_18.wav  \n",
            "  inflating: mnist_audio/7_nicolas_19.wav  \n",
            "  inflating: mnist_audio/7_nicolas_2.wav  \n",
            "  inflating: mnist_audio/7_nicolas_20.wav  \n",
            "  inflating: mnist_audio/7_nicolas_21.wav  \n",
            "  inflating: mnist_audio/7_nicolas_22.wav  \n",
            "  inflating: mnist_audio/7_nicolas_23.wav  \n",
            "  inflating: mnist_audio/7_nicolas_24.wav  \n",
            "  inflating: mnist_audio/7_nicolas_25.wav  \n",
            "  inflating: mnist_audio/7_nicolas_26.wav  \n",
            "  inflating: mnist_audio/7_nicolas_27.wav  \n",
            "  inflating: mnist_audio/7_nicolas_28.wav  \n",
            "  inflating: mnist_audio/7_nicolas_29.wav  \n",
            "  inflating: mnist_audio/7_nicolas_3.wav  \n",
            "  inflating: mnist_audio/7_nicolas_30.wav  \n",
            "  inflating: mnist_audio/7_nicolas_31.wav  \n",
            "  inflating: mnist_audio/7_nicolas_32.wav  \n",
            "  inflating: mnist_audio/7_nicolas_33.wav  \n",
            "  inflating: mnist_audio/7_nicolas_34.wav  \n",
            "  inflating: mnist_audio/7_nicolas_35.wav  \n",
            "  inflating: mnist_audio/7_nicolas_36.wav  \n",
            "  inflating: mnist_audio/7_nicolas_37.wav  \n",
            "  inflating: mnist_audio/7_nicolas_38.wav  \n",
            "  inflating: mnist_audio/7_nicolas_39.wav  \n",
            "  inflating: mnist_audio/7_nicolas_4.wav  \n",
            "  inflating: mnist_audio/7_nicolas_40.wav  \n",
            "  inflating: mnist_audio/7_nicolas_41.wav  \n",
            "  inflating: mnist_audio/7_nicolas_42.wav  \n",
            "  inflating: mnist_audio/7_nicolas_43.wav  \n",
            "  inflating: mnist_audio/7_nicolas_44.wav  \n",
            "  inflating: mnist_audio/7_nicolas_45.wav  \n",
            "  inflating: mnist_audio/7_nicolas_46.wav  \n",
            "  inflating: mnist_audio/7_nicolas_47.wav  \n",
            "  inflating: mnist_audio/7_nicolas_48.wav  \n",
            "  inflating: mnist_audio/7_nicolas_49.wav  \n",
            "  inflating: mnist_audio/7_nicolas_5.wav  \n",
            "  inflating: mnist_audio/7_nicolas_6.wav  \n",
            "  inflating: mnist_audio/7_nicolas_7.wav  \n",
            "  inflating: mnist_audio/7_nicolas_8.wav  \n",
            "  inflating: mnist_audio/7_nicolas_9.wav  \n",
            "  inflating: mnist_audio/7_theo_0.wav  \n",
            "  inflating: mnist_audio/7_theo_1.wav  \n",
            "  inflating: mnist_audio/7_theo_10.wav  \n",
            "  inflating: mnist_audio/7_theo_11.wav  \n",
            "  inflating: mnist_audio/7_theo_12.wav  \n",
            "  inflating: mnist_audio/7_theo_13.wav  \n",
            "  inflating: mnist_audio/7_theo_14.wav  \n",
            "  inflating: mnist_audio/7_theo_15.wav  \n",
            "  inflating: mnist_audio/7_theo_16.wav  \n",
            "  inflating: mnist_audio/7_theo_17.wav  \n",
            "  inflating: mnist_audio/7_theo_18.wav  \n",
            "  inflating: mnist_audio/7_theo_19.wav  \n",
            "  inflating: mnist_audio/7_theo_2.wav  \n",
            "  inflating: mnist_audio/7_theo_20.wav  \n",
            "  inflating: mnist_audio/7_theo_21.wav  \n",
            "  inflating: mnist_audio/7_theo_22.wav  \n",
            "  inflating: mnist_audio/7_theo_23.wav  \n",
            "  inflating: mnist_audio/7_theo_24.wav  \n",
            "  inflating: mnist_audio/7_theo_25.wav  \n",
            "  inflating: mnist_audio/7_theo_26.wav  \n",
            "  inflating: mnist_audio/7_theo_27.wav  \n",
            "  inflating: mnist_audio/7_theo_28.wav  \n",
            "  inflating: mnist_audio/7_theo_29.wav  \n",
            "  inflating: mnist_audio/7_theo_3.wav  \n",
            "  inflating: mnist_audio/7_theo_30.wav  \n",
            "  inflating: mnist_audio/7_theo_31.wav  \n",
            "  inflating: mnist_audio/7_theo_32.wav  \n",
            "  inflating: mnist_audio/7_theo_33.wav  \n",
            "  inflating: mnist_audio/7_theo_34.wav  \n",
            "  inflating: mnist_audio/7_theo_35.wav  \n",
            "  inflating: mnist_audio/7_theo_36.wav  \n",
            "  inflating: mnist_audio/7_theo_37.wav  \n",
            "  inflating: mnist_audio/7_theo_38.wav  \n",
            "  inflating: mnist_audio/7_theo_39.wav  \n",
            "  inflating: mnist_audio/7_theo_4.wav  \n",
            "  inflating: mnist_audio/7_theo_40.wav  \n",
            "  inflating: mnist_audio/7_theo_41.wav  \n",
            "  inflating: mnist_audio/7_theo_42.wav  \n",
            "  inflating: mnist_audio/7_theo_43.wav  \n",
            "  inflating: mnist_audio/7_theo_44.wav  \n",
            "  inflating: mnist_audio/7_theo_45.wav  \n",
            "  inflating: mnist_audio/7_theo_46.wav  \n",
            "  inflating: mnist_audio/7_theo_47.wav  \n",
            "  inflating: mnist_audio/7_theo_48.wav  \n",
            "  inflating: mnist_audio/7_theo_49.wav  \n",
            "  inflating: mnist_audio/7_theo_5.wav  \n",
            "  inflating: mnist_audio/7_theo_6.wav  \n",
            "  inflating: mnist_audio/7_theo_7.wav  \n",
            "  inflating: mnist_audio/7_theo_8.wav  \n",
            "  inflating: mnist_audio/7_theo_9.wav  \n",
            "  inflating: mnist_audio/7_yweweler_0.wav  \n",
            "  inflating: mnist_audio/7_yweweler_1.wav  \n",
            "  inflating: mnist_audio/7_yweweler_10.wav  \n",
            "  inflating: mnist_audio/7_yweweler_11.wav  \n",
            "  inflating: mnist_audio/7_yweweler_12.wav  \n",
            "  inflating: mnist_audio/7_yweweler_13.wav  \n",
            "  inflating: mnist_audio/7_yweweler_14.wav  \n",
            "  inflating: mnist_audio/7_yweweler_15.wav  \n",
            "  inflating: mnist_audio/7_yweweler_16.wav  \n",
            "  inflating: mnist_audio/7_yweweler_17.wav  \n",
            "  inflating: mnist_audio/7_yweweler_18.wav  \n",
            "  inflating: mnist_audio/7_yweweler_19.wav  \n",
            "  inflating: mnist_audio/7_yweweler_2.wav  \n",
            "  inflating: mnist_audio/7_yweweler_20.wav  \n",
            "  inflating: mnist_audio/7_yweweler_21.wav  \n",
            "  inflating: mnist_audio/7_yweweler_22.wav  \n",
            "  inflating: mnist_audio/7_yweweler_23.wav  \n",
            "  inflating: mnist_audio/7_yweweler_24.wav  \n",
            "  inflating: mnist_audio/7_yweweler_25.wav  \n",
            "  inflating: mnist_audio/7_yweweler_26.wav  \n",
            "  inflating: mnist_audio/7_yweweler_27.wav  \n",
            "  inflating: mnist_audio/7_yweweler_28.wav  \n",
            "  inflating: mnist_audio/7_yweweler_29.wav  \n",
            "  inflating: mnist_audio/7_yweweler_3.wav  \n",
            "  inflating: mnist_audio/7_yweweler_30.wav  \n",
            "  inflating: mnist_audio/7_yweweler_31.wav  \n",
            "  inflating: mnist_audio/7_yweweler_32.wav  \n",
            "  inflating: mnist_audio/7_yweweler_33.wav  \n",
            "  inflating: mnist_audio/7_yweweler_34.wav  \n",
            "  inflating: mnist_audio/7_yweweler_35.wav  \n",
            "  inflating: mnist_audio/7_yweweler_36.wav  \n",
            "  inflating: mnist_audio/7_yweweler_37.wav  \n",
            "  inflating: mnist_audio/7_yweweler_38.wav  \n",
            "  inflating: mnist_audio/7_yweweler_39.wav  \n",
            "  inflating: mnist_audio/7_yweweler_4.wav  \n",
            "  inflating: mnist_audio/7_yweweler_40.wav  \n",
            "  inflating: mnist_audio/7_yweweler_41.wav  \n",
            "  inflating: mnist_audio/7_yweweler_42.wav  \n",
            "  inflating: mnist_audio/7_yweweler_43.wav  \n",
            "  inflating: mnist_audio/7_yweweler_44.wav  \n",
            "  inflating: mnist_audio/7_yweweler_45.wav  \n",
            "  inflating: mnist_audio/7_yweweler_46.wav  \n",
            "  inflating: mnist_audio/7_yweweler_47.wav  \n",
            "  inflating: mnist_audio/7_yweweler_48.wav  \n",
            "  inflating: mnist_audio/7_yweweler_49.wav  \n",
            "  inflating: mnist_audio/7_yweweler_5.wav  \n",
            "  inflating: mnist_audio/7_yweweler_6.wav  \n",
            "  inflating: mnist_audio/7_yweweler_7.wav  \n",
            "  inflating: mnist_audio/7_yweweler_8.wav  \n",
            "  inflating: mnist_audio/7_yweweler_9.wav  \n",
            "  inflating: mnist_audio/8_george_0.wav  \n",
            "  inflating: mnist_audio/8_george_1.wav  \n",
            "  inflating: mnist_audio/8_george_10.wav  \n",
            "  inflating: mnist_audio/8_george_11.wav  \n",
            "  inflating: mnist_audio/8_george_12.wav  \n",
            "  inflating: mnist_audio/8_george_13.wav  \n",
            "  inflating: mnist_audio/8_george_14.wav  \n",
            "  inflating: mnist_audio/8_george_15.wav  \n",
            "  inflating: mnist_audio/8_george_16.wav  \n",
            "  inflating: mnist_audio/8_george_17.wav  \n",
            "  inflating: mnist_audio/8_george_18.wav  \n",
            "  inflating: mnist_audio/8_george_19.wav  \n",
            "  inflating: mnist_audio/8_george_2.wav  \n",
            "  inflating: mnist_audio/8_george_20.wav  \n",
            "  inflating: mnist_audio/8_george_21.wav  \n",
            "  inflating: mnist_audio/8_george_22.wav  \n",
            "  inflating: mnist_audio/8_george_23.wav  \n",
            "  inflating: mnist_audio/8_george_24.wav  \n",
            "  inflating: mnist_audio/8_george_25.wav  \n",
            "  inflating: mnist_audio/8_george_26.wav  \n",
            "  inflating: mnist_audio/8_george_27.wav  \n",
            "  inflating: mnist_audio/8_george_28.wav  \n",
            "  inflating: mnist_audio/8_george_29.wav  \n",
            "  inflating: mnist_audio/8_george_3.wav  \n",
            "  inflating: mnist_audio/8_george_30.wav  \n",
            "  inflating: mnist_audio/8_george_31.wav  \n",
            "  inflating: mnist_audio/8_george_32.wav  \n",
            "  inflating: mnist_audio/8_george_33.wav  \n",
            "  inflating: mnist_audio/8_george_34.wav  \n",
            "  inflating: mnist_audio/8_george_35.wav  \n",
            "  inflating: mnist_audio/8_george_36.wav  \n",
            "  inflating: mnist_audio/8_george_37.wav  \n",
            "  inflating: mnist_audio/8_george_38.wav  \n",
            "  inflating: mnist_audio/8_george_39.wav  \n",
            "  inflating: mnist_audio/8_george_4.wav  \n",
            "  inflating: mnist_audio/8_george_40.wav  \n",
            "  inflating: mnist_audio/8_george_41.wav  \n",
            "  inflating: mnist_audio/8_george_42.wav  \n",
            "  inflating: mnist_audio/8_george_43.wav  \n",
            "  inflating: mnist_audio/8_george_44.wav  \n",
            "  inflating: mnist_audio/8_george_45.wav  \n",
            "  inflating: mnist_audio/8_george_46.wav  \n",
            "  inflating: mnist_audio/8_george_47.wav  \n",
            "  inflating: mnist_audio/8_george_48.wav  \n",
            "  inflating: mnist_audio/8_george_49.wav  \n",
            "  inflating: mnist_audio/8_george_5.wav  \n",
            "  inflating: mnist_audio/8_george_6.wav  \n",
            "  inflating: mnist_audio/8_george_7.wav  \n",
            "  inflating: mnist_audio/8_george_8.wav  \n",
            "  inflating: mnist_audio/8_george_9.wav  \n",
            "  inflating: mnist_audio/8_jackson_0.wav  \n",
            "  inflating: mnist_audio/8_jackson_1.wav  \n",
            "  inflating: mnist_audio/8_jackson_10.wav  \n",
            "  inflating: mnist_audio/8_jackson_11.wav  \n",
            "  inflating: mnist_audio/8_jackson_12.wav  \n",
            "  inflating: mnist_audio/8_jackson_13.wav  \n",
            "  inflating: mnist_audio/8_jackson_14.wav  \n",
            "  inflating: mnist_audio/8_jackson_15.wav  \n",
            "  inflating: mnist_audio/8_jackson_16.wav  \n",
            "  inflating: mnist_audio/8_jackson_17.wav  \n",
            "  inflating: mnist_audio/8_jackson_18.wav  \n",
            "  inflating: mnist_audio/8_jackson_19.wav  \n",
            "  inflating: mnist_audio/8_jackson_2.wav  \n",
            "  inflating: mnist_audio/8_jackson_20.wav  \n",
            "  inflating: mnist_audio/8_jackson_21.wav  \n",
            "  inflating: mnist_audio/8_jackson_22.wav  \n",
            "  inflating: mnist_audio/8_jackson_23.wav  \n",
            "  inflating: mnist_audio/8_jackson_24.wav  \n",
            "  inflating: mnist_audio/8_jackson_25.wav  \n",
            "  inflating: mnist_audio/8_jackson_26.wav  \n",
            "  inflating: mnist_audio/8_jackson_27.wav  \n",
            "  inflating: mnist_audio/8_jackson_28.wav  \n",
            "  inflating: mnist_audio/8_jackson_29.wav  \n",
            "  inflating: mnist_audio/8_jackson_3.wav  \n",
            "  inflating: mnist_audio/8_jackson_30.wav  \n",
            "  inflating: mnist_audio/8_jackson_31.wav  \n",
            "  inflating: mnist_audio/8_jackson_32.wav  \n",
            "  inflating: mnist_audio/8_jackson_33.wav  \n",
            "  inflating: mnist_audio/8_jackson_34.wav  \n",
            "  inflating: mnist_audio/8_jackson_35.wav  \n",
            "  inflating: mnist_audio/8_jackson_36.wav  \n",
            "  inflating: mnist_audio/8_jackson_37.wav  \n",
            "  inflating: mnist_audio/8_jackson_38.wav  \n",
            "  inflating: mnist_audio/8_jackson_39.wav  \n",
            "  inflating: mnist_audio/8_jackson_4.wav  \n",
            "  inflating: mnist_audio/8_jackson_40.wav  \n",
            "  inflating: mnist_audio/8_jackson_41.wav  \n",
            "  inflating: mnist_audio/8_jackson_42.wav  \n",
            "  inflating: mnist_audio/8_jackson_43.wav  \n",
            "  inflating: mnist_audio/8_jackson_44.wav  \n",
            "  inflating: mnist_audio/8_jackson_45.wav  \n",
            "  inflating: mnist_audio/8_jackson_46.wav  \n",
            "  inflating: mnist_audio/8_jackson_47.wav  \n",
            "  inflating: mnist_audio/8_jackson_48.wav  \n",
            "  inflating: mnist_audio/8_jackson_49.wav  \n",
            "  inflating: mnist_audio/8_jackson_5.wav  \n",
            "  inflating: mnist_audio/8_jackson_6.wav  \n",
            "  inflating: mnist_audio/8_jackson_7.wav  \n",
            "  inflating: mnist_audio/8_jackson_8.wav  \n",
            "  inflating: mnist_audio/8_jackson_9.wav  \n",
            "  inflating: mnist_audio/8_lucas_0.wav  \n",
            "  inflating: mnist_audio/8_lucas_1.wav  \n",
            "  inflating: mnist_audio/8_lucas_10.wav  \n",
            "  inflating: mnist_audio/8_lucas_11.wav  \n",
            "  inflating: mnist_audio/8_lucas_12.wav  \n",
            "  inflating: mnist_audio/8_lucas_13.wav  \n",
            "  inflating: mnist_audio/8_lucas_14.wav  \n",
            "  inflating: mnist_audio/8_lucas_15.wav  \n",
            "  inflating: mnist_audio/8_lucas_16.wav  \n",
            "  inflating: mnist_audio/8_lucas_17.wav  \n",
            "  inflating: mnist_audio/8_lucas_18.wav  \n",
            "  inflating: mnist_audio/8_lucas_19.wav  \n",
            "  inflating: mnist_audio/8_lucas_2.wav  \n",
            "  inflating: mnist_audio/8_lucas_20.wav  \n",
            "  inflating: mnist_audio/8_lucas_21.wav  \n",
            "  inflating: mnist_audio/8_lucas_22.wav  \n",
            "  inflating: mnist_audio/8_lucas_23.wav  \n",
            "  inflating: mnist_audio/8_lucas_24.wav  \n",
            "  inflating: mnist_audio/8_lucas_25.wav  \n",
            "  inflating: mnist_audio/8_lucas_26.wav  \n",
            "  inflating: mnist_audio/8_lucas_27.wav  \n",
            "  inflating: mnist_audio/8_lucas_28.wav  \n",
            "  inflating: mnist_audio/8_lucas_29.wav  \n",
            "  inflating: mnist_audio/8_lucas_3.wav  \n",
            "  inflating: mnist_audio/8_lucas_30.wav  \n",
            "  inflating: mnist_audio/8_lucas_31.wav  \n",
            "  inflating: mnist_audio/8_lucas_32.wav  \n",
            "  inflating: mnist_audio/8_lucas_33.wav  \n",
            "  inflating: mnist_audio/8_lucas_34.wav  \n",
            "  inflating: mnist_audio/8_lucas_35.wav  \n",
            "  inflating: mnist_audio/8_lucas_36.wav  \n",
            "  inflating: mnist_audio/8_lucas_37.wav  \n",
            "  inflating: mnist_audio/8_lucas_38.wav  \n",
            "  inflating: mnist_audio/8_lucas_39.wav  \n",
            "  inflating: mnist_audio/8_lucas_4.wav  \n",
            "  inflating: mnist_audio/8_lucas_40.wav  \n",
            "  inflating: mnist_audio/8_lucas_41.wav  \n",
            "  inflating: mnist_audio/8_lucas_42.wav  \n",
            "  inflating: mnist_audio/8_lucas_43.wav  \n",
            "  inflating: mnist_audio/8_lucas_44.wav  \n",
            "  inflating: mnist_audio/8_lucas_45.wav  \n",
            "  inflating: mnist_audio/8_lucas_46.wav  \n",
            "  inflating: mnist_audio/8_lucas_47.wav  \n",
            "  inflating: mnist_audio/8_lucas_48.wav  \n",
            "  inflating: mnist_audio/8_lucas_49.wav  \n",
            "  inflating: mnist_audio/8_lucas_5.wav  \n",
            "  inflating: mnist_audio/8_lucas_6.wav  \n",
            "  inflating: mnist_audio/8_lucas_7.wav  \n",
            "  inflating: mnist_audio/8_lucas_8.wav  \n",
            "  inflating: mnist_audio/8_lucas_9.wav  \n",
            "  inflating: mnist_audio/8_nicolas_0.wav  \n",
            "  inflating: mnist_audio/8_nicolas_1.wav  \n",
            "  inflating: mnist_audio/8_nicolas_10.wav  \n",
            "  inflating: mnist_audio/8_nicolas_11.wav  \n",
            "  inflating: mnist_audio/8_nicolas_12.wav  \n",
            "  inflating: mnist_audio/8_nicolas_13.wav  \n",
            "  inflating: mnist_audio/8_nicolas_14.wav  \n",
            "  inflating: mnist_audio/8_nicolas_15.wav  \n",
            "  inflating: mnist_audio/8_nicolas_16.wav  \n",
            "  inflating: mnist_audio/8_nicolas_17.wav  \n",
            "  inflating: mnist_audio/8_nicolas_18.wav  \n",
            "  inflating: mnist_audio/8_nicolas_19.wav  \n",
            "  inflating: mnist_audio/8_nicolas_2.wav  \n",
            "  inflating: mnist_audio/8_nicolas_20.wav  \n",
            "  inflating: mnist_audio/8_nicolas_21.wav  \n",
            "  inflating: mnist_audio/8_nicolas_22.wav  \n",
            "  inflating: mnist_audio/8_nicolas_23.wav  \n",
            "  inflating: mnist_audio/8_nicolas_24.wav  \n",
            "  inflating: mnist_audio/8_nicolas_25.wav  \n",
            "  inflating: mnist_audio/8_nicolas_26.wav  \n",
            "  inflating: mnist_audio/8_nicolas_27.wav  \n",
            "  inflating: mnist_audio/8_nicolas_28.wav  \n",
            "  inflating: mnist_audio/8_nicolas_29.wav  \n",
            "  inflating: mnist_audio/8_nicolas_3.wav  \n",
            "  inflating: mnist_audio/8_nicolas_30.wav  \n",
            "  inflating: mnist_audio/8_nicolas_31.wav  \n",
            "  inflating: mnist_audio/8_nicolas_32.wav  \n",
            "  inflating: mnist_audio/8_nicolas_33.wav  \n",
            "  inflating: mnist_audio/8_nicolas_34.wav  \n",
            "  inflating: mnist_audio/8_nicolas_35.wav  \n",
            "  inflating: mnist_audio/8_nicolas_36.wav  \n",
            "  inflating: mnist_audio/8_nicolas_37.wav  \n",
            "  inflating: mnist_audio/8_nicolas_38.wav  \n",
            "  inflating: mnist_audio/8_nicolas_39.wav  \n",
            "  inflating: mnist_audio/8_nicolas_4.wav  \n",
            "  inflating: mnist_audio/8_nicolas_40.wav  \n",
            "  inflating: mnist_audio/8_nicolas_41.wav  \n",
            "  inflating: mnist_audio/8_nicolas_42.wav  \n",
            "  inflating: mnist_audio/8_nicolas_43.wav  \n",
            "  inflating: mnist_audio/8_nicolas_44.wav  \n",
            "  inflating: mnist_audio/8_nicolas_45.wav  \n",
            "  inflating: mnist_audio/8_nicolas_46.wav  \n",
            "  inflating: mnist_audio/8_nicolas_47.wav  \n",
            "  inflating: mnist_audio/8_nicolas_48.wav  \n",
            "  inflating: mnist_audio/8_nicolas_49.wav  \n",
            "  inflating: mnist_audio/8_nicolas_5.wav  \n",
            "  inflating: mnist_audio/8_nicolas_6.wav  \n",
            "  inflating: mnist_audio/8_nicolas_7.wav  \n",
            "  inflating: mnist_audio/8_nicolas_8.wav  \n",
            "  inflating: mnist_audio/8_nicolas_9.wav  \n",
            "  inflating: mnist_audio/8_theo_0.wav  \n",
            "  inflating: mnist_audio/8_theo_1.wav  \n",
            "  inflating: mnist_audio/8_theo_10.wav  \n",
            "  inflating: mnist_audio/8_theo_11.wav  \n",
            "  inflating: mnist_audio/8_theo_12.wav  \n",
            "  inflating: mnist_audio/8_theo_13.wav  \n",
            "  inflating: mnist_audio/8_theo_14.wav  \n",
            "  inflating: mnist_audio/8_theo_15.wav  \n",
            "  inflating: mnist_audio/8_theo_16.wav  \n",
            "  inflating: mnist_audio/8_theo_17.wav  \n",
            "  inflating: mnist_audio/8_theo_18.wav  \n",
            "  inflating: mnist_audio/8_theo_19.wav  \n",
            "  inflating: mnist_audio/8_theo_2.wav  \n",
            "  inflating: mnist_audio/8_theo_20.wav  \n",
            "  inflating: mnist_audio/8_theo_21.wav  \n",
            "  inflating: mnist_audio/8_theo_22.wav  \n",
            "  inflating: mnist_audio/8_theo_23.wav  \n",
            "  inflating: mnist_audio/8_theo_24.wav  \n",
            "  inflating: mnist_audio/8_theo_25.wav  \n",
            "  inflating: mnist_audio/8_theo_26.wav  \n",
            "  inflating: mnist_audio/8_theo_27.wav  \n",
            "  inflating: mnist_audio/8_theo_28.wav  \n",
            "  inflating: mnist_audio/8_theo_29.wav  \n",
            "  inflating: mnist_audio/8_theo_3.wav  \n",
            "  inflating: mnist_audio/8_theo_30.wav  \n",
            "  inflating: mnist_audio/8_theo_31.wav  \n",
            "  inflating: mnist_audio/8_theo_32.wav  \n",
            "  inflating: mnist_audio/8_theo_33.wav  \n",
            "  inflating: mnist_audio/8_theo_34.wav  \n",
            "  inflating: mnist_audio/8_theo_35.wav  \n",
            "  inflating: mnist_audio/8_theo_36.wav  \n",
            "  inflating: mnist_audio/8_theo_37.wav  \n",
            "  inflating: mnist_audio/8_theo_38.wav  \n",
            "  inflating: mnist_audio/8_theo_39.wav  \n",
            "  inflating: mnist_audio/8_theo_4.wav  \n",
            "  inflating: mnist_audio/8_theo_40.wav  \n",
            "  inflating: mnist_audio/8_theo_41.wav  \n",
            "  inflating: mnist_audio/8_theo_42.wav  \n",
            "  inflating: mnist_audio/8_theo_43.wav  \n",
            "  inflating: mnist_audio/8_theo_44.wav  \n",
            "  inflating: mnist_audio/8_theo_45.wav  \n",
            "  inflating: mnist_audio/8_theo_46.wav  \n",
            "  inflating: mnist_audio/8_theo_47.wav  \n",
            "  inflating: mnist_audio/8_theo_48.wav  \n",
            "  inflating: mnist_audio/8_theo_49.wav  \n",
            "  inflating: mnist_audio/8_theo_5.wav  \n",
            "  inflating: mnist_audio/8_theo_6.wav  \n",
            "  inflating: mnist_audio/8_theo_7.wav  \n",
            "  inflating: mnist_audio/8_theo_8.wav  \n",
            "  inflating: mnist_audio/8_theo_9.wav  \n",
            "  inflating: mnist_audio/8_yweweler_0.wav  \n",
            "  inflating: mnist_audio/8_yweweler_1.wav  \n",
            "  inflating: mnist_audio/8_yweweler_10.wav  \n",
            "  inflating: mnist_audio/8_yweweler_11.wav  \n",
            "  inflating: mnist_audio/8_yweweler_12.wav  \n",
            "  inflating: mnist_audio/8_yweweler_13.wav  \n",
            "  inflating: mnist_audio/8_yweweler_14.wav  \n",
            "  inflating: mnist_audio/8_yweweler_15.wav  \n",
            "  inflating: mnist_audio/8_yweweler_16.wav  \n",
            "  inflating: mnist_audio/8_yweweler_17.wav  \n",
            "  inflating: mnist_audio/8_yweweler_18.wav  \n",
            "  inflating: mnist_audio/8_yweweler_19.wav  \n",
            "  inflating: mnist_audio/8_yweweler_2.wav  \n",
            "  inflating: mnist_audio/8_yweweler_20.wav  \n",
            "  inflating: mnist_audio/8_yweweler_21.wav  \n",
            "  inflating: mnist_audio/8_yweweler_22.wav  \n",
            "  inflating: mnist_audio/8_yweweler_23.wav  \n",
            "  inflating: mnist_audio/8_yweweler_24.wav  \n",
            "  inflating: mnist_audio/8_yweweler_25.wav  \n",
            "  inflating: mnist_audio/8_yweweler_26.wav  \n",
            "  inflating: mnist_audio/8_yweweler_27.wav  \n",
            "  inflating: mnist_audio/8_yweweler_28.wav  \n",
            "  inflating: mnist_audio/8_yweweler_29.wav  \n",
            "  inflating: mnist_audio/8_yweweler_3.wav  \n",
            "  inflating: mnist_audio/8_yweweler_30.wav  \n",
            "  inflating: mnist_audio/8_yweweler_31.wav  \n",
            "  inflating: mnist_audio/8_yweweler_32.wav  \n",
            "  inflating: mnist_audio/8_yweweler_33.wav  \n",
            "  inflating: mnist_audio/8_yweweler_34.wav  \n",
            "  inflating: mnist_audio/8_yweweler_35.wav  \n",
            "  inflating: mnist_audio/8_yweweler_36.wav  \n",
            "  inflating: mnist_audio/8_yweweler_37.wav  \n",
            "  inflating: mnist_audio/8_yweweler_38.wav  \n",
            "  inflating: mnist_audio/8_yweweler_39.wav  \n",
            "  inflating: mnist_audio/8_yweweler_4.wav  \n",
            "  inflating: mnist_audio/8_yweweler_40.wav  \n",
            "  inflating: mnist_audio/8_yweweler_41.wav  \n",
            "  inflating: mnist_audio/8_yweweler_42.wav  \n",
            "  inflating: mnist_audio/8_yweweler_43.wav  \n",
            "  inflating: mnist_audio/8_yweweler_44.wav  \n",
            "  inflating: mnist_audio/8_yweweler_45.wav  \n",
            "  inflating: mnist_audio/8_yweweler_46.wav  \n",
            "  inflating: mnist_audio/8_yweweler_47.wav  \n",
            "  inflating: mnist_audio/8_yweweler_48.wav  \n",
            "  inflating: mnist_audio/8_yweweler_49.wav  \n",
            "  inflating: mnist_audio/8_yweweler_5.wav  \n",
            "  inflating: mnist_audio/8_yweweler_6.wav  \n",
            "  inflating: mnist_audio/8_yweweler_7.wav  \n",
            "  inflating: mnist_audio/8_yweweler_8.wav  \n",
            "  inflating: mnist_audio/8_yweweler_9.wav  \n",
            "  inflating: mnist_audio/9_george_0.wav  \n",
            "  inflating: mnist_audio/9_george_1.wav  \n",
            "  inflating: mnist_audio/9_george_10.wav  \n",
            "  inflating: mnist_audio/9_george_11.wav  \n",
            "  inflating: mnist_audio/9_george_12.wav  \n",
            "  inflating: mnist_audio/9_george_13.wav  \n",
            "  inflating: mnist_audio/9_george_14.wav  \n",
            "  inflating: mnist_audio/9_george_15.wav  \n",
            "  inflating: mnist_audio/9_george_16.wav  \n",
            "  inflating: mnist_audio/9_george_17.wav  \n",
            "  inflating: mnist_audio/9_george_18.wav  \n",
            "  inflating: mnist_audio/9_george_19.wav  \n",
            "  inflating: mnist_audio/9_george_2.wav  \n",
            "  inflating: mnist_audio/9_george_20.wav  \n",
            "  inflating: mnist_audio/9_george_21.wav  \n",
            "  inflating: mnist_audio/9_george_22.wav  \n",
            "  inflating: mnist_audio/9_george_23.wav  \n",
            "  inflating: mnist_audio/9_george_24.wav  \n",
            "  inflating: mnist_audio/9_george_25.wav  \n",
            "  inflating: mnist_audio/9_george_26.wav  \n",
            "  inflating: mnist_audio/9_george_27.wav  \n",
            "  inflating: mnist_audio/9_george_28.wav  \n",
            "  inflating: mnist_audio/9_george_29.wav  \n",
            "  inflating: mnist_audio/9_george_3.wav  \n",
            "  inflating: mnist_audio/9_george_30.wav  \n",
            "  inflating: mnist_audio/9_george_31.wav  \n",
            "  inflating: mnist_audio/9_george_32.wav  \n",
            "  inflating: mnist_audio/9_george_33.wav  \n",
            "  inflating: mnist_audio/9_george_34.wav  \n",
            "  inflating: mnist_audio/9_george_35.wav  \n",
            "  inflating: mnist_audio/9_george_36.wav  \n",
            "  inflating: mnist_audio/9_george_37.wav  \n",
            "  inflating: mnist_audio/9_george_38.wav  \n",
            "  inflating: mnist_audio/9_george_39.wav  \n",
            "  inflating: mnist_audio/9_george_4.wav  \n",
            "  inflating: mnist_audio/9_george_40.wav  \n",
            "  inflating: mnist_audio/9_george_41.wav  \n",
            "  inflating: mnist_audio/9_george_42.wav  \n",
            "  inflating: mnist_audio/9_george_43.wav  \n",
            "  inflating: mnist_audio/9_george_44.wav  \n",
            "  inflating: mnist_audio/9_george_45.wav  \n",
            "  inflating: mnist_audio/9_george_46.wav  \n",
            "  inflating: mnist_audio/9_george_47.wav  \n",
            "  inflating: mnist_audio/9_george_48.wav  \n",
            "  inflating: mnist_audio/9_george_49.wav  \n",
            "  inflating: mnist_audio/9_george_5.wav  \n",
            "  inflating: mnist_audio/9_george_6.wav  \n",
            "  inflating: mnist_audio/9_george_7.wav  \n",
            "  inflating: mnist_audio/9_george_8.wav  \n",
            "  inflating: mnist_audio/9_george_9.wav  \n",
            "  inflating: mnist_audio/9_jackson_0.wav  \n",
            "  inflating: mnist_audio/9_jackson_1.wav  \n",
            "  inflating: mnist_audio/9_jackson_10.wav  \n",
            "  inflating: mnist_audio/9_jackson_11.wav  \n",
            "  inflating: mnist_audio/9_jackson_12.wav  \n",
            "  inflating: mnist_audio/9_jackson_13.wav  \n",
            "  inflating: mnist_audio/9_jackson_14.wav  \n",
            "  inflating: mnist_audio/9_jackson_15.wav  \n",
            "  inflating: mnist_audio/9_jackson_16.wav  \n",
            "  inflating: mnist_audio/9_jackson_17.wav  \n",
            "  inflating: mnist_audio/9_jackson_18.wav  \n",
            "  inflating: mnist_audio/9_jackson_19.wav  \n",
            "  inflating: mnist_audio/9_jackson_2.wav  \n",
            "  inflating: mnist_audio/9_jackson_20.wav  \n",
            "  inflating: mnist_audio/9_jackson_21.wav  \n",
            "  inflating: mnist_audio/9_jackson_22.wav  \n",
            "  inflating: mnist_audio/9_jackson_23.wav  \n",
            "  inflating: mnist_audio/9_jackson_24.wav  \n",
            "  inflating: mnist_audio/9_jackson_25.wav  \n",
            "  inflating: mnist_audio/9_jackson_26.wav  \n",
            "  inflating: mnist_audio/9_jackson_27.wav  \n",
            "  inflating: mnist_audio/9_jackson_28.wav  \n",
            "  inflating: mnist_audio/9_jackson_29.wav  \n",
            "  inflating: mnist_audio/9_jackson_3.wav  \n",
            "  inflating: mnist_audio/9_jackson_30.wav  \n",
            "  inflating: mnist_audio/9_jackson_31.wav  \n",
            "  inflating: mnist_audio/9_jackson_32.wav  \n",
            "  inflating: mnist_audio/9_jackson_33.wav  \n",
            "  inflating: mnist_audio/9_jackson_34.wav  \n",
            "  inflating: mnist_audio/9_jackson_35.wav  \n",
            "  inflating: mnist_audio/9_jackson_36.wav  \n",
            "  inflating: mnist_audio/9_jackson_37.wav  \n",
            "  inflating: mnist_audio/9_jackson_38.wav  \n",
            "  inflating: mnist_audio/9_jackson_39.wav  \n",
            "  inflating: mnist_audio/9_jackson_4.wav  \n",
            "  inflating: mnist_audio/9_jackson_40.wav  \n",
            "  inflating: mnist_audio/9_jackson_41.wav  \n",
            "  inflating: mnist_audio/9_jackson_42.wav  \n",
            "  inflating: mnist_audio/9_jackson_43.wav  \n",
            "  inflating: mnist_audio/9_jackson_44.wav  \n",
            "  inflating: mnist_audio/9_jackson_45.wav  \n",
            "  inflating: mnist_audio/9_jackson_46.wav  \n",
            "  inflating: mnist_audio/9_jackson_47.wav  \n",
            "  inflating: mnist_audio/9_jackson_48.wav  \n",
            "  inflating: mnist_audio/9_jackson_49.wav  \n",
            "  inflating: mnist_audio/9_jackson_5.wav  \n",
            "  inflating: mnist_audio/9_jackson_6.wav  \n",
            "  inflating: mnist_audio/9_jackson_7.wav  \n",
            "  inflating: mnist_audio/9_jackson_8.wav  \n",
            "  inflating: mnist_audio/9_jackson_9.wav  \n",
            "  inflating: mnist_audio/9_lucas_0.wav  \n",
            "  inflating: mnist_audio/9_lucas_1.wav  \n",
            "  inflating: mnist_audio/9_lucas_10.wav  \n",
            "  inflating: mnist_audio/9_lucas_11.wav  \n",
            "  inflating: mnist_audio/9_lucas_12.wav  \n",
            "  inflating: mnist_audio/9_lucas_13.wav  \n",
            "  inflating: mnist_audio/9_lucas_14.wav  \n",
            "  inflating: mnist_audio/9_lucas_15.wav  \n",
            "  inflating: mnist_audio/9_lucas_16.wav  \n",
            "  inflating: mnist_audio/9_lucas_17.wav  \n",
            "  inflating: mnist_audio/9_lucas_18.wav  \n",
            "  inflating: mnist_audio/9_lucas_19.wav  \n",
            "  inflating: mnist_audio/9_lucas_2.wav  \n",
            "  inflating: mnist_audio/9_lucas_20.wav  \n",
            "  inflating: mnist_audio/9_lucas_21.wav  \n",
            "  inflating: mnist_audio/9_lucas_22.wav  \n",
            "  inflating: mnist_audio/9_lucas_23.wav  \n",
            "  inflating: mnist_audio/9_lucas_24.wav  \n",
            "  inflating: mnist_audio/9_lucas_25.wav  \n",
            "  inflating: mnist_audio/9_lucas_26.wav  \n",
            "  inflating: mnist_audio/9_lucas_27.wav  \n",
            "  inflating: mnist_audio/9_lucas_28.wav  \n",
            "  inflating: mnist_audio/9_lucas_29.wav  \n",
            "  inflating: mnist_audio/9_lucas_3.wav  \n",
            "  inflating: mnist_audio/9_lucas_30.wav  \n",
            "  inflating: mnist_audio/9_lucas_31.wav  \n",
            "  inflating: mnist_audio/9_lucas_32.wav  \n",
            "  inflating: mnist_audio/9_lucas_33.wav  \n",
            "  inflating: mnist_audio/9_lucas_34.wav  \n",
            "  inflating: mnist_audio/9_lucas_35.wav  \n",
            "  inflating: mnist_audio/9_lucas_36.wav  \n",
            "  inflating: mnist_audio/9_lucas_37.wav  \n",
            "  inflating: mnist_audio/9_lucas_38.wav  \n",
            "  inflating: mnist_audio/9_lucas_39.wav  \n",
            "  inflating: mnist_audio/9_lucas_4.wav  \n",
            "  inflating: mnist_audio/9_lucas_40.wav  \n",
            "  inflating: mnist_audio/9_lucas_41.wav  \n",
            "  inflating: mnist_audio/9_lucas_42.wav  \n",
            "  inflating: mnist_audio/9_lucas_43.wav  \n",
            "  inflating: mnist_audio/9_lucas_44.wav  \n",
            "  inflating: mnist_audio/9_lucas_45.wav  \n",
            "  inflating: mnist_audio/9_lucas_46.wav  \n",
            "  inflating: mnist_audio/9_lucas_47.wav  \n",
            "  inflating: mnist_audio/9_lucas_48.wav  \n",
            "  inflating: mnist_audio/9_lucas_49.wav  \n",
            "  inflating: mnist_audio/9_lucas_5.wav  \n",
            "  inflating: mnist_audio/9_lucas_6.wav  \n",
            "  inflating: mnist_audio/9_lucas_7.wav  \n",
            "  inflating: mnist_audio/9_lucas_8.wav  \n",
            "  inflating: mnist_audio/9_lucas_9.wav  \n",
            "  inflating: mnist_audio/9_nicolas_0.wav  \n",
            "  inflating: mnist_audio/9_nicolas_1.wav  \n",
            "  inflating: mnist_audio/9_nicolas_10.wav  \n",
            "  inflating: mnist_audio/9_nicolas_11.wav  \n",
            "  inflating: mnist_audio/9_nicolas_12.wav  \n",
            "  inflating: mnist_audio/9_nicolas_13.wav  \n",
            "  inflating: mnist_audio/9_nicolas_14.wav  \n",
            "  inflating: mnist_audio/9_nicolas_15.wav  \n",
            "  inflating: mnist_audio/9_nicolas_16.wav  \n",
            "  inflating: mnist_audio/9_nicolas_17.wav  \n",
            "  inflating: mnist_audio/9_nicolas_18.wav  \n",
            "  inflating: mnist_audio/9_nicolas_19.wav  \n",
            "  inflating: mnist_audio/9_nicolas_2.wav  \n",
            "  inflating: mnist_audio/9_nicolas_20.wav  \n",
            "  inflating: mnist_audio/9_nicolas_21.wav  \n",
            "  inflating: mnist_audio/9_nicolas_22.wav  \n",
            "  inflating: mnist_audio/9_nicolas_23.wav  \n",
            "  inflating: mnist_audio/9_nicolas_24.wav  \n",
            "  inflating: mnist_audio/9_nicolas_25.wav  \n",
            "  inflating: mnist_audio/9_nicolas_26.wav  \n",
            "  inflating: mnist_audio/9_nicolas_27.wav  \n",
            "  inflating: mnist_audio/9_nicolas_28.wav  \n",
            "  inflating: mnist_audio/9_nicolas_29.wav  \n",
            "  inflating: mnist_audio/9_nicolas_3.wav  \n",
            "  inflating: mnist_audio/9_nicolas_30.wav  \n",
            "  inflating: mnist_audio/9_nicolas_31.wav  \n",
            "  inflating: mnist_audio/9_nicolas_32.wav  \n",
            "  inflating: mnist_audio/9_nicolas_33.wav  \n",
            "  inflating: mnist_audio/9_nicolas_34.wav  \n",
            "  inflating: mnist_audio/9_nicolas_35.wav  \n",
            "  inflating: mnist_audio/9_nicolas_36.wav  \n",
            "  inflating: mnist_audio/9_nicolas_37.wav  \n",
            "  inflating: mnist_audio/9_nicolas_38.wav  \n",
            "  inflating: mnist_audio/9_nicolas_39.wav  \n",
            "  inflating: mnist_audio/9_nicolas_4.wav  \n",
            "  inflating: mnist_audio/9_nicolas_40.wav  \n",
            "  inflating: mnist_audio/9_nicolas_41.wav  \n",
            "  inflating: mnist_audio/9_nicolas_42.wav  \n",
            "  inflating: mnist_audio/9_nicolas_43.wav  \n",
            "  inflating: mnist_audio/9_nicolas_44.wav  \n",
            "  inflating: mnist_audio/9_nicolas_45.wav  \n",
            "  inflating: mnist_audio/9_nicolas_46.wav  \n",
            "  inflating: mnist_audio/9_nicolas_47.wav  \n",
            "  inflating: mnist_audio/9_nicolas_48.wav  \n",
            "  inflating: mnist_audio/9_nicolas_49.wav  \n",
            "  inflating: mnist_audio/9_nicolas_5.wav  \n",
            "  inflating: mnist_audio/9_nicolas_6.wav  \n",
            "  inflating: mnist_audio/9_nicolas_7.wav  \n",
            "  inflating: mnist_audio/9_nicolas_8.wav  \n",
            "  inflating: mnist_audio/9_nicolas_9.wav  \n",
            "  inflating: mnist_audio/9_theo_0.wav  \n",
            "  inflating: mnist_audio/9_theo_1.wav  \n",
            "  inflating: mnist_audio/9_theo_10.wav  \n",
            "  inflating: mnist_audio/9_theo_11.wav  \n",
            "  inflating: mnist_audio/9_theo_12.wav  \n",
            "  inflating: mnist_audio/9_theo_13.wav  \n",
            "  inflating: mnist_audio/9_theo_14.wav  \n",
            "  inflating: mnist_audio/9_theo_15.wav  \n",
            "  inflating: mnist_audio/9_theo_16.wav  \n",
            "  inflating: mnist_audio/9_theo_17.wav  \n",
            "  inflating: mnist_audio/9_theo_18.wav  \n",
            "  inflating: mnist_audio/9_theo_19.wav  \n",
            "  inflating: mnist_audio/9_theo_2.wav  \n",
            "  inflating: mnist_audio/9_theo_20.wav  \n",
            "  inflating: mnist_audio/9_theo_21.wav  \n",
            "  inflating: mnist_audio/9_theo_22.wav  \n",
            "  inflating: mnist_audio/9_theo_23.wav  \n",
            "  inflating: mnist_audio/9_theo_24.wav  \n",
            "  inflating: mnist_audio/9_theo_25.wav  \n",
            "  inflating: mnist_audio/9_theo_26.wav  \n",
            "  inflating: mnist_audio/9_theo_27.wav  \n",
            "  inflating: mnist_audio/9_theo_28.wav  \n",
            "  inflating: mnist_audio/9_theo_29.wav  \n",
            "  inflating: mnist_audio/9_theo_3.wav  \n",
            "  inflating: mnist_audio/9_theo_30.wav  \n",
            "  inflating: mnist_audio/9_theo_31.wav  \n",
            "  inflating: mnist_audio/9_theo_32.wav  \n",
            "  inflating: mnist_audio/9_theo_33.wav  \n",
            "  inflating: mnist_audio/9_theo_34.wav  \n",
            "  inflating: mnist_audio/9_theo_35.wav  \n",
            "  inflating: mnist_audio/9_theo_36.wav  \n",
            "  inflating: mnist_audio/9_theo_37.wav  \n",
            "  inflating: mnist_audio/9_theo_38.wav  \n",
            "  inflating: mnist_audio/9_theo_39.wav  \n",
            "  inflating: mnist_audio/9_theo_4.wav  \n",
            "  inflating: mnist_audio/9_theo_40.wav  \n",
            "  inflating: mnist_audio/9_theo_41.wav  \n",
            "  inflating: mnist_audio/9_theo_42.wav  \n",
            "  inflating: mnist_audio/9_theo_43.wav  \n",
            "  inflating: mnist_audio/9_theo_44.wav  \n",
            "  inflating: mnist_audio/9_theo_45.wav  \n",
            "  inflating: mnist_audio/9_theo_46.wav  \n",
            "  inflating: mnist_audio/9_theo_47.wav  \n",
            "  inflating: mnist_audio/9_theo_48.wav  \n",
            "  inflating: mnist_audio/9_theo_49.wav  \n",
            "  inflating: mnist_audio/9_theo_5.wav  \n",
            "  inflating: mnist_audio/9_theo_6.wav  \n",
            "  inflating: mnist_audio/9_theo_7.wav  \n",
            "  inflating: mnist_audio/9_theo_8.wav  \n",
            "  inflating: mnist_audio/9_theo_9.wav  \n",
            "  inflating: mnist_audio/9_yweweler_0.wav  \n",
            "  inflating: mnist_audio/9_yweweler_1.wav  \n",
            "  inflating: mnist_audio/9_yweweler_10.wav  \n",
            "  inflating: mnist_audio/9_yweweler_11.wav  \n",
            "  inflating: mnist_audio/9_yweweler_12.wav  \n",
            "  inflating: mnist_audio/9_yweweler_13.wav  \n",
            "  inflating: mnist_audio/9_yweweler_14.wav  \n",
            "  inflating: mnist_audio/9_yweweler_15.wav  \n",
            "  inflating: mnist_audio/9_yweweler_16.wav  \n",
            "  inflating: mnist_audio/9_yweweler_17.wav  \n",
            "  inflating: mnist_audio/9_yweweler_18.wav  \n",
            "  inflating: mnist_audio/9_yweweler_19.wav  \n",
            "  inflating: mnist_audio/9_yweweler_2.wav  \n",
            "  inflating: mnist_audio/9_yweweler_20.wav  \n",
            "  inflating: mnist_audio/9_yweweler_21.wav  \n",
            "  inflating: mnist_audio/9_yweweler_22.wav  \n",
            "  inflating: mnist_audio/9_yweweler_23.wav  \n",
            "  inflating: mnist_audio/9_yweweler_24.wav  \n",
            "  inflating: mnist_audio/9_yweweler_25.wav  \n",
            "  inflating: mnist_audio/9_yweweler_26.wav  \n",
            "  inflating: mnist_audio/9_yweweler_27.wav  \n",
            "  inflating: mnist_audio/9_yweweler_28.wav  \n",
            "  inflating: mnist_audio/9_yweweler_29.wav  \n",
            "  inflating: mnist_audio/9_yweweler_3.wav  \n",
            "  inflating: mnist_audio/9_yweweler_30.wav  \n",
            "  inflating: mnist_audio/9_yweweler_31.wav  \n",
            "  inflating: mnist_audio/9_yweweler_32.wav  \n",
            "  inflating: mnist_audio/9_yweweler_33.wav  \n",
            "  inflating: mnist_audio/9_yweweler_34.wav  \n",
            "  inflating: mnist_audio/9_yweweler_35.wav  \n",
            "  inflating: mnist_audio/9_yweweler_36.wav  \n",
            "  inflating: mnist_audio/9_yweweler_37.wav  \n",
            "  inflating: mnist_audio/9_yweweler_38.wav  \n",
            "  inflating: mnist_audio/9_yweweler_39.wav  \n",
            "  inflating: mnist_audio/9_yweweler_4.wav  \n",
            "  inflating: mnist_audio/9_yweweler_40.wav  \n",
            "  inflating: mnist_audio/9_yweweler_41.wav  \n",
            "  inflating: mnist_audio/9_yweweler_42.wav  \n",
            "  inflating: mnist_audio/9_yweweler_43.wav  \n",
            "  inflating: mnist_audio/9_yweweler_44.wav  \n",
            "  inflating: mnist_audio/9_yweweler_45.wav  \n",
            "  inflating: mnist_audio/9_yweweler_46.wav  \n",
            "  inflating: mnist_audio/9_yweweler_47.wav  \n",
            "  inflating: mnist_audio/9_yweweler_48.wav  \n",
            "  inflating: mnist_audio/9_yweweler_49.wav  \n",
            "  inflating: mnist_audio/9_yweweler_5.wav  \n",
            "  inflating: mnist_audio/9_yweweler_6.wav  \n",
            "  inflating: mnist_audio/9_yweweler_7.wav  \n",
            "  inflating: mnist_audio/9_yweweler_8.wav  \n",
            "  inflating: mnist_audio/9_yweweler_9.wav  \n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# 파일 1개 들어보고 로딩해 보기"
      ],
      "metadata": {
        "id": "eUbbRoT7D-M_"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt"
      ],
      "metadata": {
        "id": "mG4zvhT7ES63"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import IPython\n",
        "\n",
        "IPython.display.Audio('mnist_audio/9_yweweler_9.wav')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 74
        },
        "id": "TqROpYqRvGdP",
        "outputId": "a2f62136-b543-48a6-9a11-13d912ea3226"
      },
      "execution_count": 99,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ],
            "text/html": [
              "\n",
              "                <audio controls=\"controls\" >\n",
              "                    <source src=\"data:audio/x-wav;base64,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\" type=\"audio/x-wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ]
          },
          "metadata": {},
          "execution_count": 99
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import librosa\n",
        "SAMPLING_RATE = 22050\n",
        "data, sampling_rate = librosa.load('mnist_audio/9_yweweler_9.wav', sr=SAMPLING_RATE)"
      ],
      "metadata": {
        "id": "V1FDJsvC2ec4"
      },
      "execution_count": 100,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(len(data))\n",
        "print(data)\n",
        "print(sampling_rate)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "K_oVHKsF4_r6",
        "outputId": "8f0d0104-07bb-44e8-eb20-205c056f3896"
      },
      "execution_count": 101,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "9667\n",
            "[-8.2852159e-05 -1.8724090e-04 -2.5001296e-04 ... -1.2657163e-04\n",
            " -7.1468705e-05  0.0000000e+00]\n",
            "22050\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.plot(np.linspace(0, sampling_rate/len(data), len(data)), data)\n",
        "\n",
        "plt.xlabel('time', fontsize = 14)\n",
        "plt.ylabel('amplitude', fontsize = 14)\n",
        "plt.title('Length : ' + str(len(data)))\n",
        "\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 299
        },
        "id": "I9dcbi3NKIHP",
        "outputId": "e8ee207a-9c7f-4b41-da96-9965f361d87f"
      },
      "execution_count": 102,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "IPython.display.Audio(data, rate=SAMPLING_RATE)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 74
        },
        "id": "kVEBgTyxhlMs",
        "outputId": "58b3d79a-dd57-460b-9872-583aea1806e3"
      },
      "execution_count": 103,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ],
            "text/html": [
              "\n",
              "                <audio controls=\"controls\" >\n",
              "                    <source src=\"data:audio/wav;base64,UklGRqpLAABXQVZFZm10IBAAAAABAAEAIlYAAESsAAACABAAZGF0YYZLAADE/3j/Sv9O/27/g/92/1b/R/9d/4X/lv94/z//Gv8q/2H/kf+O/1z/J/8a/zr/Zv98/3X/bv+A/6X/uP+f/2b/Pv9O/4r/vf+1/3n/Qf9G/4z/2f/s/7b/a/9T/4H/xv/Y/57/Q/8U/zX/fP+X/1v/7P6j/rz+If9+/4r/RP/x/t7+GP9w/6H/kv9f/zv/Pv9c/3f/hv+c/8f//v8gABkA9v/e//X/OACBAKUAmgB6AGgAcwCNAJ8AowCmALkA3AD+AAsBBAH7AAUBIwFEAU8BPwEpASYBQAFmAX8BfAFoAVwBYwFvAWkBRwEcAQ8BLwFiAXMBPwHdAJIAnAD1AFIBXgEDAYIAQQByAOcAOAEYAZ4AKgARAFUAqAC1AGsACwDj/wMANgAzAOr/jP9h/3//t//C/4f/Lf/4/gf/O/9a/0b/Gf8G/yP/VP9j/zv/+P7X/vn+R/+E/37/O//2/ur+J/+F/8L/tf9v/yr/HP9Q/6H/0//F/4n/Uf9I/2z/k/+N/0///P7I/sz+8f4C/93+kP5L/jT+SP5b/kT++/2n/XT9c/2J/Y79bv09/R79Jf1D/VT9RP0f/Qv9I/1f/Zj9q/2Y/YT9mv3o/VH+ov7A/rz+w/76/lv/vf/7/xEAIQBQAKQA/QA4AU0BVwF6AbwBBAIyAkECUQKBAtMCIANAAy8DFAMgA1wDoQO8A5wDZANJA2ADiwOTA2MDGAPpAvQCJANDAywD6gKpAo8CmwKsAp8CbwIzAgYC7wHhAcsBpwF/AWABSgE2ARwB+gDXALoApgCYAIoAdwBeAD8AIAAIAPv/8v/m/9L/uP+j/57/pf+s/6b/kv99/3f/g/+W/6D/nP+S/5T/rv/d/xIAPgBaAGkAdgCLAKYAswCUADMAlf/g/lH+EP4W/in+A/6E/cn8GPyu+5X7pPul+3/7Pfv3+rn6evo0+vr57fkh+oD60vrk+rb6gPqM+v36uPt0/O/8FP0D/e78+vwt/Xr90v0r/oD+yv4D/y3/Wf+Z//n/bgDdACcBQQE7ATYBVAGbAfsBUAJ9An0CZwJYAmUChQKiAqUCjQJsAlkCWgJkAmYCWgJKAkcCVgJsAnoCeQJ2AoICoQLFAtcCzwK6ArMCyALwAg8DDAPmArMCjAKCAo4CngKeAokCYgI1Ag0C8QHgAdABtQGHAU4BGAH1AOIA0ACwAIAAUAAyACsAKwAbAPX/yv+3/8j/4//a/4b/7P5E/uD9+/2b/on/cAAQAWIBmwEMAvACRgTKBSAHCAh6CKoI2gg6CdIJhgosC6EL1AvOC64LnwvBCxgMigz4DFUNnw3IDZANjwx0Ck0HrANcAPP9avwi+1X5jfbv8hPvpOsM6VXnROZ35Xvk7uKk4NrdKttK2ZbY0NhC2T3ZkNim1zbXxdda2Y/b3t3l33rhnuJu4yPkC+Vr5kvoZepS7NntK+/B8Abz+fUt+RT8Yf4vANcBnAOFBWcHHAmeCvYLHw0CDpEO5w4/D8EPXBDDEKsQChAnD2oOFA4VDiQO+Q2DDeYMYQwhDDAMewzkDFENsA38DT4Ohg7gDkQPmA+3D4gPCw9bDqYNFA29DJ0MlQx4DCMMlAvqClUK8wm6CX0JEglqCJoHzAYhBqcFXAU3BSMF/ASbBOwDCQM5AsMBuwHsAf0BqgH7ADIAnf9f/2X/hv+k/8H/6/8rAIEA6wBvARICzQKNA0AE7QSuBZgGnwebCGUJ9QllCtIKQgujC+gLHwxmDMIMBw3tDFIMZwuhCmYKwApTC6ILcwvxCocKgAq/CtEKKwqACOIFsAJl/2b85vnV9+f1tPPz8LPtYOqJ54flP+Qy48/h0d9j3fnaCdnN1zzXKddY15DXpdeI12bXnNeQ2GXa1NxH3zDhXuIb4+zjO+UP5x/pDeuv7B/unO9f8XXzzfVK+NH6TP2Y/48BIANcBIEF0QZsCC4KxgvrDJIN+w18DkMPKxDUEPAQfBDJDz4PEQ8mDzQP/g6ADukNdA1CDVoNrw0wDsIOPQ94D2wPQg87D3kP4A8fEPAPUA9/DtENag0yDfkMpAw+DOALjQsnC5YK5Qk9CcIIcAggCK0HHwejBl8GRgYjBsIFGgVYBLADOQPgAoICEgKgAT4B7wCgAEEA3v+V/4n/wP8fAIAAxgDqAAEBMAGYAUgCKwMOBLQEAQUSBS0FmwVxBoUHjQhPCckJIwqICgQLgQvXC+0Lwwt0CykLCgsuC4kL6QsODNMLUAvYCsIKMAvsC4QMiwzLC1YKYQgiBr0DTgHx/rb8lPpf+OH1CvMJ8DXt3OoK6Yfn+uUn5BHi8t8U3p/ckdvG2h/ai9kW2dLYztgQ2ZTZWNpa25Tc9d1h37ng7OEA4xDkPeWa5iPow+lr6ybtFu9b8fvzzvaR+Qz8LP4JAM8BlgNSBeYGPQhfCW4KgguXDI0NRQ64Dv4OOg9+D8IP8w8IEAcQ/g/sD8YPhA8vD+QOwA7ODgIPRA+AD7EP2g/5DxEQJhBBEGMQdhBSENkPFQ89DpkNTA09DS4N5wxmDNMLXAsJC7oKRgqlCfYIYwj8B6kHQwe1BhAGegUOBcoElwRaBAgEoAMlA5gC/wFnAeMAfAArAOD/jf84//X+2P7l/hP/V/+x/ygAwwB4ASsCwQIlA1gDcAORA+QDhQR1BZEGnQdmCN8IKgmECRMKyQppC7YLmgs+C+oK1woHC00LZwswC7UKKwrNCbwJ8AlBCoIKkApeCuYJIQn/B3cGkgRvAjUABf7m+9T5wvel9XDzD/F17rPrAumv5u/ktOOs4nHh0N/s3SHc0Nod2uzZ/NkT2hTaBNoD2kPa/NpP3CXeJODc4QfjveNj5GXl6ebE6KfqZ+wU7tfvwfG887X1vff++Yb8FP80AZ8ChQN8BBIGTwigCkQM3gzADKEMFQ0eDkQPAxArEO4Pnw9rD0sPMA8jDzcPXw9eD/IOGw43DcoMGw35DdUOKw/cDjcOtw2mDfMNSw5cDgQOXA2bDPULhwtRCzsLGwvLCjwKggnJCEAI/QfrB98Hqwc6B5wG/QWTBXwFqQXcBcYFOwVSBFwDtgKGAqACoQI1AlQBRwB1/xv/Lv9m/3r/Uf8S/wH/T//4/8cAegHmARICLgJvAvcCwgOyBKEFZwbqBhoHAQfKBrkGCgfDB6cIUQlxCQoJcwglCGkIJwn6CW8KTAqtCe0IawheCL0ISQmvCbgJYwnkCIkIfgitCMUIZwhlB9gFCgRDAp4AC/9r/af7t/mQ9yX1f/LO72LtfOsV6tToSudD5fziAOHO33/fud/v377fId9e3svdm93X3W/eTt9X4GHhP+Ln4oDjVuSd5UrnC+mL6rLrvewK7tTvAfJE9Fz2Qvgf+hX8Gv4AAKwBLQOyBFUG+QdgCV8KBguRCzQM7QyNDecN9g3aDbANeA0cDZ0MHgzTC9ULBgwuDCoMCwz2CwAMFwwbDAoMDAxKDLwMIQ0wDdgMVgwCDAQMNwxNDBcMpgsxC9oKkQo3CsgJbAlTCXoJoAl4Ce0INAigB14HWAdRByUH3QagBnsGUgb+BXoF6AR0BCUE2ANeA7QCBAKCAT0BEQHLAF4A8f+7/9r/NwCjAPYANgGIAQ0CzQKpA3EE/QRHBXEFvQVlBm8HnwiLCeEJnwkcCcgI3Ag0CXIJTwnOCC8IrAdMB+oGawblBYgFZQVTBQ0FewTWA4cDyANsBPsEEQWuBDkEJQSXBEgFwwW1BRUFCQS4AiwBaP+E/a/7DvqU+Az3PvUj8/Dw9O5d7SPsDOve6X/oAueU5V/keePe4nniMOL04b3hj+Fy4W7hk+Hx4ZXid+N45HHlUuYq5xzoOult6oXrZewr7R7uee858R3z6vSa9mb4hPrk/Cb/3gDtAZ8CcgO2BFgG+QdBCRcKpgoiC6MLGQxwDKIMuQy4DJMMOgywCxILggoeCvYJEgp2ChELuAswDFUMNwwRDBoMXwy2DOkM3gyrDHQMRQwODL0LWgsLC+8K/goEC8UKMApqCcMIfAibCN0I1wg7CCIHEgaxBTkGIgdcByEGvwOlAWQBQQOLBX0FRAGs+QLyDO5076X0/Plm/HX7U/nX+FD7wv/4A1YG7AYeB14ILwv/DssSuBVbF5sXpBbtFDUTNhI0Et4SmxMaFJYUihUOF4wYCRnfFzIVzBGHDtELpAnoB7AGHwYSBgwGgwVXBPUC+QGZAWgBvABc//P9zv0KAMYExwrnD/kRtg89Cfb/2vWI7J/ky91516jRL80hy9HLMs480BTQJM1OyDPDNL/6vLy8sb4bw9XJ7NHY2VPgG+Xj6Hzs9O+E8nTzIPMr85f1a/vuAx0NyhSzGcEbpxtEGlkYbxbSFHoTKBLAEKwP3g8bEhgWIBrSG48ZkhPbC+YENACx/Uj8DPvl+Vz52/kf+1v8vvzp+/r5SvdV9Mbxg/Bb8X70M/kg/hcCzgTYBvwIaQuBDV4Oog3SC/8JEwlWCXYK5gspDcoNRg0sC38H+wLe/i78GPvf+ov6xvkr+bn53/vu/nABMAINARD/rP3c/bj/rQIYBo4J1gy3D/YRjBPEFAoWehenGOcY8xdeFlAVshVqF10ZNRpTGSsXvBSvEusQ5g5aDLAJswfjBg8HlQcDCGsIHAkKCoUKswlfB20EcAKiAhQFrAj3CwsO0g6kDq4NxQvECBMFqgGW/z3/HgA7AcoBsQFVAQIBdQD1/vv72ffX84PxwvEw9Gf3+vl0+6b86/7qArwHGwuRCuQEwPpF7t7hJdeMzs3HkcLbvum84LyMvmHBqsS4xxTKrMv/zBfPHtPF2cHi2eyC9qv+KgWSCn8PEBTBF80ZvRnEF78U7hFtEMQQmRLAFLcVYxSjEGILCQatAZP+Rfws+hr4Zvac9RP2u/c0+vf8XP+WAOj/Cf2p+Gf0IvLs8lP2jvqS/Ub+Iv22+4f7BP1L/9EAcwAy/jD7Cfnq+Pz6Z/7PAQ4EtAQlBFADFAPCA+EEewW+BKECFACV/kf/NgIxBnUJvAr/CWYIcgf/B9YJ/guMDU0O1Q77D0MSiBUQGe4bXB39HAIbLBiPFSAUJhQIFaQVFxVkE30RjBASEWoSNhM/Ek0PPwuHB10FNAWoBsMIYgqtCnIJVAeKBScFUAbxB2MIqQZUA1IAoP/DAWIFNQizCBsHEQUnBKkEjwWaBXQE5ALuAd8BJQIUAroB0AHQAhQEEwS2AY79tvk5+Ef5+fr2+rn4UvbU9pj7ygKxCMIK7QnsCf4NshWOHBIduxTCBUn1dufg3DDTN8iSvIKzMbD2sva4gb7kwUzEBMjmzWXUCNn32hTcld9N5xDymvwuBKAIDgyoEIsWfxvFHFkZvxLeCwUHsQTgA1MDjQLKAU4B0wCz/4H9gPp09wn1XvMV8tLwue+D7xPxzfQw+uf/bgTyBs4HVwjbCYAM4Q7jDk4LBAXE/nL7Hfw6/8IBZAEH/pj5XvY99VP1CfWJ81jxue+T7/HwZvPG9k37BwEoBxQMYw74DTwMGgubCzINVw7oDScMiwqWCqYMuw8wEtYSjREYD3MMSgrjCE0IjgiZCTEL9AyODvAPURHiEoYUvRXzFewUDRMxETQQgRDdEZ0TAxWiFXkV0xQJFEYTbxIxET0PgAxWCXgGsARrBG0F3gbAB4UHdgaPBecF8wccC/MN+g6GDT0KygbkBCkFmAYNB5YE2f5/91zxte7e7xvz6PWw9q71f/S99Nr2A/ru/Mv+if+B/wT/Zf5D/of/xAJlB5oLfQ2tDAoLiAvPD1sW3RrMGFwOnf3s6gTa+suSv3GzFKjon4mdvKHnqkC2l8EpzPvVw96L5ZDpZ+sg7QzxEPgGAcoJAREWF3MdriRNK1sufSvRIhoX+gu6A0n+DfrD9anxKO9h7wPyVPVh90T3ffVC83zxVPCJ7ynv5e+w8gX4Zv9+B80OaxRVGCcbdB0gH0IfohydFuMNdATI/HX4WPez9133NfXC8a3uY+3+7TfvY++y7cvqXOgX6MjqIfAh96P+vQXOC3MQkxNmFWUW9BYWF10WVBQPEXsNDAvrCiYNgxAjE5sTyxHWDk0MHQsKCwgLLQp5COYGtQaJCAIMBRB6E9MVHxeqF6cXLRdjFqoVdBXwFeAWxBdDGHQYthg8GagZHBm+FlgSmgzGBgYC2f7t/I37O/ol+Rn5CftQ/zEF9QqhDvcOJgynB2ADiwAr/1v+Qf3P+8b6BPu5/C3/PgEnAtgBtQAQ/+X8K/pK9zn18fS79uv5Xf1YAA4DQQZwCkUPyRMqF0AZUBozGsAXPRGOBVL11eLj0FfBgbTkqXehVpwmnL+hL6wEuZzFhNDS2V/iqupK8mH4g/xA/9sBegVtCiUQtxVjGsMdlB9/HyIdZxjAERoKeQKP+6P1z/BM7Xzrreu+7QXxiPR493/5xPqY+yT8Wvwh/Kb7dvtE/JH+XgI8B4oMvxF0FkkayByIHX0cLRpqF7YUrREfDeoFGfxp8Zro4ON643zlGOeB5h3kHOLP4urmCu2t8vv19fZT9zr53f3cBL4M5hNgGQQdGx/9H+If8R5DHc4aWxe0EgcNLAd1Ag4APwAtAlsEmQW3BYEFDAbTB18KoQy6DY8NyQxaDOUMiQ78ENcTthY+GQ0b4Bu8G/8aLBqIGdsYmxdeFU0SLg/uDAgMMAyMDFQMVwsECukIFgjrBocEjwCx+2H3AvX29F/2yvc8+On39/d/+Zz8RgASAzYEDgS1Ax0EZAXiBsQHoQeUBu0E5AKbAFj+gPxP+3L6HPmr9nDzyvBV8LTy8/Yo++H9Tv8jAUUFNgyAFGwbZx4EHAoU8gaA9ejgLcsItyanJZ0vmXmaQKBdquO4HMvb3urwZv4jBhUJcAk0CSoJ9ggICIoGngWyBoAKcxDPFnwb7xyoGigVgQ3aBCP8/vPS7OzmoOJg4LfgDORL6qDyivtcA/AICgw8DUUNewy0CsAHCASwABH/3//VAgoHvgvIEDUWahuxHtodrRcQDdEAC/ZE7sHonuPL3V/YIdaB2aXi7+5r+hUCXwXxBRwGKge5CHcJawjiBVgDlQKlBF8JoA/sFREbbh7aH2ofRh2fGb0U/g7JCHwCg/xy9yP0evP/9Wb7eAKICTEPBROLFbAX8BnrG6wcdhtxGM0ULxLMEcwTRxfQGi4d3x0cHYUblhlOFyUUbw/sCDIBpfnv8zXxgfHL85D2rfjs+fj6xvzc/+oD2wdbCnQKBgjnA5j/tPxP/HX+JALNBRQIggisB74GogZXB+IH4gZ4A+X9gfcT8u7uW+6o773x3vMT9hD5rv1NBHwMCBVoHD0hoSIzIOMZrg+SAbvv5NqnxHCv851kks+N+I/Hl/Wjd7NoxaXYi+sv/AcJfhEKFqYXMxcfFbARgQ20CZIHzAcCCukMDw+bD5UOfQyxCRAGNAHx+rvzn+zP5i3jE+Jl483m4esw8kT5pwDjB3cOwRMKF8AX1xX+EXQNegnEBk8FwwQGBXoGmQlPDqETEhiFGuIa2BnnF4UURw4YBKD2gegk3anWtdQD1WjVqdWm167dSehE9dkAGQizCuEKhQsFDnwRxBNdE7kQ9g1dDdQPXRTWGFQbGhulGAAV9BCpDNkHSgIs/CP2D/G97a/sFe7S8YP3hf7+BQ8NERPFF1Ib+h3NH4Agnx8DHSYZGhUUEsoQGREuEh8TghORE9MTgRQxFQsVYxNHEIEMBwlLBvYDTAHy/Wz62/cq90H4BPoW++X6F/r++YT7YP5IAfUCKAPVAlkDRgXKBykJ8gcKBMz+HPoy9+L18PQg8zjwRO3o61Htb/EO96D8KQGxBO0HiwuhD60TCxd6GTsbxhw9Hg8f9R1WGdYP8gBo7TTXEMGLrSqeM5NCjE+JT4vKk56jzrlg04TsSgKqEyshoysJM2Y2vDQrLkokeBnADxIIXAIo/iv7bfn3+Iv5n/qd+yL8BPwk+0r5Ovb38Q/tn+jv5ePlhOgI7WTyAfgb/mIFGg5cFzQfpyPvIwEh4Rw4GVYWWRNVD24KAQagA+gDFwa2CJ8KbAsEC+QIFwQO/JTx2eY33qvYUdWK0trP7s6d0qXc3Otz/EUKcRM0GWUeyyRrKy8vSi2EJZcadRDTCcQGTgVIA/r/Y/ws+kH6LfyP/hYAPQBM/9X9RPzV+tH5wfk++47+VgPSCFUOvxN3GdsflSZgLJMvES8GK9UkOR48GMAS9AxYBn7/5/kV94T3VPrk/d0A5QJ0BBYGvwfECGYIawZHA7f/TvxS+QH31PVq9gv5P/3tAf4FCQlxC80NIRCJEckQNw1kB84A9vpt9sHyI+9P6+/nMub15kDqVu9K9Xv7oQGJB9EM/BC/EzIVsRWSFQIVIhQyE14SPRFyDgEIdfwL7BHZ0cbNt4as3KOynI2XwZbrnOKqur661HXpc/sqC4IZPSagL6MzjDGfKmYhJRjNDx4IqgDB+XD0xPHz8Tv0ePfj+kj+owGTBDQGmQWDArD9cfjv843wBe4A7MvqbesV7zD25P9HClkT/xlmHoIhASSTJQglUCGTGncSSguYBkUE4QIHAZn+0vwI/Rz/DAEoABb7+fLH6hXlPOJV4Cndeti51GrVe9yp6FP2CQLaCmUS3xqiJGwt3jECML4oIR8lFtcOPQjfAIr4wPCo62vqeuwt8B30/PdR/HEByAYMCzwNcQ3NDJMMLA3vDd4Nqww1CwELHg1OER4W2RmcG8MbXRs3GyIbGhobF/cRnguWBRYBcP4T/TL8aPv5+oj7hP3EAIcE0gfiCXUKvQkmCAwGpQP8ABn+Fvs4+OD1dvRI9G71xvf1+on+FAJMBQsIPgrOC4QMFww/CuMGPgLk/J/3M/Mc8GXuyO0C7irvzPGT9rf9iwamD5kXxx2dItImJCqdKjMlqBddAr/oos+rupGqnZ0CkkOInIP9hxGXpq66yWnjfvnADPEeOTBEPqJFUkRYOyIuUyDLE1YIBv3g8WLoj+Jt4VzktOkD8Mf2Ef6DBcQLCA9CDgEKHARw/rD5SfVm8EDrh+eA53Hsn/WYALQKjRKCGNQdOiP1JzEqUSg+IqMZ8BDrCdAEqQB+/GX4jfU49Xv3xfq0/Jj7g/cd8lbt+elQ5wjkqd9g23XZytuT4kTsrfZuAJUJ8hLZHFImYC06MGUu4ihpIUwZ6xANCKj+ZPV87RDoleXJ5SHoN+zf8dn4gwDnBxsOthLcFewXBhnjGCQX1hOwD9sLVwl1CNEIvwnVCigMBw6KED4TUhUVFloVixNKEfwOnQzyCesG3ANXAcn/LP8W/wr/0v6T/oj+tf7F/kn+Ef1k+9z5/vj1+Ij5bPqR+zH9lv/DAlEGlQn+C1UNvg13DZQM6AouCFEEmv+o+jP2xvKN8GTvE++V7znxb/Ry+fj/SQeuDuQVKh2hJGorQi86LUgjuBFU++/jWM4cuzCp+ZcHiQGAloD0i9Kfx7f6zxLn6f1zFaUsLUBBTAJPkkkXP5cyZiVHF9sH8PeQ6fDeNNki2MvafODz6M3z1P/0Ch8TSxfZF+gVTRL2DFQFZvt58PTmNuFc4NbjB+p68bL5DgPqDbUZyiQdLU0xRzEWLgIpyCJiG4oSgAhW/pb1b+8R7KvqE+qM6SbpbOm76r3shu4r73PuB+0C7D3s1+1T8DLzfPbE+p8ABggREGgX/xyQIHUiFSNaIrsfxRqkEz0LtwLg+u7z1+3R6Iblu+S85gvrrfDN9jn9MQTNC3AT3BnaHf8e6B24G1EZ1RbXEwEQnwueB/sEKgTlBH8GcQicCh8N8w+0EscUvRWPFX8UxBJNEOIMgAieAwT/Vfu3+NX2UfU19PzzJPWm99X6v/3Q/yMBSQKmAwgFzAVpBfwDQgIWAdIAIgFlAUEB6gDfAFwBDQJAAncB0v/z/YD8ovsI+2H62vkn+g78zP/uBMgK/RCWF2seRSTEJkQjeBhiB+zyNd7gyrS44qbolWmIJ4LBhfyS6qbXvXDVcu17Bhwg1Tf9ScZTyVTpTsRECzgRKbAXlASy8Yjh8NV1z6nNAdBQ1m3gf+2x+78I+RLZGb8dBx9nHSUY+w7pAiz2Tev644ngVuCs4mbn0u4N+XUFpRLqHu8o/y/oM6c0OzK9LIskVhr1DiwDlffA7F/jStw52GTXWNki3cXhrebF6y3xx/YA/AYASQLfAoECFwIsArgCXwPlA4YEzAUeCF8L7A7zEeETihT7Ez4SQg/8CqMFsf+z+Rv0Lu8266voIugI6lDuavSJ+/8CdAq9EZgYfB65IsIkcyQXIjwecxkyFNEOogkABU0B6v4Z/u/+PgGhBI4IgAwTEAETDhUAFqMV6BPyEAoNewh/A03+Nvm49FPxVu/B7l7v+fCE8/z2Nfu8//4DnQeYCioNbQ8fEbkRzhBkDvUKIAdLA4f/t/vg9zb0DfGs7kTt+ezj7fvvCvO/9u76p/8JBeoKrRCaFXIZrBziH74iXiMKH/MTxwKw7nfbO8t+vXGwb6OBmHyTW5fyowK2hclX3Pju4AIHGNQrcTpeQQNB/zvqNI0sACJdFF4Eb/Q25w7er9hA1pzWidqy4mXuZPv7Bo8PNxUAGYAbAxwOGbsR2gbT+mLwNeld5enjG+Qk5vPqNvN3/gQLwRYxIAknxSvILrgvqy0HKEEf0xRbCpgAN/eW7eLjgdtT1lLVx9fN28HfeOMg6OfukPc9AK8G4gnCCkcLwwzgDhAQDw8hDPAIPQeDB7IINQlACFUGogTYA5QDxgKxAJP9ZvoO+LT21/UC9WH0u/TL9qH6gP9jBK0IbwwjEA8U8RcTG84c7RzHG+sZwhdeFZsSbQ8hDEgJcgfRBh0HvQctCEIIKwgjCCIIyQefBngEoAGz/jr8avoz+YP4g/iF+bb75v6XAkUGpAmYDAUPnBD2ENkPaA0JChoGwAEL/Tz48vPl8Hvvh+958NfxnPMY9nv5ev1bAWwEYwZwB+YH9QeXB8YGpAV7BJ8DcgN/BF4HLgzkER0WBRbxD5YEvfZo6cbdmtLCxbm2+qf2nUacTaMrsBO/As6u3fXvQAUyG70tqzmAPjE+GzseNmAuySKzE0cDTPSF6Bzgdtp81xPYQt3d5vfywv4qCNQOtBOgFygasRnMFJgLHwBM9Uvtn+hw5r3ldeaE6e7vwPmmBZERxhulI3gpoS3dLz0v5ir2IrcY+Q3rA4L61vBY5svbOtPGzjTPV9Pk2BTe1uKR6Knw/PqOBb0NDBIVE+YSUBOGFCYVkRNwDxcKlQUzA7ICwQI4AvUAuf89/3z/vv9V/0f+Of3I/OL84fw//EL78vpO/HP/bQP3Bm0JQwuCDckQqRTgF0YZoBi4FqsUFRO+EfwPdw2OCikIEQdqB60IHApCCxgMyAxHDTgNKwz/CQ4H/QNFAe3+oPwl+rz3IvYd9vb3PfsS/7IC6QX5CC0MXg/bEcwSvBHoDg0L5wbHAob+4Pnw9FnwCO2x62fsle5g8Sr04/bl+YH9ngGuBQcJWgvZDPkN9w6xD+4P4Q9DELcRzxOlFJQR5wgz+z3rR9zzz3rF9Lqsr46lVaACo5+tLr3bzZndAe3D/SgQ4SEwL4I1KTXQMDMrLiWpHWITtgbn+Z3vJun45czkKeXO57DtgvZEAFsIPQ06D78Puw+qDhALAQRe+p7waukS5hrmFegF6xnvRPUh/hAJTBTQHWgkDyiCKWkpxScVJO0dkBXwCzoCQPlE8UzqiuSF4L7eNN9B4QDk8+ZJ6ojuz/Ns+SP+CQEzAqACdQMiBTAHzQiZCfMJlgrdC2UNYg49DgQNOAtDCRcHWwTeAPL8Qflb9mf0N/O08iPz/vSD+F79yAIHCNQMXRHYFRIaYB0BH5oedRxHGcAVNxKvDhoLnwefBIwCrQEDAkoDHgUUB8oI9wl0CkMKigl/CFYHMgYoBUgErQN+A+AD5ARsBi0IwAnUCkwLPgvPCgAKnghxBn0DJAAB/Yr61viq98v2SvaE9sH34flN/Ff+qf9hAM8ADAHWAN//Lv5D/NP6V/rg+kT8cf52AWAFAgokD74U8hpnIYUmaSclIakS6/0b5zjSwcBusVCioZPNiJ2GzY/Wos66r9Jd6Pb8ShLeJx86lEQZRW49zzHcJYMagQ6+ADzy3uVj3oDcz95x47LpG/L//AEJOhPqGE0Z5hX6EJ0LGAUV/IzwnOSQ2+jX+9k74K7oQvL0/O0IkBVLIVwqsC82MYQvPivWJLEcbhPvCTIBD/oT9WzyyPFH8rXyGvJS8Brucuyu6xvrjumV5jbjeuEH4+HndO7j9Iv6XwDHB/sQVxpCIf4jzSJ7H8YbBBgwEy8MIgOY+YLx++vl6J3n9edz6p3vF/d8/ywHUA0pEmMWDRpBHMwbRxioErgM+QfTBL8CIgEQAFAAqAIbB8IMURLLFuQZzBu3HJMcFxsYGMYTrg59CbsEuACV/XD7dfrI+lj8tf4oAfgCxAOwAzQDtwI7AmQB3P+7/an7g/rV+oT88/5pAX8DLAWVBrwHawhJCA4HpQQ3AR/91/jZ9IfxGO+o7Vzta+4O8UX1xvoUAa8HLg4kFBAZiByVHtkf/iC4IRQgGhmvCoj1ht3Ox8+3ca3+pSmfpJkbmWChGLOsyoDii/ZlBkAUyCHlLT41/jRULYwhthULDDgE4/y/9TjwKe4J8Fv08/i+/GQAHQXhCr4PAhFUDdYFY/2L9v3xmu796gvnSeS+5Hnpz/Hh+7gFLw79FD8a6x28H3IfIB08GXoUkQ8XC3YH6gRxA8kCdwLpAawAiP6M+wH4NfRR8Ebs8+dt40TffNwr3PDej+QQ7Eb0bPxbBEMMDRQGGw4gKiIWIWkdLxhcEnsMvwZTAY785fiu9vv1nfZV+Or6E/5cASwE/wW5BrgGlQa6Bh0HYwdEB+cG3wbXBxMKQQ2jEHsTYxVsFuEWBBfNFvQVIBQpEU0NKQmABesCmAFJAZMBMQIsA74EAgevCSUMsA3iDboMkArWB+cE+AEh/2/89PnU91b24vXe9m/5TP3DAQgGjQkmDOcNzw6iDv0MqAnbBDf/jPmR9LjwKe7V7I7sKO2W7urwMPQz+GP8GwAZA8sFBglWDWoSRhclGzIePiFpJNgl+CGNFV0AMuYVzcu5M62lpBydipaFlJqbZ626xkzhqvcxCMsU/R/4KTMwty/3J7EbNA+cBVn/BPtq9970vPTV91b9OAO7B3kKKQxaDXcNAQvcBI/7UvHe6PHjjOJ/46Llu+h37ZL04f0HCAIRJhfcGbYZ0hcYFeQROg5UCvwGTAUPBi0Jrg07EscVyhcAGAIWOhFQCbH+p/LU5nTcA9SdzaLJBcnczHXVxOGv7w79ngg2EhoaLyCoI48jmx+qGHIQsQh7Ah/+f/uG+j37jv33AJsEiQcaCRcJjweqBJ8A4vs496fzGfIC8z32QPttAUsIfw+eFgUd4yFsJCQkEiHBGx4VNw76BwUDpP/t/fD9w/9nA4wIbA7pE+wXxhlYGecW1BJtDQYHKwC2+Y/0YfFW8C7xivMY9437ZgDkBDkI9wlFCrkJ4gj0B9AGYgXiA84CgwL0AqgDFgTyAzcD6gHt/w39WvlH9YPxme687N7rDuyg7f/wWPZj/YAF9Q3/Fdkc1SHEJD8mRScPKOEmLCCLEIz3ONmlvCyo3Z3rmqqax5pPncumALrB1JDwgQZRE4IYARqYGiYa0Ra2D3oGgv6e+mP7Yv+7BHIKVRDzFfYZpxoxF20QWAi7ABv64/N17THnguID4Xzjbelc8YT5cwBeBSwIYAm9CcwJdgklCGYFoQFP/lT96//qBeYNDxYYHYEiKibAJ40m3iGPGVIOdQFz9Izotd6d17TTGNOC1V7a9+Ci6MDwqvix/y4FughFCiIK7QhrB10GXgauByMKOg1QEOESpBR1FSgVeBMYEOYKIwSB/Af13e7/6v3p1esM8Oj1vfwNBG4LTBLTFygbxxvUGQoWZhG7DJgIXQVrAxoDhQRdB/wKrg74EaMUihZoF+YW3RSJEYoNnAlIBswDMwJxAW0B6AF1Ap8CJQIYAcr/hv5u/Xj8m/v6+uf6vvuy/Z8ADwRHB40JawraCTwIDgaVA8sAmf0z+j/3hPVo9aj2h/hY+tj7I/1O/jD/gf82/6n+Uf5j/sn+gP/zAMEDAQjJDLcQORNUFdMYBR75ITIfEBGr9/3Y9b04rXynOqgUqler8q5KudTLJeP3+D4I2A/mEf0QCg6mCC0BDPq89kD5aQDGCE0PgxMaF30bph9WIKEamQ7C/97y7eq/5w/n7eZN55vp6u6b9pb+ugQnCEQJxAjGBv0Cpv05+P30qfUt+sYAWgftDBES5xecHr8k9yehJuYgjhitD2kHvP9H+Ejxx+vQ6HfonOm06ufqkequ6srraO1t7kHuju357f/w0fY3/msFTAveD9YTnhe9GhQctxqkFs0QfAqjBJn/ZPsq+Fj2VPYQ+N76vf3c//wAcQG5ASACmgL2AiMDVwP9A3YF6AcuC+oOnhLGFewXthgIGA8WPxMpEEwN9wpHCUEI8QdnCJoJSgv2DP8N7g2mDHEK2AdgBVwD6gELAckAMwFLAuwDwAVUBy4I7QddBogDxv+s+/v3W/U09Jb0TvYS+aH8xwA7BXcJsQz+Db0M/AisA1P+TfoU+Av3GPap9FjzivNA9hH7MwC+AxQFQQXtBeAHgQreDCIPvhKeGNMeHiCkFlgAq+Hqw/ivEamXq8CwLrTwtq69y8u/36LzRwFdBjAFAAKF/7j9mvus+YH6qgABDOMYXyKKJSQjRh5gGTEUgwzkANvynuZ84PvhAumM8V74rfym/48CUQWBBsUEMQB/+vL1+POQ9Nn2Kfqg/rsEZQxSFHUaKh1CHBUZfRWaEkYQpA1ECtYG0AQ3BZQH8QnwCT4GVP/79hfvl+hZ4+beVduJ2aHaHN9k5hnv0veq/0EGYAujDqsPlg5GDCMKXQlCCiUM8g3jDuIORQ48DYELjQgqBOP+5Plp9hb1xfXN9476xP1lAU8FAwnFCwgNyAyNCxMK4ggdCLoHxgeOCFwKHw08ENMSOxRnFNITDRNPEl4R7Q8ADg8MrworClAKpQrUCtIKvQqKCucJdwgxBoYDGQFV/xj+4/xJ+1f5lve09hP3ivh/+kf8gv1L/h//hACtAjsFYgdGCHgHLQUkAkj/R/1y/K/8nv22/n3/xv/X/z0ASAGSAh4DEwKp/0v9v/zE/ngCOAZDCZoM5RHzGBAeKBumC23wstCKtkOpiKkIsuq7jcMGyqLS9N7c7On3s/wn+x72AvHS7RftKu8c9en/ww4/Hp4pei22KRQh9hYdDU4D6Piy7jTnL+Wd6dTye/1dBqkL8AxwCqcEiPzZ8/vs4ekR637vc/XG+1QCdAnyEIsXaxs9GwcXQRAzCRIESQIUBIcI+A25EtsVaBfcF0YX3xSmD5MHQ/4q9r3wDe1Y6HjgSdbxzVvMp9Nb4cnvv/mk/cn97/1CAC0ElwckCVIJwwmbC5sOshEnFBUWuBdnGIMWtRB2B2f97vUd84H00PfF+rH8dv4+ASkFAAkpC9IKaAghBSwCTAD8/7IBuQWoCxgSBxfpGJYXaBRSEagPag+WDyUP8A3VDBINVQ8wEzkXsBlBGYUVFw9OB77/svnR9QH0p/Ma9Pz0UPY7+LT6Uv1w/30ARQAD/0v96/u6+1399QDXBZcKlA3DDUkLWgdvA1wA/P2d++H4NPaQ9L70uva/+cb8Av8AAJj///0G/CD7wfxOAYYHNg3yEFsTiRaPGxggex4dEQ73StZuueGpgaqEtlHFNtDc1UHZz90Z5L/pAexo6iLnJuUh5hLqg/C9+WIGuBV7JNgtMC6PJc8XMQpXANr6S/hb9x/4jfviAZ8J/Q9xEvQPKwmu/z/1kutp5Hfhv+PV6sb02v7MBp0LiA1YDbsLEwm3BVMC+P/T/7QCpwi9EDAZ7h9KI50iax7pFzkQ8AdG/6f2I+8d6nDouult7LzupO9H72numO3F7KnrcuoM6qjr2+8k9j794ANlCbcN2hCPEnoSnRCoDbIKmgiEB/YGaQbOBY4FEAYtByMIDAh7BssD3wCX/l/9Mf3d/Un/eQFTBGcHCQqhCwYMlgvuCoYKcAp2CnYKoQprCx8NfQ+3EdoSYhKKEB4O8QtsCn0J5QiNCJMIFgntCasK2wpICgsJYwd/BXwDggHY/7z+Hf6H/W38pvqz+IL30vep+VP84P6yAMcBdgIZA9YDmgQ6BW0F2QRDA98Af/4x/Y79J//DAD4BaAAJ/wf+i/36/PH7J/sk/Nf/TAUgCpUMiQ0VEHcWqx4AIu8YAQEe4DfCarJQtFPCFdJZ23LcXtlG127Yk9tX3uvfg+G35NXp/O+m9qb+PQn4FXgh5yYzI58XXQl1/jn65/swAAAETQbSB3kJGAuIC6cJPAUA/wb4W/EI7EfpRupo75n3ZwAQB9AJqAgRBQMBBf7D/Ev9aP/XAkMHLQwDEUMVjxiVGvMaPRk6FT8PVQj6AZH9uvsG/B39Yv24+/33DPM17pfqq+hF6O7oV+qD7Krv3fPJ+Lr93AGZBMEFlgWkBJkDFgORAzEFrAdZCmEMJg2JDP4KRQnxBxkHWAY0BYoDzQHNADgBJgPyBYkI8wnDCUMIOQaKBNcDSQSaBUEHtwivCS4KfQrwCrQLsAyVDQoO7w12DRINQQ07DsgPQxHmESgRCg8UDBQJrgYKBdEDdAKTAEf+JPzu+iX7rvzM/m4AxgCy/939ZfxE/M79ogDyA+oG8gi0CQgJBQccBBABrv5W/cj8afzO+x774Ppf+zv8oPz++6T6mPnQ+Xb77/2KACMDBAY3CRoM7Q3ZDkwQsBNBGPgZRBMFARLmG8taum650MVz1oDhQOIV27TSAc+E0YfXEt0S4FnhYeNF6I/wUvvcBjYRURhtGuYWBQ/8BaX/nf7wAi0K1RA3FJkTIBDKCyYIjAUiA6T/ZfoU9J/uRexO7hv0TvvtAN8C3wBp/Mf3/PQM9eb3uPxfAsoHOQxpD5ERIBNjFEgVaBVcFA4S2g5rC3cIfwadBWAF0AS1Ai/+Yfe/74nprua152XriO9C8hjzA/OG84j1vPjs++X9PP6H/fP8kP3U/28Dgwf2CtkMtgzHCukHUwUJBGYE7gWdB3UIEgjRBoUF4AQEBXgFhgXEBGMDDwKJAS8C1APkBboH6wheCUAJ4gibCLgIYwmVChQMkA3BDogP6w/5D7gPGQ8KDoUMoQqaCM4GpwVtBRIGDweVB/UGEgV4AgkAav6p/V/9Jv37/C/9Av5F/3AAHwFpAcQBgQJKA0oD2gEx/3b8FfvE+wP+bwCiAQIB+f6Z/PP6lfpM+1/8AP3b/FP8S/x0/an/7QEyAz8DAAPBAwQGDQmvC6kNARCwE4EXWxdjDvf6e+E0yy7BccbP1Q/lYuuW5n7bzNG0zlPSANnd3oDiFuWY6AzuJvXz/IcE9woBD1YPnAtdBc3/MP7kAXgJfRGEFt8WKRN6DRcIZQSQAsUBzAC0/m37+Pfv9Y/2xfn6/eEA0wDR/X/5LfaC9cb3Afy7AMEEfAfuCIEJ1QmNCggMEw7jD3MQJw9PDBYJ2AY2Bp0GjwaVBDMAU/rH9FbxzfCq8ob13/fT+GP4Rfdj9mX2avcT+b763PtF/Er8lPzH/SAARgNdBm0I4AjMB/YFdQQwBGsFoQfPCfYKqApACaIHrwbABnkHGwgHCC0HBgY3BSQFuQWFBhcHOQcJB84GzQYjB8kHnQh3CTUKxgo5C64LQQzrDHgNmw0ZDecLMwpICHYGAQUnBBYE1AQdBmEH9gd6BxUGbARCA/kCVgOpA00DFAJqABD/rP5z/wQBlgJBA2QCAgDk/Fj6jfnb+mT9fP+g/2/9+vkk93v2UviZ+5H+xv/O/mP8+fn9+Bj62Pzl/9UBIAKVAdIBCAT7BykMFQ+YEOIR2hNOFcQSywhI9wPjotP/zijVIODS51jnwN+H1jrR1tFj1nnbLN/y4VPlBupk72b01/hX/TwCogbUCO8HGwUUAzAEggi7De8QtRD8DfsKYAkyCUAJWwg+BnoDtwA8/g38ZPrD+XT6Afw5/fb8C/uL+B334Pek+hb+pQCCAQoBeQAgAaQDmQeyC10Okw5qDCIJfQbEBf8G5witCQ4IHAQs/wz7BvlF+e36r/x//QH9kPvv+ez4APkk+tf7Vv38/Z/9svwL/Gn8+/0xAAoCsAIFAsIACwC6ANECcwVpB9cHugbiBHADOgNgBFMGMwhHCVAJkQibB/gG7wZxBzcI5whACSUJoAjdByEHuAbXBnkHUwj8CCUJ0AhUCB0IXAjiCD0JCwlECD0HcwYxBmUGtwbMBogGHwbmBRQGlgYcB1UHIAeWBuYFKgVQBDwD+gHPABQA8v81AG8APgCT/7L+Af63/cP96v3x/br9Of1q/Ff7L/pB+cv4zfj++AP5uvhT+CX4bPgw+WL6//v//SMA7AHwAlMD7QOyBdQIWQy/DjsPbg7BDbsN6AyHCOr+lPEr5bXeIuDB5v/sMu6F6QXi7tux2enapd164GXjAedB6yXvsvEY86b0h/d0+8T+7/8i/1v+3v9DBNYJ0g1qDgAMmghWBhIGSQfRCK8JXwmyB8EEFAG+/fD7Nfzq/Yz/vf85/v37evqO+gn8Bf6s/7EARgG0AR0ChQL9AqwDoQSqBWgGiwYKBh8FHwRMA88CvgIVA5YDzgNSAxkCoACo/6f/bgBJAY0BHwF+AEkArgBNAZUBTAG6AFsAYwCRAHwACQCi/9n/6ABkAoIDrwMFAy8C4AFWAjkD/wNhBIkE3ASVBZQGfgcLCDUIKwggCCMILAg+CHII3whzCeoJ+QmJCdEIOwggCJMIUAnfCdIJ9wh2B8YFgwQlBLgEygWbBo0GhAX5A6sCIQJeAvICVwNUAxoDDQN0AzUE6QQZBYcEUwPyAfEAsgA+AU0CbAM/BJoEegTkA9YCUgF8/579Dfzz+j76tPko+ZH4+vdg96321/X89GX0YvQc9ZP2qfgv+879CQBwAfgBLgLqAqcEBAcICQEKNAqWCpgLJgz2CVgDHvng7vHoXOlC7hHzt/Np79fo2eOO4j3knOb853zoWOlf6x/uevDr8Qfzz/SD9zz6x/vf+577nfyS/6IDAAdFCGYHhgUGBJ8DKwQMBasFrQXsBG8DiAHR//D+NP9OAIgBNAIZAn0B4QCnAO8AmAFZAtcCzAI5AoIBPQHIAeoC5QMBBCED3wEPAQQBVQFGAYEAdP/u/mn/lwCtAQ0CxgFqAXQB2wExAicC7wEMAtIC+gPLBKsEmQMsAh4BxQDsABoB+gCWADQAGQBPAKUA2gDEAG4ACgDg/xgAsABzASICpAISA6MDagRGBfQFUwaFBtcGdwdFCOQIBgmvCC0I1Qe6B6cHXwfZBk4GAwYIBi8GNgYJBssFrQW9BdAFsAVIBbcEMATJA24DAwOIAiMCAAIkAlkCTwLQAeQAyv/Q/i/++P0a/nn++v6J/xUAkgDxACIBFgHFADQAd/+x/g3+rP2T/aP9oP1P/ZX8lfue+gv6B/p3+gv7dPuS+4H7c/uH+7j78/s6/Lb8mP30/p4ARQKfA6EEeAVcBkMHwwcwBwoFZAEY/XD5hPeY9+H4+vm8+fH3X/U08zDyOvKf8sHykPJ/8vLy1POa9M70hPRW9N70JPaN91z4WPj/9yH4Mvnr+o38df2M/Tz9Af0I/S79Q/1N/YL9Df7b/qv/QgCcAN8AMgGhAR0CnwItA8wDagTeBA4FEQUhBW0F6QVSBmAG+wVRBbEEUgQ7BEkEUgQ0BN8DSwN9ApIBtgAQALT/kP+O/6X/2/85ALcAOQGgAeABAgINAgMC4QGwAYcBdwF4AWcBKAHPAJUArwARAW0BZgHbABAAef9o/9b/bQDUAO4A5ADuACABXgGDAYgBjwG7ARACZgKRAowCfQKYAvECcQPoAz8EgwTZBFYF5wVfBp0GpgalBscGGAd+B8MHvwdoB9YGNQatBVQFKgUbBQ0F7wTHBKsEsgTbBAYFBQW6BDMEmgMbA8ICfgI4Au0BrwGPAYABWAH3AGEAx/9b/zT/N/84/xf/0v5w/u/9RP1//Nb7k/vc+4b8Lf14/Vv9I/0t/Zn9Nv60/u7+Dv9b//T/pgAeASwB8gC5AJ4AZQCm/yX+JfxJ+iz5+vhT+Zn5W/mX+Jn3uvYk9tL1s/XF9QL2QPYx9pP1dPRG86Ty8vIP9GL1PfZE9qD12fR+9Nz04PU092n4KflP+fn4f/hQ+Ln4u/kC+yH8z/wX/UX9r/1+/qP/6QAeAhwD0gNGBJgE/QSkBYwGfgcrCGkIWAhECGMIoQisCEUIeweqBi8GGQYjBvMFawW8BDUE+wP1A/UD5gPZA+AD4wOtAygDfQIFAvYBMQJOAvsBPAFrAOL/rv+Q/0T/yv5k/lT+k/7R/sD+Xv74/eP9J/58/o/+Uf4K/hj+l/5M/9X/AADt/+j/IQCMAPIANgFvAdMBfAJMAwEEawSQBKIE0AQhBXQFqQW5BcIF4wUqBoQG0wYABwYH6AauBl8GBwa8BZYFnAXDBe0F/gXqBbwFjAV1BYEFpAW/BbEFawX+BJMEUAQ7BCwE7QNgA50C5QFuATsBGAHIADkAlv8d/+n+2P6m/ir+ef3X/ID8e/yd/LX8rvyU/Hz8aPxV/En8Yvy6/EX9y/0Q/gv+8P0K/nX+//5S/0D/6f6a/nn+Vv7O/a38Mfvz+Xf5wflO+m/6zfmX+Ff3g/Y49kH2V/ZV9jb29/WL9fT0XfQb9HH0UPVP9uf2zfYr9n/1TPXL9dv2H/g2+d75BfrI+XL5aPn4+Sf7n/zT/V3+P/7x/RL+Bf+wAJMCEQTKBMkEcARBBKAEogUFB04IAgnjCBkIEwdPBhEGSQarBukG1wZxBsgF+AQrBJsDdgO8AyAELASMA1kCGQFuAKYAgAFcAqACHgIgASgAmv+E/7v/AAAtADEACAC0/0X/3/6p/rT+6P4W/yD/Ef8T/07/w/9LALwA/gAdAS8BRQFkAZUB4wFUAtMCMQNCAwkDxALIAj0D+AOQBKsERAS5A4ID3QOhBGEFxAW+BZIFjAXFBRMGNgYXBt0FygUCBm4G0wYCB/4G7wb0BgIH7AaNBvEFTQXYBKAEgQRFBNIDPgOwAjsCzQFAAYkAyv89/wj/IP9I/0L/9f55/gD+rv2I/XT9Uv0O/a78T/wZ/Cj8ePzh/CP9D/2r/Dj8B/xD/M/8Xf2w/cv96v1E/tL+TP9j/w3/lP5c/oX+zP66/g7++vwF/KL70/so/BD8TPsQ+tz4F/jY9+v3Bfj597v3T/e49gX2X/UG9Sf1tPVj9tv27Pax9nn2jfYG98T3i/gn+X/5mPmN+Yr5w/lZ+kn7YPxU/fD9Nv5d/qz+Tf85AEsBUgItA8kDIgREBFMEggT0BJ0FPQaKBl8G4QVhBSYFPAV3BZ4FkgVaBQoFqgQ6BMcDcANNA08DOwPXAigCeQEwAXkBHQKsAtIChwIJApMBMwHVAHcAQwBnANUAMQEVAWwAmf80/5D/cQA7AW8BDAGDAFAAlwAXAXkBnwGuAdgBIAJcAmsCZwKKAvgChgPeA8kDZQMTAycDpQNHBLsE5wTqBPUEFgU7BUsFSQVKBVIFRwUIBZUEHATdA/MDOwRuBFsECgSyA4QDiQOgA6UDigNhA0QDOwM+Az8DNwMpAxQD7QKkAjQCqQEfAbMAcwBZAE8AOwAGAKr/Lf+m/jL+4/25/aH9fP0y/cD8Ofy/+3H7YPuH+9T7J/xk/Hj8YPww/BH8NPyx/Hb9Qf7B/sn+bf77/cj9+v1u/tP+4P6E/uL9M/2Z/Bb8mfse+6z6VPoW+uX5sPlw+Sz59vjU+MH4qPht+Pr3S/eA9tr1ovX69bj2dPfB93f30/ZU9l/2/PbT93X4qviR+IH4w/hk+T76Hvvo+5P8GP1x/aX92v1I/g//DwD1AG4BawEvAR4BbwEAAnsCoAJ7Al8CngJKAyYE1QQbBf4EtQR/BH0EsQQEBVwFnAWzBaIFhAWCBbYFGgaHBtEG5gbUBrcGnQaFBnAGbwaYBuAGEAfhBjsGXgXHBNcEiQVsBvIG1QZFBrYFhgW6BREGOwYUBqsFIAWJBPcDfwNBA0sDfwOcA2YD2gIvAqsBcAFkAVMBGgG/AFsA/v+d/zH/zP6R/pn+yv7o/rr+QP61/Wn9h/37/YX+6f4O/wX/6/7b/t/+9/4g/1H/gf+j/6z/lf9k/yb/8/7q/hj/af+o/5//P/+7/mn+hf79/nz/pv9i/+f+kv6W/uH+OP90/53/0/8eAF8AbABEABsAKgB8ANwABQHkAKoApADyAG0ByQHWAaIBWgEaAdUAbgDo/2b/E//p/rT+QP6R/ej8jfyT/Mr86vza/L78xvz0/Ab9rvzb+9T6Bvq1+cX52vmf+Qf5Rvii9z73E/cK9x33T/eX9833v/dj9+z2ufYU9/b3DPnl+T36J/r0+f75c/pH+0b8N/3s/Uv+Uf4Y/tv95P1j/lL/awBXAd0BBgISAkgCzwKeA5AEfgVIBtYGGQcYBwEHGQeZB3wIegkwCmIKKgriCegJWQoCC4sLsQtwC/gKhAo3ChUKCwoDCukJsQlYCeoIgAg5CCMINghOCEII9gdtB8EGGQaSBS4F2gR4BPcDWwO7Ai0CsgE4AaoABABY/7r+Mf61/Tf9t/xK/AT85vvd+9f71Pvp+x78W/xz/EP84/uX+6H7BvyE/Lr8d/ze+0z7FPtG+637A/wb/Pz7xPuO+2T7Ufto+777Svzk/E79Zf07/Qz9G/1//R/+xP5E/4z/pv+h/47/gf+X/+P/WgDSAA8B8gCVAEAAOACPABkBigGsAYABNQEDAQoBRgGfAfQBJwIbAr4BGAFVALX/Z/9p/4T/bv8C/1n+uP1Z/Ub9U/1E/fr8gfz++4z7KvvK+mf6Efrf+c/5v/l/+fX4Qfit9373vvct+Gn4L/iX9wz3Afel97f4rPkK+rj5C/mO+Kb4Xfll+lT75/se/C38V/zN/Jv9qP6//5sACwECAasAWgBhAOoA4QEDAwkEwgQnBU4FXAV2BboFNwbmBqIHPAiPCKMIpQjVCFUJEAq6Cv8KtAr8CTEJtgi6CCEJngngCckJcQkPCcgIogiECFkIHgjhB6gHaAcIB3sGzwUhBY4EGQSoAx0DbQKqAfsAgABBACQAAAC2/z7/tf5D/gH+5P3D/Xf9+fxs/Ab85fv7+xr8HPz/+9z7zPvQ+8/7uPuX+4b7mPu8+8v7sfuB+2z7l/v2+1f8ivyL/H78kPzM/BT9Qf1F/TH9KP06/Vz9e/2O/aT90P0Z/nD+vv71/hj/OP9o/6//AwBQAHwAfgBhAEIAPgBYAHwAiQB2AF8AcQDCADoBnAG0AYEBMwEKASEBXQGEAWcBCwGZAEMAIQAkACgAEgDi/67/lP+X/5r/a//q/iz+dv0b/Tz9qv39/eL9UP2c/DL8TPzF/Dz9Wv0K/Xz8+Puo+437kvum+7/71vvX+7X7fftb+4H7/Pug/B39Nv3s/H/8PvxY/L/8PP2f/dz9Ef5l/uj+iP8fAJQA5QAjAWIBpwHuATECdQLCAhwDdgPDA/4DOASFBOsEUAWLBYIFQQX0BM8E5AQkBWUFigWMBXkFZQVaBVkFYAVsBXsFhQWDBW4FRwUVBeUExAS7BMUEzwS5BGkE4wNOA+QCzAL7AjADIAOkAtcBBgF9AF4AjgDJANAAgwD0/1H/1f6k/r/+Af84/z3/Bf+m/j3+4v2f/Xv9cv17/Xb9Pv3D/CP8qfuX+/v7mPwW/T39IP0A/Q39Pv1d/UD99/zG/On8Yv34/WX+jP6G/oX+pP7Y/v3+9P64/lz+Af7R/er9Uf7c/j7/Nv+9/hz+vf3q/Y7+T//J/9X/lf9D/wT/2f63/qn+y/4k/4r/vv+c/0v/H/9g/wYAwQAqAQ8BjgDy/3z/TP9a/47/zP/x/9f/bf/N/j7+Bv44/qH+6P7W/oH+O/5T/s7+Z/+//6X/NP+7/oH+lf7T/gT/Ef8H/wT/F/8t/yr/Av/L/q/+yP4G/zr/OP/+/rr+p/7g/kj/nP+n/2j/E//u/h7/lv8kAJMAvgClAFsABwDU/+X/RQDgAIMB9wEiAhQC8QHdAd4B5wHnAd0B0wHLAbgBhwE1Ad0ApQCpANsAEgEjAQABxQCdAKUA1wATATcBNgEiAR0BPwGKAeUBLgJNAkQCLQImAj8CcAKfArMCqAKKAnUCfAKiAtoCDAMiAxQD8QLaAvQCTQPIAyMEFQSAA4UCfwHHAIgApwDbAOAAmAASAHT/3v5m/hf+8v3r/eP9sv1F/bT8OfwQ/Ef8rPzr/MT8OvyQ+x/7IPuH+xX8hPyp/Iv8TfwX/AH8Dvw6/Hz8yvwX/Vj9iv26/QL+cf7//or/5/8GAAIACQA7AIwAxwC8AGEA5f+I/3r/t/8WAG0ApgDBAMcAuwCjAJIApQDwAGUB2gEkAjYCKwIqAkkCfAKoArgCqgKJAl0CLAIFAvwBHAJOAlwCFwKGAewAnwDAABYBOAHcABQARf/T/t/+N/+J/6j/oP+U/5L/iP9m/0P/Uf+z/00AzwDlAHgAwf8a/7/+rv6z/p3+X/4Q/tj9z/36/Uv+rf4D/zD/J//y/rj+p/7a/kz/2f9SAJ8AvgDEAMoA5AAPAT4BYQF3AZIB0QE8ArgCEAMSA8ICVgIdAj8CoQL8Ag4D0gJ8AlECdALUAkMDlQO6A7MDhgM2A88CaAIfAgAC/wH5AdABfwEUAaUARQD9/87/uf+1/6n/eP8W/5P+Ff7E/a79xf3n/fr98f3P/Zn9W/0j/QT9BP0Z/Sn9Hf30/MX8q/y4/OX8JP1v/cT9If5z/p/+nP5//nL+m/75/m3/zf8HACYAPwBbAHUAhACNAJ8AwwDtAAcBCQEDARQBRgGHAbIBsQGQAXIBawFyAWcBNwHxALoApwCwALMAmQBqAEMAMwAsABEA2/+g/4n/nv+7/6H/M/+U/hf+Af5c/uz+W/9u/yj/tv5R/iD+L/5w/sj+Ef8u/xb/4v7D/t/+PP+x/wQAEADY/4D/N/8V/xv/PP9t/6b/2v/2/+3/xf+h/67/AQCFAPoAHwHaAFIA1f+j/8n/FAA5AAYAiv8G/8T+6f5g//b/dADFAOsA9gD2APcABQElAU4BbAFpAT8BBgHdANoA9AAQARsBGQEYARwBFQHsAKMAXQBEAFwAewBnABAAp/93/6T/AQAwAOz/R/+g/lX+e/7Y/hP/A/+6/mn+Jf7l/Zr9Vv1D/XT9xv3z/dT9k/2V/Sb+Lf8zALcAkQAUAMf/+/+cAEcBoQGUAUkB9gCuAGoAKAABABcAbgDXAAsB5QCAACEAAwApAGQAfgBkADEADQANACUAOAA0ABoA/P/g/8j/t/+3/9f/EgBRAGUANQDR/2v/QP9i/7H/6//d/4b/Fv/M/s3+D/9n/6H/of9n/w7/uf6K/pT+0P4j/2X/dv9S/xP/2/7C/sf+1f7c/tj+0f7P/tT+2/7q/gz/Rf+I/7r/w/+q/5H/o//q/0gAjwChAIcAagBuAJcAyADkAOEAzwDCAMAAtgCQAEcA6P+K/0L/Gf8U/zP/ef/f/1MAuwD8AAsB8wDRAMkA9QBLAaABuQFvAdgAQQAAADgAuQAYAf8AcgDN/37/s/81AKAAsgCDAGYAlQD2ADAB+QBgAMb/kP/W/1EAnwCRAEsAGgAoAFcAYgAhALH/Wf9P/4v/2P////X/1P+6/6v/l/9z/0r/K/8U/+3+of5E/g/+Ov7C/l7/r/+G/w7/rP61/iv/xf8mACgA6v+t/6T/zP8AAA==\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ]
          },
          "metadata": {},
          "execution_count": 103
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# 데이터 로딩"
      ],
      "metadata": {
        "id": "633sPckREDYg"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import glob\n",
        "\n",
        "file_list = glob.glob(\"mnist_audio/*.wav\")\n",
        "print(len(file_list))\n",
        "print(file_list[:3])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8HVbzOwCGAUQ",
        "outputId": "6cbdd141-bffa-4d28-d1b9-0926f9230470"
      },
      "execution_count": 155,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "3000\n",
            "['mnist_audio/6_nicolas_31.wav', 'mnist_audio/9_theo_49.wav', 'mnist_audio/3_jackson_8.wav']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def load_wav(file_name):\n",
        "    data, _ = librosa.load(file_name, sr=SAMPLING_RATE)\n",
        "    return data\n",
        "\n",
        "raw_x = []\n",
        "raw_y = []\n",
        "for file_name in file_list:\n",
        "    label = int(file_name.split(\"/\")[1].split(\"_\")[0])\n",
        "    print(file_name, label)\n",
        "    data = load_wav(file_name)\n",
        "    raw_x.append(data)\n",
        "    raw_y.append(label)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Aumki802EVg5",
        "outputId": "4fd0db4e-1860-4fb9-8140-322141f77c8c"
      },
      "execution_count": 181,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "mnist_audio/6_nicolas_31.wav 6\n",
            "mnist_audio/9_theo_49.wav 9\n",
            "mnist_audio/3_jackson_8.wav 3\n",
            "mnist_audio/9_theo_5.wav 9\n",
            "mnist_audio/8_theo_48.wav 8\n",
            "mnist_audio/1_jackson_26.wav 1\n",
            "mnist_audio/3_yweweler_44.wav 3\n",
            "mnist_audio/2_theo_6.wav 2\n",
            "mnist_audio/5_nicolas_21.wav 5\n",
            "mnist_audio/5_theo_25.wav 5\n",
            "mnist_audio/1_theo_12.wav 1\n",
            "mnist_audio/9_nicolas_25.wav 9\n",
            "mnist_audio/1_jackson_39.wav 1\n",
            "mnist_audio/3_lucas_15.wav 3\n",
            "mnist_audio/6_yweweler_43.wav 6\n",
            "mnist_audio/3_theo_9.wav 3\n",
            "mnist_audio/5_yweweler_48.wav 5\n",
            "mnist_audio/9_george_46.wav 9\n",
            "mnist_audio/8_lucas_19.wav 8\n",
            "mnist_audio/9_theo_1.wav 9\n",
            "mnist_audio/0_jackson_48.wav 0\n",
            "mnist_audio/9_george_26.wav 9\n",
            "mnist_audio/0_nicolas_25.wav 0\n",
            "mnist_audio/6_george_12.wav 6\n",
            "mnist_audio/0_theo_3.wav 0\n",
            "mnist_audio/4_george_32.wav 4\n",
            "mnist_audio/1_nicolas_48.wav 1\n",
            "mnist_audio/0_theo_30.wav 0\n",
            "mnist_audio/0_yweweler_2.wav 0\n",
            "mnist_audio/8_nicolas_47.wav 8\n",
            "mnist_audio/6_lucas_22.wav 6\n",
            "mnist_audio/4_george_8.wav 4\n",
            "mnist_audio/8_george_16.wav 8\n",
            "mnist_audio/5_yweweler_4.wav 5\n",
            "mnist_audio/6_george_39.wav 6\n",
            "mnist_audio/9_yweweler_26.wav 9\n",
            "mnist_audio/2_nicolas_12.wav 2\n",
            "mnist_audio/9_nicolas_42.wav 9\n",
            "mnist_audio/0_george_36.wav 0\n",
            "mnist_audio/0_lucas_6.wav 0\n",
            "mnist_audio/1_jackson_35.wav 1\n",
            "mnist_audio/1_jackson_44.wav 1\n",
            "mnist_audio/1_george_27.wav 1\n",
            "mnist_audio/0_yweweler_32.wav 0\n",
            "mnist_audio/5_nicolas_32.wav 5\n",
            "mnist_audio/2_nicolas_26.wav 2\n",
            "mnist_audio/4_nicolas_3.wav 4\n",
            "mnist_audio/4_theo_7.wav 4\n",
            "mnist_audio/0_yweweler_39.wav 0\n",
            "mnist_audio/3_yweweler_12.wav 3\n",
            "mnist_audio/6_nicolas_41.wav 6\n",
            "mnist_audio/4_nicolas_49.wav 4\n",
            "mnist_audio/2_jackson_2.wav 2\n",
            "mnist_audio/0_lucas_1.wav 0\n",
            "mnist_audio/8_lucas_11.wav 8\n",
            "mnist_audio/8_lucas_2.wav 8\n",
            "mnist_audio/5_theo_32.wav 5\n",
            "mnist_audio/7_theo_17.wav 7\n",
            "mnist_audio/4_theo_12.wav 4\n",
            "mnist_audio/2_jackson_38.wav 2\n",
            "mnist_audio/5_lucas_34.wav 5\n",
            "mnist_audio/9_lucas_37.wav 9\n",
            "mnist_audio/4_theo_4.wav 4\n",
            "mnist_audio/4_theo_24.wav 4\n",
            "mnist_audio/4_lucas_8.wav 4\n",
            "mnist_audio/9_george_15.wav 9\n",
            "mnist_audio/5_lucas_15.wav 5\n",
            "mnist_audio/4_lucas_20.wav 4\n",
            "mnist_audio/4_jackson_30.wav 4\n",
            "mnist_audio/6_jackson_4.wav 6\n",
            "mnist_audio/8_nicolas_10.wav 8\n",
            "mnist_audio/2_nicolas_16.wav 2\n",
            "mnist_audio/3_theo_5.wav 3\n",
            "mnist_audio/6_nicolas_13.wav 6\n",
            "mnist_audio/4_jackson_19.wav 4\n",
            "mnist_audio/3_theo_36.wav 3\n",
            "mnist_audio/1_george_31.wav 1\n",
            "mnist_audio/5_theo_8.wav 5\n",
            "mnist_audio/2_yweweler_22.wav 2\n",
            "mnist_audio/5_george_25.wav 5\n",
            "mnist_audio/2_lucas_35.wav 2\n",
            "mnist_audio/1_theo_8.wav 1\n",
            "mnist_audio/6_jackson_43.wav 6\n",
            "mnist_audio/6_lucas_1.wav 6\n",
            "mnist_audio/4_jackson_24.wav 4\n",
            "mnist_audio/8_yweweler_30.wav 8\n",
            "mnist_audio/9_nicolas_43.wav 9\n",
            "mnist_audio/7_george_27.wav 7\n",
            "mnist_audio/9_george_19.wav 9\n",
            "mnist_audio/5_nicolas_22.wav 5\n",
            "mnist_audio/5_theo_44.wav 5\n",
            "mnist_audio/2_theo_27.wav 2\n",
            "mnist_audio/9_nicolas_17.wav 9\n",
            "mnist_audio/7_lucas_13.wav 7\n",
            "mnist_audio/1_jackson_16.wav 1\n",
            "mnist_audio/4_george_21.wav 4\n",
            "mnist_audio/4_jackson_6.wav 4\n",
            "mnist_audio/4_theo_39.wav 4\n",
            "mnist_audio/0_george_8.wav 0\n",
            "mnist_audio/4_yweweler_5.wav 4\n",
            "mnist_audio/5_yweweler_5.wav 5\n",
            "mnist_audio/3_nicolas_44.wav 3\n",
            "mnist_audio/8_yweweler_1.wav 8\n",
            "mnist_audio/1_nicolas_41.wav 1\n",
            "mnist_audio/4_lucas_42.wav 4\n",
            "mnist_audio/3_nicolas_45.wav 3\n",
            "mnist_audio/8_lucas_8.wav 8\n",
            "mnist_audio/8_jackson_9.wav 8\n",
            "mnist_audio/4_theo_38.wav 4\n",
            "mnist_audio/6_jackson_35.wav 6\n",
            "mnist_audio/9_yweweler_24.wav 9\n",
            "mnist_audio/2_lucas_16.wav 2\n",
            "mnist_audio/8_jackson_36.wav 8\n",
            "mnist_audio/8_theo_47.wav 8\n",
            "mnist_audio/2_yweweler_3.wav 2\n",
            "mnist_audio/3_yweweler_6.wav 3\n",
            "mnist_audio/4_george_2.wav 4\n",
            "mnist_audio/7_jackson_19.wav 7\n",
            "mnist_audio/0_george_35.wav 0\n",
            "mnist_audio/5_nicolas_13.wav 5\n",
            "mnist_audio/5_nicolas_25.wav 5\n",
            "mnist_audio/0_jackson_19.wav 0\n",
            "mnist_audio/3_theo_3.wav 3\n",
            "mnist_audio/6_nicolas_20.wav 6\n",
            "mnist_audio/1_yweweler_49.wav 1\n",
            "mnist_audio/8_jackson_2.wav 8\n",
            "mnist_audio/5_george_24.wav 5\n",
            "mnist_audio/7_george_6.wav 7\n",
            "mnist_audio/2_lucas_9.wav 2\n",
            "mnist_audio/1_nicolas_32.wav 1\n",
            "mnist_audio/9_nicolas_41.wav 9\n",
            "mnist_audio/1_theo_3.wav 1\n",
            "mnist_audio/7_theo_12.wav 7\n",
            "mnist_audio/2_lucas_17.wav 2\n",
            "mnist_audio/8_jackson_24.wav 8\n",
            "mnist_audio/7_nicolas_22.wav 7\n",
            "mnist_audio/8_george_32.wav 8\n",
            "mnist_audio/2_nicolas_4.wav 2\n",
            "mnist_audio/5_george_9.wav 5\n",
            "mnist_audio/5_george_15.wav 5\n",
            "mnist_audio/1_jackson_37.wav 1\n",
            "mnist_audio/3_george_24.wav 3\n",
            "mnist_audio/7_yweweler_18.wav 7\n",
            "mnist_audio/9_lucas_38.wav 9\n",
            "mnist_audio/3_theo_23.wav 3\n",
            "mnist_audio/3_yweweler_13.wav 3\n",
            "mnist_audio/8_nicolas_21.wav 8\n",
            "mnist_audio/2_theo_18.wav 2\n",
            "mnist_audio/9_george_11.wav 9\n",
            "mnist_audio/1_theo_42.wav 1\n",
            "mnist_audio/4_nicolas_9.wav 4\n",
            "mnist_audio/0_yweweler_9.wav 0\n",
            "mnist_audio/7_nicolas_3.wav 7\n",
            "mnist_audio/1_theo_28.wav 1\n",
            "mnist_audio/7_lucas_8.wav 7\n",
            "mnist_audio/0_lucas_46.wav 0\n",
            "mnist_audio/1_theo_33.wav 1\n",
            "mnist_audio/1_theo_22.wav 1\n",
            "mnist_audio/9_george_43.wav 9\n",
            "mnist_audio/9_lucas_24.wav 9\n",
            "mnist_audio/0_jackson_24.wav 0\n",
            "mnist_audio/4_nicolas_19.wav 4\n",
            "mnist_audio/8_lucas_13.wav 8\n",
            "mnist_audio/4_nicolas_45.wav 4\n",
            "mnist_audio/2_theo_20.wav 2\n",
            "mnist_audio/9_nicolas_12.wav 9\n",
            "mnist_audio/4_jackson_11.wav 4\n",
            "mnist_audio/8_jackson_35.wav 8\n",
            "mnist_audio/6_jackson_33.wav 6\n",
            "mnist_audio/0_nicolas_32.wav 0\n",
            "mnist_audio/5_george_33.wav 5\n",
            "mnist_audio/4_nicolas_35.wav 4\n",
            "mnist_audio/3_jackson_34.wav 3\n",
            "mnist_audio/8_theo_13.wav 8\n",
            "mnist_audio/6_george_6.wav 6\n",
            "mnist_audio/8_jackson_30.wav 8\n",
            "mnist_audio/9_lucas_7.wav 9\n",
            "mnist_audio/4_jackson_23.wav 4\n",
            "mnist_audio/0_theo_24.wav 0\n",
            "mnist_audio/6_lucas_25.wav 6\n",
            "mnist_audio/2_george_7.wav 2\n",
            "mnist_audio/9_yweweler_21.wav 9\n",
            "mnist_audio/9_george_42.wav 9\n",
            "mnist_audio/8_nicolas_46.wav 8\n",
            "mnist_audio/2_yweweler_26.wav 2\n",
            "mnist_audio/8_george_15.wav 8\n",
            "mnist_audio/2_lucas_5.wav 2\n",
            "mnist_audio/4_theo_37.wav 4\n",
            "mnist_audio/7_george_16.wav 7\n",
            "mnist_audio/6_yweweler_48.wav 6\n",
            "mnist_audio/3_theo_44.wav 3\n",
            "mnist_audio/0_yweweler_26.wav 0\n",
            "mnist_audio/9_nicolas_13.wav 9\n",
            "mnist_audio/8_george_25.wav 8\n",
            "mnist_audio/5_jackson_44.wav 5\n",
            "mnist_audio/1_jackson_11.wav 1\n",
            "mnist_audio/7_george_12.wav 7\n",
            "mnist_audio/8_george_4.wav 8\n",
            "mnist_audio/2_theo_9.wav 2\n",
            "mnist_audio/0_lucas_4.wav 0\n",
            "mnist_audio/1_jackson_41.wav 1\n",
            "mnist_audio/0_theo_32.wav 0\n",
            "mnist_audio/9_theo_8.wav 9\n",
            "mnist_audio/6_yweweler_36.wav 6\n",
            "mnist_audio/2_lucas_22.wav 2\n",
            "mnist_audio/5_yweweler_30.wav 5\n",
            "mnist_audio/9_nicolas_6.wav 9\n",
            "mnist_audio/5_theo_2.wav 5\n",
            "mnist_audio/5_nicolas_30.wav 5\n",
            "mnist_audio/4_jackson_15.wav 4\n",
            "mnist_audio/6_nicolas_27.wav 6\n",
            "mnist_audio/3_lucas_30.wav 3\n",
            "mnist_audio/2_nicolas_43.wav 2\n",
            "mnist_audio/0_nicolas_42.wav 0\n",
            "mnist_audio/1_george_35.wav 1\n",
            "mnist_audio/0_george_39.wav 0\n",
            "mnist_audio/4_yweweler_14.wav 4\n",
            "mnist_audio/7_lucas_40.wav 7\n",
            "mnist_audio/8_theo_20.wav 8\n",
            "mnist_audio/1_george_1.wav 1\n",
            "mnist_audio/7_george_14.wav 7\n",
            "mnist_audio/2_yweweler_13.wav 2\n",
            "mnist_audio/4_lucas_17.wav 4\n",
            "mnist_audio/7_theo_21.wav 7\n",
            "mnist_audio/2_george_36.wav 2\n",
            "mnist_audio/3_yweweler_25.wav 3\n",
            "mnist_audio/2_lucas_34.wav 2\n",
            "mnist_audio/8_nicolas_11.wav 8\n",
            "mnist_audio/2_lucas_45.wav 2\n",
            "mnist_audio/2_yweweler_45.wav 2\n",
            "mnist_audio/1_yweweler_21.wav 1\n",
            "mnist_audio/7_george_25.wav 7\n",
            "mnist_audio/5_yweweler_14.wav 5\n",
            "mnist_audio/7_nicolas_43.wav 7\n",
            "mnist_audio/0_lucas_14.wav 0\n",
            "mnist_audio/4_jackson_10.wav 4\n",
            "mnist_audio/1_jackson_10.wav 1\n",
            "mnist_audio/2_theo_32.wav 2\n",
            "mnist_audio/9_theo_23.wav 9\n",
            "mnist_audio/6_jackson_23.wav 6\n",
            "mnist_audio/2_lucas_19.wav 2\n",
            "mnist_audio/7_lucas_49.wav 7\n",
            "mnist_audio/0_theo_13.wav 0\n",
            "mnist_audio/5_george_18.wav 5\n",
            "mnist_audio/6_theo_35.wav 6\n",
            "mnist_audio/8_nicolas_2.wav 8\n",
            "mnist_audio/8_theo_27.wav 8\n",
            "mnist_audio/6_jackson_42.wav 6\n",
            "mnist_audio/4_nicolas_46.wav 4\n",
            "mnist_audio/5_lucas_0.wav 5\n",
            "mnist_audio/2_jackson_3.wav 2\n",
            "mnist_audio/2_lucas_6.wav 2\n",
            "mnist_audio/1_lucas_14.wav 1\n",
            "mnist_audio/4_theo_44.wav 4\n",
            "mnist_audio/4_nicolas_18.wav 4\n",
            "mnist_audio/1_theo_45.wav 1\n",
            "mnist_audio/7_nicolas_10.wav 7\n",
            "mnist_audio/8_nicolas_1.wav 8\n",
            "mnist_audio/7_theo_44.wav 7\n",
            "mnist_audio/6_george_33.wav 6\n",
            "mnist_audio/5_yweweler_34.wav 5\n",
            "mnist_audio/0_nicolas_11.wav 0\n",
            "mnist_audio/9_yweweler_47.wav 9\n",
            "mnist_audio/4_theo_41.wav 4\n",
            "mnist_audio/8_lucas_4.wav 8\n",
            "mnist_audio/2_lucas_0.wav 2\n",
            "mnist_audio/9_lucas_29.wav 9\n",
            "mnist_audio/4_theo_33.wav 4\n",
            "mnist_audio/1_jackson_42.wav 1\n",
            "mnist_audio/2_jackson_4.wav 2\n",
            "mnist_audio/0_jackson_49.wav 0\n",
            "mnist_audio/1_theo_47.wav 1\n",
            "mnist_audio/2_nicolas_6.wav 2\n",
            "mnist_audio/5_george_37.wav 5\n",
            "mnist_audio/5_jackson_0.wav 5\n",
            "mnist_audio/0_nicolas_37.wav 0\n",
            "mnist_audio/1_yweweler_17.wav 1\n",
            "mnist_audio/6_jackson_25.wav 6\n",
            "mnist_audio/6_nicolas_17.wav 6\n",
            "mnist_audio/0_jackson_44.wav 0\n",
            "mnist_audio/3_nicolas_27.wav 3\n",
            "mnist_audio/1_george_43.wav 1\n",
            "mnist_audio/4_theo_10.wav 4\n",
            "mnist_audio/8_lucas_10.wav 8\n",
            "mnist_audio/1_nicolas_44.wav 1\n",
            "mnist_audio/1_lucas_7.wav 1\n",
            "mnist_audio/8_theo_46.wav 8\n",
            "mnist_audio/5_yweweler_6.wav 5\n",
            "mnist_audio/8_theo_1.wav 8\n",
            "mnist_audio/2_theo_5.wav 2\n",
            "mnist_audio/6_yweweler_8.wav 6\n",
            "mnist_audio/6_lucas_17.wav 6\n",
            "mnist_audio/0_lucas_42.wav 0\n",
            "mnist_audio/2_jackson_39.wav 2\n",
            "mnist_audio/5_george_4.wav 5\n",
            "mnist_audio/3_jackson_3.wav 3\n",
            "mnist_audio/1_nicolas_12.wav 1\n",
            "mnist_audio/2_yweweler_35.wav 2\n",
            "mnist_audio/2_jackson_45.wav 2\n",
            "mnist_audio/5_jackson_9.wav 5\n",
            "mnist_audio/9_lucas_23.wav 9\n",
            "mnist_audio/5_george_38.wav 5\n",
            "mnist_audio/4_nicolas_17.wav 4\n",
            "mnist_audio/4_jackson_44.wav 4\n",
            "mnist_audio/4_jackson_37.wav 4\n",
            "mnist_audio/8_nicolas_19.wav 8\n",
            "mnist_audio/7_theo_15.wav 7\n",
            "mnist_audio/8_jackson_5.wav 8\n",
            "mnist_audio/9_lucas_5.wav 9\n",
            "mnist_audio/4_george_1.wav 4\n",
            "mnist_audio/6_yweweler_40.wav 6\n",
            "mnist_audio/9_nicolas_19.wav 9\n",
            "mnist_audio/7_george_8.wav 7\n",
            "mnist_audio/8_nicolas_15.wav 8\n",
            "mnist_audio/2_theo_14.wav 2\n",
            "mnist_audio/5_jackson_47.wav 5\n",
            "mnist_audio/5_lucas_32.wav 5\n",
            "mnist_audio/6_george_13.wav 6\n",
            "mnist_audio/1_theo_6.wav 1\n",
            "mnist_audio/5_jackson_16.wav 5\n",
            "mnist_audio/1_jackson_15.wav 1\n",
            "mnist_audio/9_george_12.wav 9\n",
            "mnist_audio/9_george_22.wav 9\n",
            "mnist_audio/7_yweweler_25.wav 7\n",
            "mnist_audio/0_theo_2.wav 0\n",
            "mnist_audio/3_george_38.wav 3\n",
            "mnist_audio/4_lucas_48.wav 4\n",
            "mnist_audio/0_lucas_41.wav 0\n",
            "mnist_audio/7_theo_26.wav 7\n",
            "mnist_audio/7_jackson_5.wav 7\n",
            "mnist_audio/6_lucas_38.wav 6\n",
            "mnist_audio/9_jackson_3.wav 9\n",
            "mnist_audio/2_nicolas_17.wav 2\n",
            "mnist_audio/0_jackson_12.wav 0\n",
            "mnist_audio/0_theo_48.wav 0\n",
            "mnist_audio/9_george_47.wav 9\n",
            "mnist_audio/6_jackson_13.wav 6\n",
            "mnist_audio/4_george_35.wav 4\n",
            "mnist_audio/7_theo_41.wav 7\n",
            "mnist_audio/4_george_12.wav 4\n",
            "mnist_audio/2_nicolas_45.wav 2\n",
            "mnist_audio/9_theo_45.wav 9\n",
            "mnist_audio/1_theo_41.wav 1\n",
            "mnist_audio/2_theo_35.wav 2\n",
            "mnist_audio/4_lucas_12.wav 4\n",
            "mnist_audio/3_george_3.wav 3\n",
            "mnist_audio/3_jackson_42.wav 3\n",
            "mnist_audio/5_yweweler_13.wav 5\n",
            "mnist_audio/4_george_38.wav 4\n",
            "mnist_audio/1_theo_10.wav 1\n",
            "mnist_audio/8_jackson_29.wav 8\n",
            "mnist_audio/5_yweweler_26.wav 5\n",
            "mnist_audio/1_jackson_19.wav 1\n",
            "mnist_audio/0_jackson_35.wav 0\n",
            "mnist_audio/5_theo_23.wav 5\n",
            "mnist_audio/7_yweweler_45.wav 7\n",
            "mnist_audio/7_george_13.wav 7\n",
            "mnist_audio/7_nicolas_38.wav 7\n",
            "mnist_audio/2_theo_7.wav 2\n",
            "mnist_audio/4_george_34.wav 4\n",
            "mnist_audio/4_nicolas_29.wav 4\n",
            "mnist_audio/3_lucas_7.wav 3\n",
            "mnist_audio/6_george_20.wav 6\n",
            "mnist_audio/7_george_41.wav 7\n",
            "mnist_audio/1_george_10.wav 1\n",
            "mnist_audio/4_lucas_4.wav 4\n",
            "mnist_audio/8_theo_42.wav 8\n",
            "mnist_audio/1_nicolas_19.wav 1\n",
            "mnist_audio/0_nicolas_17.wav 0\n",
            "mnist_audio/5_nicolas_17.wav 5\n",
            "mnist_audio/4_theo_22.wav 4\n",
            "mnist_audio/3_nicolas_14.wav 3\n",
            "mnist_audio/2_nicolas_15.wav 2\n",
            "mnist_audio/5_yweweler_22.wav 5\n",
            "mnist_audio/9_yweweler_14.wav 9\n",
            "mnist_audio/1_jackson_7.wav 1\n",
            "mnist_audio/7_jackson_28.wav 7\n",
            "mnist_audio/6_lucas_29.wav 6\n",
            "mnist_audio/2_theo_15.wav 2\n",
            "mnist_audio/4_yweweler_21.wav 4\n",
            "mnist_audio/9_george_45.wav 9\n",
            "mnist_audio/4_george_33.wav 4\n",
            "mnist_audio/3_theo_32.wav 3\n",
            "mnist_audio/7_lucas_22.wav 7\n",
            "mnist_audio/4_lucas_10.wav 4\n",
            "mnist_audio/2_lucas_49.wav 2\n",
            "mnist_audio/9_nicolas_23.wav 9\n",
            "mnist_audio/6_theo_47.wav 6\n",
            "mnist_audio/0_nicolas_4.wav 0\n",
            "mnist_audio/8_lucas_35.wav 8\n",
            "mnist_audio/3_george_41.wav 3\n",
            "mnist_audio/5_nicolas_20.wav 5\n",
            "mnist_audio/9_jackson_20.wav 9\n",
            "mnist_audio/5_jackson_20.wav 5\n",
            "mnist_audio/6_jackson_48.wav 6\n",
            "mnist_audio/8_lucas_26.wav 8\n",
            "mnist_audio/3_george_27.wav 3\n",
            "mnist_audio/5_nicolas_4.wav 5\n",
            "mnist_audio/2_lucas_47.wav 2\n",
            "mnist_audio/7_theo_6.wav 7\n",
            "mnist_audio/8_yweweler_0.wav 8\n",
            "mnist_audio/6_theo_45.wav 6\n",
            "mnist_audio/4_nicolas_36.wav 4\n",
            "mnist_audio/3_jackson_30.wav 3\n",
            "mnist_audio/2_nicolas_25.wav 2\n",
            "mnist_audio/7_jackson_18.wav 7\n",
            "mnist_audio/7_nicolas_0.wav 7\n",
            "mnist_audio/2_lucas_15.wav 2\n",
            "mnist_audio/3_jackson_32.wav 3\n",
            "mnist_audio/7_george_33.wav 7\n",
            "mnist_audio/8_nicolas_25.wav 8\n",
            "mnist_audio/2_yweweler_19.wav 2\n",
            "mnist_audio/4_jackson_39.wav 4\n",
            "mnist_audio/5_nicolas_46.wav 5\n",
            "mnist_audio/9_theo_37.wav 9\n",
            "mnist_audio/5_lucas_31.wav 5\n",
            "mnist_audio/2_nicolas_7.wav 2\n",
            "mnist_audio/6_jackson_49.wav 6\n",
            "mnist_audio/8_jackson_1.wav 8\n",
            "mnist_audio/4_jackson_5.wav 4\n",
            "mnist_audio/9_nicolas_18.wav 9\n",
            "mnist_audio/4_jackson_35.wav 4\n",
            "mnist_audio/9_yweweler_2.wav 9\n",
            "mnist_audio/4_jackson_28.wav 4\n",
            "mnist_audio/0_george_16.wav 0\n",
            "mnist_audio/9_theo_17.wav 9\n",
            "mnist_audio/7_yweweler_11.wav 7\n",
            "mnist_audio/0_nicolas_0.wav 0\n",
            "mnist_audio/0_lucas_34.wav 0\n",
            "mnist_audio/1_yweweler_3.wav 1\n",
            "mnist_audio/4_lucas_5.wav 4\n",
            "mnist_audio/7_lucas_45.wav 7\n",
            "mnist_audio/7_george_47.wav 7\n",
            "mnist_audio/6_jackson_19.wav 6\n",
            "mnist_audio/0_george_41.wav 0\n",
            "mnist_audio/6_lucas_13.wav 6\n",
            "mnist_audio/6_theo_13.wav 6\n",
            "mnist_audio/2_nicolas_40.wav 2\n",
            "mnist_audio/3_yweweler_45.wav 3\n",
            "mnist_audio/0_nicolas_48.wav 0\n",
            "mnist_audio/1_george_15.wav 1\n",
            "mnist_audio/3_theo_13.wav 3\n",
            "mnist_audio/2_jackson_23.wav 2\n",
            "mnist_audio/0_yweweler_34.wav 0\n",
            "mnist_audio/9_jackson_1.wav 9\n",
            "mnist_audio/9_theo_7.wav 9\n",
            "mnist_audio/5_theo_31.wav 5\n",
            "mnist_audio/3_yweweler_19.wav 3\n",
            "mnist_audio/9_george_29.wav 9\n",
            "mnist_audio/4_yweweler_49.wav 4\n",
            "mnist_audio/6_jackson_44.wav 6\n",
            "mnist_audio/1_yweweler_39.wav 1\n",
            "mnist_audio/5_jackson_49.wav 5\n",
            "mnist_audio/5_george_12.wav 5\n",
            "mnist_audio/6_yweweler_22.wav 6\n",
            "mnist_audio/7_lucas_31.wav 7\n",
            "mnist_audio/0_theo_7.wav 0\n",
            "mnist_audio/8_jackson_16.wav 8\n",
            "mnist_audio/8_jackson_10.wav 8\n",
            "mnist_audio/6_nicolas_10.wav 6\n",
            "mnist_audio/0_lucas_33.wav 0\n",
            "mnist_audio/7_george_20.wav 7\n",
            "mnist_audio/2_lucas_18.wav 2\n",
            "mnist_audio/1_nicolas_21.wav 1\n",
            "mnist_audio/8_nicolas_12.wav 8\n",
            "mnist_audio/5_jackson_18.wav 5\n",
            "mnist_audio/8_nicolas_5.wav 8\n",
            "mnist_audio/5_jackson_41.wav 5\n",
            "mnist_audio/6_theo_31.wav 6\n",
            "mnist_audio/5_jackson_26.wav 5\n",
            "mnist_audio/2_nicolas_29.wav 2\n",
            "mnist_audio/8_george_8.wav 8\n",
            "mnist_audio/0_george_18.wav 0\n",
            "mnist_audio/5_george_22.wav 5\n",
            "mnist_audio/2_theo_43.wav 2\n",
            "mnist_audio/4_nicolas_0.wav 4\n",
            "mnist_audio/5_nicolas_8.wav 5\n",
            "mnist_audio/0_theo_33.wav 0\n",
            "mnist_audio/5_yweweler_11.wav 5\n",
            "mnist_audio/8_nicolas_16.wav 8\n",
            "mnist_audio/8_lucas_0.wav 8\n",
            "mnist_audio/3_lucas_0.wav 3\n",
            "mnist_audio/7_nicolas_46.wav 7\n",
            "mnist_audio/4_jackson_26.wav 4\n",
            "mnist_audio/2_theo_40.wav 2\n",
            "mnist_audio/1_lucas_5.wav 1\n",
            "mnist_audio/9_george_10.wav 9\n",
            "mnist_audio/6_george_41.wav 6\n",
            "mnist_audio/0_george_48.wav 0\n",
            "mnist_audio/5_lucas_25.wav 5\n",
            "mnist_audio/3_lucas_39.wav 3\n",
            "mnist_audio/5_jackson_15.wav 5\n",
            "mnist_audio/2_yweweler_48.wav 2\n",
            "mnist_audio/7_nicolas_25.wav 7\n",
            "mnist_audio/1_nicolas_23.wav 1\n",
            "mnist_audio/7_nicolas_4.wav 7\n",
            "mnist_audio/7_jackson_33.wav 7\n",
            "mnist_audio/4_jackson_20.wav 4\n",
            "mnist_audio/0_nicolas_38.wav 0\n",
            "mnist_audio/1_george_19.wav 1\n",
            "mnist_audio/9_george_25.wav 9\n",
            "mnist_audio/0_yweweler_18.wav 0\n",
            "mnist_audio/3_theo_42.wav 3\n",
            "mnist_audio/4_jackson_7.wav 4\n",
            "mnist_audio/3_lucas_12.wav 3\n",
            "mnist_audio/9_nicolas_9.wav 9\n",
            "mnist_audio/5_theo_19.wav 5\n",
            "mnist_audio/4_theo_46.wav 4\n",
            "mnist_audio/5_lucas_49.wav 5\n",
            "mnist_audio/4_yweweler_37.wav 4\n",
            "mnist_audio/6_theo_9.wav 6\n",
            "mnist_audio/7_jackson_34.wav 7\n",
            "mnist_audio/3_nicolas_46.wav 3\n",
            "mnist_audio/2_yweweler_7.wav 2\n",
            "mnist_audio/6_nicolas_23.wav 6\n",
            "mnist_audio/5_theo_9.wav 5\n",
            "mnist_audio/3_lucas_5.wav 3\n",
            "mnist_audio/7_jackson_13.wav 7\n",
            "mnist_audio/1_nicolas_9.wav 1\n",
            "mnist_audio/4_yweweler_13.wav 4\n",
            "mnist_audio/9_lucas_14.wav 9\n",
            "mnist_audio/7_nicolas_6.wav 7\n",
            "mnist_audio/5_jackson_48.wav 5\n",
            "mnist_audio/6_george_34.wav 6\n",
            "mnist_audio/6_yweweler_17.wav 6\n",
            "mnist_audio/3_jackson_21.wav 3\n",
            "mnist_audio/4_jackson_47.wav 4\n",
            "mnist_audio/9_theo_19.wav 9\n",
            "mnist_audio/6_theo_14.wav 6\n",
            "mnist_audio/7_george_49.wav 7\n",
            "mnist_audio/4_lucas_7.wav 4\n",
            "mnist_audio/4_george_28.wav 4\n",
            "mnist_audio/9_nicolas_37.wav 9\n",
            "mnist_audio/6_lucas_18.wav 6\n",
            "mnist_audio/3_nicolas_8.wav 3\n",
            "mnist_audio/5_theo_15.wav 5\n",
            "mnist_audio/4_jackson_48.wav 4\n",
            "mnist_audio/3_george_8.wav 3\n",
            "mnist_audio/4_theo_32.wav 4\n",
            "mnist_audio/5_lucas_43.wav 5\n",
            "mnist_audio/6_george_0.wav 6\n",
            "mnist_audio/2_nicolas_14.wav 2\n",
            "mnist_audio/7_theo_2.wav 7\n",
            "mnist_audio/7_george_22.wav 7\n",
            "mnist_audio/0_nicolas_41.wav 0\n",
            "mnist_audio/9_lucas_17.wav 9\n",
            "mnist_audio/2_jackson_17.wav 2\n",
            "mnist_audio/4_lucas_39.wav 4\n",
            "mnist_audio/5_theo_21.wav 5\n",
            "mnist_audio/9_lucas_15.wav 9\n",
            "mnist_audio/6_yweweler_23.wav 6\n",
            "mnist_audio/7_theo_40.wav 7\n",
            "mnist_audio/3_nicolas_15.wav 3\n",
            "mnist_audio/0_george_19.wav 0\n",
            "mnist_audio/1_lucas_42.wav 1\n",
            "mnist_audio/0_theo_14.wav 0\n",
            "mnist_audio/7_yweweler_16.wav 7\n",
            "mnist_audio/0_theo_42.wav 0\n",
            "mnist_audio/5_theo_11.wav 5\n",
            "mnist_audio/2_george_11.wav 2\n",
            "mnist_audio/6_lucas_49.wav 6\n",
            "mnist_audio/9_lucas_47.wav 9\n",
            "mnist_audio/0_nicolas_27.wav 0\n",
            "mnist_audio/1_george_2.wav 1\n",
            "mnist_audio/3_jackson_36.wav 3\n",
            "mnist_audio/9_yweweler_31.wav 9\n",
            "mnist_audio/8_george_6.wav 8\n",
            "mnist_audio/4_jackson_17.wav 4\n",
            "mnist_audio/0_jackson_1.wav 0\n",
            "mnist_audio/8_lucas_6.wav 8\n",
            "mnist_audio/4_lucas_49.wav 4\n",
            "mnist_audio/9_george_1.wav 9\n",
            "mnist_audio/9_nicolas_28.wav 9\n",
            "mnist_audio/0_jackson_0.wav 0\n",
            "mnist_audio/4_yweweler_18.wav 4\n",
            "mnist_audio/8_jackson_17.wav 8\n",
            "mnist_audio/9_yweweler_32.wav 9\n",
            "mnist_audio/2_theo_4.wav 2\n",
            "mnist_audio/5_george_0.wav 5\n",
            "mnist_audio/1_theo_14.wav 1\n",
            "mnist_audio/8_yweweler_22.wav 8\n",
            "mnist_audio/1_lucas_4.wav 1\n",
            "mnist_audio/2_george_40.wav 2\n",
            "mnist_audio/0_nicolas_9.wav 0\n",
            "mnist_audio/3_jackson_26.wav 3\n",
            "mnist_audio/6_yweweler_39.wav 6\n",
            "mnist_audio/3_nicolas_7.wav 3\n",
            "mnist_audio/4_george_27.wav 4\n",
            "mnist_audio/4_george_0.wav 4\n",
            "mnist_audio/3_george_35.wav 3\n",
            "mnist_audio/1_theo_36.wav 1\n",
            "mnist_audio/0_george_1.wav 0\n",
            "mnist_audio/2_george_32.wav 2\n",
            "mnist_audio/9_lucas_9.wav 9\n",
            "mnist_audio/1_yweweler_6.wav 1\n",
            "mnist_audio/3_nicolas_39.wav 3\n",
            "mnist_audio/9_theo_41.wav 9\n",
            "mnist_audio/5_jackson_2.wav 5\n",
            "mnist_audio/9_yweweler_38.wav 9\n",
            "mnist_audio/5_yweweler_32.wav 5\n",
            "mnist_audio/5_jackson_38.wav 5\n",
            "mnist_audio/3_lucas_27.wav 3\n",
            "mnist_audio/8_george_24.wav 8\n",
            "mnist_audio/8_george_11.wav 8\n",
            "mnist_audio/3_nicolas_23.wav 3\n",
            "mnist_audio/6_lucas_0.wav 6\n",
            "mnist_audio/8_jackson_48.wav 8\n",
            "mnist_audio/2_theo_47.wav 2\n",
            "mnist_audio/1_theo_23.wav 1\n",
            "mnist_audio/5_theo_26.wav 5\n",
            "mnist_audio/3_theo_8.wav 3\n",
            "mnist_audio/8_yweweler_13.wav 8\n",
            "mnist_audio/1_nicolas_46.wav 1\n",
            "mnist_audio/7_george_30.wav 7\n",
            "mnist_audio/9_lucas_4.wav 9\n",
            "mnist_audio/8_theo_40.wav 8\n",
            "mnist_audio/9_yweweler_29.wav 9\n",
            "mnist_audio/4_nicolas_13.wav 4\n",
            "mnist_audio/1_george_28.wav 1\n",
            "mnist_audio/5_george_28.wav 5\n",
            "mnist_audio/0_theo_28.wav 0\n",
            "mnist_audio/7_jackson_47.wav 7\n",
            "mnist_audio/4_yweweler_32.wav 4\n",
            "mnist_audio/0_theo_35.wav 0\n",
            "mnist_audio/9_jackson_15.wav 9\n",
            "mnist_audio/1_jackson_32.wav 1\n",
            "mnist_audio/7_yweweler_30.wav 7\n",
            "mnist_audio/1_nicolas_0.wav 1\n",
            "mnist_audio/0_jackson_6.wav 0\n",
            "mnist_audio/1_george_30.wav 1\n",
            "mnist_audio/4_nicolas_2.wav 4\n",
            "mnist_audio/6_lucas_44.wav 6\n",
            "mnist_audio/2_nicolas_3.wav 2\n",
            "mnist_audio/1_nicolas_28.wav 1\n",
            "mnist_audio/1_lucas_16.wav 1\n",
            "mnist_audio/6_nicolas_48.wav 6\n",
            "mnist_audio/2_lucas_10.wav 2\n",
            "mnist_audio/7_lucas_32.wav 7\n",
            "mnist_audio/5_nicolas_33.wav 5\n",
            "mnist_audio/2_yweweler_28.wav 2\n",
            "mnist_audio/3_jackson_0.wav 3\n",
            "mnist_audio/9_lucas_11.wav 9\n",
            "mnist_audio/3_jackson_38.wav 3\n",
            "mnist_audio/0_nicolas_44.wav 0\n",
            "mnist_audio/1_nicolas_27.wav 1\n",
            "mnist_audio/2_nicolas_31.wav 2\n",
            "mnist_audio/1_george_11.wav 1\n",
            "mnist_audio/9_nicolas_2.wav 9\n",
            "mnist_audio/0_lucas_9.wav 0\n",
            "mnist_audio/7_lucas_12.wav 7\n",
            "mnist_audio/1_lucas_10.wav 1\n",
            "mnist_audio/1_theo_39.wav 1\n",
            "mnist_audio/2_yweweler_47.wav 2\n",
            "mnist_audio/8_george_5.wav 8\n",
            "mnist_audio/9_jackson_29.wav 9\n",
            "mnist_audio/6_yweweler_24.wav 6\n",
            "mnist_audio/3_jackson_45.wav 3\n",
            "mnist_audio/6_nicolas_16.wav 6\n",
            "mnist_audio/8_jackson_41.wav 8\n",
            "mnist_audio/0_nicolas_47.wav 0\n",
            "mnist_audio/6_theo_49.wav 6\n",
            "mnist_audio/5_lucas_5.wav 5\n",
            "mnist_audio/1_yweweler_10.wav 1\n",
            "mnist_audio/2_yweweler_0.wav 2\n",
            "mnist_audio/0_yweweler_36.wav 0\n",
            "mnist_audio/8_george_29.wav 8\n",
            "mnist_audio/0_george_33.wav 0\n",
            "mnist_audio/9_nicolas_8.wav 9\n",
            "mnist_audio/2_nicolas_24.wav 2\n",
            "mnist_audio/7_lucas_23.wav 7\n",
            "mnist_audio/7_george_3.wav 7\n",
            "mnist_audio/2_jackson_18.wav 2\n",
            "mnist_audio/4_george_44.wav 4\n",
            "mnist_audio/0_nicolas_12.wav 0\n",
            "mnist_audio/0_yweweler_45.wav 0\n",
            "mnist_audio/8_theo_18.wav 8\n",
            "mnist_audio/4_george_31.wav 4\n",
            "mnist_audio/4_yweweler_34.wav 4\n",
            "mnist_audio/0_jackson_37.wav 0\n",
            "mnist_audio/2_george_6.wav 2\n",
            "mnist_audio/4_theo_9.wav 4\n",
            "mnist_audio/3_jackson_17.wav 3\n",
            "mnist_audio/9_yweweler_10.wav 9\n",
            "mnist_audio/4_yweweler_1.wav 4\n",
            "mnist_audio/2_theo_24.wav 2\n",
            "mnist_audio/0_yweweler_41.wav 0\n",
            "mnist_audio/2_george_3.wav 2\n",
            "mnist_audio/0_yweweler_24.wav 0\n",
            "mnist_audio/3_jackson_7.wav 3\n",
            "mnist_audio/5_george_29.wav 5\n",
            "mnist_audio/6_george_10.wav 6\n",
            "mnist_audio/4_lucas_3.wav 4\n",
            "mnist_audio/3_george_5.wav 3\n",
            "mnist_audio/0_lucas_37.wav 0\n",
            "mnist_audio/3_nicolas_36.wav 3\n",
            "mnist_audio/7_yweweler_33.wav 7\n",
            "mnist_audio/0_george_44.wav 0\n",
            "mnist_audio/4_lucas_25.wav 4\n",
            "mnist_audio/9_nicolas_26.wav 9\n",
            "mnist_audio/6_george_7.wav 6\n",
            "mnist_audio/5_yweweler_10.wav 5\n",
            "mnist_audio/4_yweweler_29.wav 4\n",
            "mnist_audio/1_nicolas_11.wav 1\n",
            "mnist_audio/6_theo_1.wav 6\n",
            "mnist_audio/8_lucas_15.wav 8\n",
            "mnist_audio/1_theo_34.wav 1\n",
            "mnist_audio/7_lucas_35.wav 7\n",
            "mnist_audio/0_lucas_11.wav 0\n",
            "mnist_audio/2_nicolas_28.wav 2\n",
            "mnist_audio/1_yweweler_30.wav 1\n",
            "mnist_audio/3_george_34.wav 3\n",
            "mnist_audio/0_yweweler_1.wav 0\n",
            "mnist_audio/6_yweweler_25.wav 6\n",
            "mnist_audio/6_jackson_46.wav 6\n",
            "mnist_audio/8_george_46.wav 8\n",
            "mnist_audio/8_jackson_11.wav 8\n",
            "mnist_audio/4_george_22.wav 4\n",
            "mnist_audio/9_jackson_31.wav 9\n",
            "mnist_audio/1_lucas_34.wav 1\n",
            "mnist_audio/6_george_42.wav 6\n",
            "mnist_audio/8_nicolas_7.wav 8\n",
            "mnist_audio/5_lucas_30.wav 5\n",
            "mnist_audio/8_jackson_12.wav 8\n",
            "mnist_audio/2_jackson_1.wav 2\n",
            "mnist_audio/7_yweweler_7.wav 7\n",
            "mnist_audio/1_theo_9.wav 1\n",
            "mnist_audio/9_jackson_47.wav 9\n",
            "mnist_audio/4_jackson_36.wav 4\n",
            "mnist_audio/2_theo_0.wav 2\n",
            "mnist_audio/6_nicolas_47.wav 6\n",
            "mnist_audio/4_jackson_13.wav 4\n",
            "mnist_audio/9_jackson_9.wav 9\n",
            "mnist_audio/3_nicolas_1.wav 3\n",
            "mnist_audio/6_theo_3.wav 6\n",
            "mnist_audio/9_jackson_8.wav 9\n",
            "mnist_audio/9_yweweler_37.wav 9\n",
            "mnist_audio/1_yweweler_2.wav 1\n",
            "mnist_audio/5_george_2.wav 5\n",
            "mnist_audio/6_jackson_20.wav 6\n",
            "mnist_audio/3_lucas_23.wav 3\n",
            "mnist_audio/5_george_16.wav 5\n",
            "mnist_audio/7_george_21.wav 7\n",
            "mnist_audio/5_jackson_4.wav 5\n",
            "mnist_audio/1_jackson_43.wav 1\n",
            "mnist_audio/6_yweweler_6.wav 6\n",
            "mnist_audio/8_nicolas_4.wav 8\n",
            "mnist_audio/0_george_34.wav 0\n",
            "mnist_audio/2_theo_33.wav 2\n",
            "mnist_audio/2_jackson_16.wav 2\n",
            "mnist_audio/7_theo_4.wav 7\n",
            "mnist_audio/6_lucas_43.wav 6\n",
            "mnist_audio/5_jackson_46.wav 5\n",
            "mnist_audio/5_nicolas_31.wav 5\n",
            "mnist_audio/8_lucas_38.wav 8\n",
            "mnist_audio/2_theo_41.wav 2\n",
            "mnist_audio/3_george_7.wav 3\n",
            "mnist_audio/6_theo_33.wav 6\n",
            "mnist_audio/8_theo_9.wav 8\n",
            "mnist_audio/9_jackson_37.wav 9\n",
            "mnist_audio/0_george_2.wav 0\n",
            "mnist_audio/8_yweweler_4.wav 8\n",
            "mnist_audio/5_yweweler_8.wav 5\n",
            "mnist_audio/3_yweweler_28.wav 3\n",
            "mnist_audio/7_theo_36.wav 7\n",
            "mnist_audio/7_yweweler_23.wav 7\n",
            "mnist_audio/0_jackson_15.wav 0\n",
            "mnist_audio/6_theo_6.wav 6\n",
            "mnist_audio/5_george_31.wav 5\n",
            "mnist_audio/6_yweweler_41.wav 6\n",
            "mnist_audio/2_jackson_21.wav 2\n",
            "mnist_audio/6_yweweler_2.wav 6\n",
            "mnist_audio/3_lucas_18.wav 3\n",
            "mnist_audio/6_nicolas_44.wav 6\n",
            "mnist_audio/2_yweweler_39.wav 2\n",
            "mnist_audio/9_theo_22.wav 9\n",
            "mnist_audio/1_george_34.wav 1\n",
            "mnist_audio/1_george_46.wav 1\n",
            "mnist_audio/8_jackson_46.wav 8\n",
            "mnist_audio/4_theo_43.wav 4\n",
            "mnist_audio/3_nicolas_11.wav 3\n",
            "mnist_audio/8_theo_5.wav 8\n",
            "mnist_audio/4_yweweler_6.wav 4\n",
            "mnist_audio/6_theo_18.wav 6\n",
            "mnist_audio/5_yweweler_27.wav 5\n",
            "mnist_audio/1_lucas_28.wav 1\n",
            "mnist_audio/9_theo_28.wav 9\n",
            "mnist_audio/1_nicolas_6.wav 1\n",
            "mnist_audio/1_jackson_6.wav 1\n",
            "mnist_audio/2_yweweler_27.wav 2\n",
            "mnist_audio/3_george_21.wav 3\n",
            "mnist_audio/4_theo_21.wav 4\n",
            "mnist_audio/1_george_38.wav 1\n",
            "mnist_audio/1_yweweler_9.wav 1\n",
            "mnist_audio/7_george_46.wav 7\n",
            "mnist_audio/9_nicolas_22.wav 9\n",
            "mnist_audio/6_george_44.wav 6\n",
            "mnist_audio/5_nicolas_11.wav 5\n",
            "mnist_audio/1_lucas_30.wav 1\n",
            "mnist_audio/6_jackson_47.wav 6\n",
            "mnist_audio/6_yweweler_32.wav 6\n",
            "mnist_audio/2_george_13.wav 2\n",
            "mnist_audio/1_george_48.wav 1\n",
            "mnist_audio/3_lucas_37.wav 3\n",
            "mnist_audio/3_lucas_40.wav 3\n",
            "mnist_audio/5_yweweler_36.wav 5\n",
            "mnist_audio/0_nicolas_30.wav 0\n",
            "mnist_audio/3_nicolas_47.wav 3\n",
            "mnist_audio/5_theo_1.wav 5\n",
            "mnist_audio/5_nicolas_18.wav 5\n",
            "mnist_audio/3_george_39.wav 3\n",
            "mnist_audio/2_theo_1.wav 2\n",
            "mnist_audio/1_yweweler_48.wav 1\n",
            "mnist_audio/8_george_41.wav 8\n",
            "mnist_audio/3_nicolas_35.wav 3\n",
            "mnist_audio/8_theo_37.wav 8\n",
            "mnist_audio/3_yweweler_16.wav 3\n",
            "mnist_audio/7_yweweler_19.wav 7\n",
            "mnist_audio/3_george_43.wav 3\n",
            "mnist_audio/4_george_10.wav 4\n",
            "mnist_audio/4_lucas_30.wav 4\n",
            "mnist_audio/6_theo_28.wav 6\n",
            "mnist_audio/3_theo_27.wav 3\n",
            "mnist_audio/8_jackson_14.wav 8\n",
            "mnist_audio/1_theo_44.wav 1\n",
            "mnist_audio/0_theo_45.wav 0\n",
            "mnist_audio/0_yweweler_22.wav 0\n",
            "mnist_audio/6_nicolas_33.wav 6\n",
            "mnist_audio/8_nicolas_44.wav 8\n",
            "mnist_audio/7_george_24.wav 7\n",
            "mnist_audio/1_nicolas_10.wav 1\n",
            "mnist_audio/9_nicolas_3.wav 9\n",
            "mnist_audio/0_nicolas_40.wav 0\n",
            "mnist_audio/4_george_15.wav 4\n",
            "mnist_audio/6_theo_39.wav 6\n",
            "mnist_audio/8_yweweler_18.wav 8\n",
            "mnist_audio/1_lucas_46.wav 1\n",
            "mnist_audio/1_yweweler_46.wav 1\n",
            "mnist_audio/7_theo_20.wav 7\n",
            "mnist_audio/2_lucas_8.wav 2\n",
            "mnist_audio/3_theo_1.wav 3\n",
            "mnist_audio/6_lucas_11.wav 6\n",
            "mnist_audio/6_lucas_8.wav 6\n",
            "mnist_audio/5_theo_30.wav 5\n",
            "mnist_audio/4_george_7.wav 4\n",
            "mnist_audio/3_lucas_8.wav 3\n",
            "mnist_audio/7_theo_3.wav 7\n",
            "mnist_audio/7_george_4.wav 7\n",
            "mnist_audio/6_jackson_32.wav 6\n",
            "mnist_audio/5_lucas_21.wav 5\n",
            "mnist_audio/9_theo_11.wav 9\n",
            "mnist_audio/7_george_35.wav 7\n",
            "mnist_audio/4_nicolas_16.wav 4\n",
            "mnist_audio/9_jackson_13.wav 9\n",
            "mnist_audio/2_nicolas_23.wav 2\n",
            "mnist_audio/2_george_37.wav 2\n",
            "mnist_audio/7_yweweler_43.wav 7\n",
            "mnist_audio/8_nicolas_27.wav 8\n",
            "mnist_audio/6_jackson_41.wav 6\n",
            "mnist_audio/6_lucas_30.wav 6\n",
            "mnist_audio/3_lucas_44.wav 3\n",
            "mnist_audio/6_george_15.wav 6\n",
            "mnist_audio/4_george_5.wav 4\n",
            "mnist_audio/4_george_4.wav 4\n",
            "mnist_audio/7_jackson_10.wav 7\n",
            "mnist_audio/2_theo_22.wav 2\n",
            "mnist_audio/4_lucas_11.wav 4\n",
            "mnist_audio/7_jackson_29.wav 7\n",
            "mnist_audio/5_lucas_6.wav 5\n",
            "mnist_audio/6_nicolas_38.wav 6\n",
            "mnist_audio/7_lucas_43.wav 7\n",
            "mnist_audio/5_george_11.wav 5\n",
            "mnist_audio/1_george_40.wav 1\n",
            "mnist_audio/5_nicolas_35.wav 5\n",
            "mnist_audio/0_lucas_44.wav 0\n",
            "mnist_audio/9_lucas_39.wav 9\n",
            "mnist_audio/4_yweweler_27.wav 4\n",
            "mnist_audio/0_lucas_43.wav 0\n",
            "mnist_audio/5_theo_49.wav 5\n",
            "mnist_audio/7_theo_47.wav 7\n",
            "mnist_audio/9_yweweler_27.wav 9\n",
            "mnist_audio/3_george_13.wav 3\n",
            "mnist_audio/3_jackson_47.wav 3\n",
            "mnist_audio/5_jackson_40.wav 5\n",
            "mnist_audio/6_nicolas_1.wav 6\n",
            "mnist_audio/3_theo_40.wav 3\n",
            "mnist_audio/9_theo_42.wav 9\n",
            "mnist_audio/3_lucas_1.wav 3\n",
            "mnist_audio/4_nicolas_20.wav 4\n",
            "mnist_audio/1_yweweler_4.wav 1\n",
            "mnist_audio/1_george_5.wav 1\n",
            "mnist_audio/2_george_12.wav 2\n",
            "mnist_audio/6_jackson_15.wav 6\n",
            "mnist_audio/1_theo_48.wav 1\n",
            "mnist_audio/3_george_6.wav 3\n",
            "mnist_audio/4_yweweler_22.wav 4\n",
            "mnist_audio/6_lucas_21.wav 6\n",
            "mnist_audio/3_jackson_33.wav 3\n",
            "mnist_audio/4_jackson_33.wav 4\n",
            "mnist_audio/8_theo_4.wav 8\n",
            "mnist_audio/3_lucas_32.wav 3\n",
            "mnist_audio/2_yweweler_30.wav 2\n",
            "mnist_audio/7_lucas_46.wav 7\n",
            "mnist_audio/1_theo_37.wav 1\n",
            "mnist_audio/3_george_12.wav 3\n",
            "mnist_audio/2_yweweler_32.wav 2\n",
            "mnist_audio/9_theo_27.wav 9\n",
            "mnist_audio/8_lucas_12.wav 8\n",
            "mnist_audio/3_yweweler_47.wav 3\n",
            "mnist_audio/9_lucas_12.wav 9\n",
            "mnist_audio/8_nicolas_0.wav 8\n",
            "mnist_audio/1_yweweler_14.wav 1\n",
            "mnist_audio/1_nicolas_25.wav 1\n",
            "mnist_audio/5_jackson_32.wav 5\n",
            "mnist_audio/5_lucas_20.wav 5\n",
            "mnist_audio/5_lucas_8.wav 5\n",
            "mnist_audio/4_jackson_38.wav 4\n",
            "mnist_audio/2_jackson_19.wav 2\n",
            "mnist_audio/0_nicolas_10.wav 0\n",
            "mnist_audio/8_nicolas_26.wav 8\n",
            "mnist_audio/7_yweweler_46.wav 7\n",
            "mnist_audio/8_nicolas_32.wav 8\n",
            "mnist_audio/3_yweweler_35.wav 3\n",
            "mnist_audio/7_george_43.wav 7\n",
            "mnist_audio/6_lucas_39.wav 6\n",
            "mnist_audio/3_jackson_20.wav 3\n",
            "mnist_audio/8_theo_24.wav 8\n",
            "mnist_audio/6_george_36.wav 6\n",
            "mnist_audio/6_nicolas_34.wav 6\n",
            "mnist_audio/0_nicolas_18.wav 0\n",
            "mnist_audio/8_yweweler_35.wav 8\n",
            "mnist_audio/1_jackson_22.wav 1\n",
            "mnist_audio/9_george_21.wav 9\n",
            "mnist_audio/1_jackson_47.wav 1\n",
            "mnist_audio/9_george_35.wav 9\n",
            "mnist_audio/3_nicolas_38.wav 3\n",
            "mnist_audio/0_lucas_0.wav 0\n",
            "mnist_audio/5_yweweler_41.wav 5\n",
            "mnist_audio/5_nicolas_49.wav 5\n",
            "mnist_audio/9_george_23.wav 9\n",
            "mnist_audio/1_lucas_24.wav 1\n",
            "mnist_audio/2_yweweler_43.wav 2\n",
            "mnist_audio/4_nicolas_1.wav 4\n",
            "mnist_audio/8_george_38.wav 8\n",
            "mnist_audio/6_george_29.wav 6\n",
            "mnist_audio/2_lucas_46.wav 2\n",
            "mnist_audio/0_george_10.wav 0\n",
            "mnist_audio/1_nicolas_31.wav 1\n",
            "mnist_audio/3_lucas_42.wav 3\n",
            "mnist_audio/5_yweweler_2.wav 5\n",
            "mnist_audio/4_george_37.wav 4\n",
            "mnist_audio/7_nicolas_41.wav 7\n",
            "mnist_audio/9_jackson_49.wav 9\n",
            "mnist_audio/9_lucas_6.wav 9\n",
            "mnist_audio/8_nicolas_3.wav 8\n",
            "mnist_audio/3_yweweler_38.wav 3\n",
            "mnist_audio/2_yweweler_10.wav 2\n",
            "mnist_audio/0_jackson_5.wav 0\n",
            "mnist_audio/7_lucas_47.wav 7\n",
            "mnist_audio/7_yweweler_39.wav 7\n",
            "mnist_audio/4_nicolas_23.wav 4\n",
            "mnist_audio/4_nicolas_11.wav 4\n",
            "mnist_audio/5_jackson_19.wav 5\n",
            "mnist_audio/0_nicolas_20.wav 0\n",
            "mnist_audio/9_theo_6.wav 9\n",
            "mnist_audio/8_george_28.wav 8\n",
            "mnist_audio/1_yweweler_20.wav 1\n",
            "mnist_audio/7_lucas_16.wav 7\n",
            "mnist_audio/2_nicolas_9.wav 2\n",
            "mnist_audio/7_lucas_7.wav 7\n",
            "mnist_audio/4_theo_15.wav 4\n",
            "mnist_audio/5_george_45.wav 5\n",
            "mnist_audio/3_jackson_9.wav 3\n",
            "mnist_audio/0_theo_9.wav 0\n",
            "mnist_audio/6_theo_20.wav 6\n",
            "mnist_audio/7_nicolas_2.wav 7\n",
            "mnist_audio/6_jackson_29.wav 6\n",
            "mnist_audio/6_george_25.wav 6\n",
            "mnist_audio/7_lucas_0.wav 7\n",
            "mnist_audio/4_nicolas_38.wav 4\n",
            "mnist_audio/0_nicolas_36.wav 0\n",
            "mnist_audio/0_nicolas_49.wav 0\n",
            "mnist_audio/0_theo_46.wav 0\n",
            "mnist_audio/5_theo_37.wav 5\n",
            "mnist_audio/8_yweweler_20.wav 8\n",
            "mnist_audio/1_lucas_6.wav 1\n",
            "mnist_audio/3_nicolas_2.wav 3\n",
            "mnist_audio/9_george_44.wav 9\n",
            "mnist_audio/9_yweweler_36.wav 9\n",
            "mnist_audio/5_yweweler_0.wav 5\n",
            "mnist_audio/9_theo_10.wav 9\n",
            "mnist_audio/5_nicolas_7.wav 5\n",
            "mnist_audio/8_jackson_15.wav 8\n",
            "mnist_audio/1_george_22.wav 1\n",
            "mnist_audio/6_lucas_15.wav 6\n",
            "mnist_audio/6_jackson_10.wav 6\n",
            "mnist_audio/9_yweweler_40.wav 9\n",
            "mnist_audio/1_jackson_46.wav 1\n",
            "mnist_audio/9_george_17.wav 9\n",
            "mnist_audio/6_nicolas_7.wav 6\n",
            "mnist_audio/8_nicolas_41.wav 8\n",
            "mnist_audio/2_nicolas_20.wav 2\n",
            "mnist_audio/4_george_18.wav 4\n",
            "mnist_audio/2_george_42.wav 2\n",
            "mnist_audio/4_lucas_6.wav 4\n",
            "mnist_audio/5_nicolas_6.wav 5\n",
            "mnist_audio/3_george_25.wav 3\n",
            "mnist_audio/7_jackson_23.wav 7\n",
            "mnist_audio/0_jackson_34.wav 0\n",
            "mnist_audio/3_lucas_28.wav 3\n",
            "mnist_audio/1_yweweler_35.wav 1\n",
            "mnist_audio/2_nicolas_27.wav 2\n",
            "mnist_audio/3_george_28.wav 3\n",
            "mnist_audio/7_theo_22.wav 7\n",
            "mnist_audio/8_theo_25.wav 8\n",
            "mnist_audio/6_nicolas_40.wav 6\n",
            "mnist_audio/2_george_28.wav 2\n",
            "mnist_audio/3_lucas_13.wav 3\n",
            "mnist_audio/0_george_6.wav 0\n",
            "mnist_audio/3_theo_14.wav 3\n",
            "mnist_audio/1_lucas_44.wav 1\n",
            "mnist_audio/2_jackson_8.wav 2\n",
            "mnist_audio/6_theo_41.wav 6\n",
            "mnist_audio/9_george_13.wav 9\n",
            "mnist_audio/5_yweweler_38.wav 5\n",
            "mnist_audio/4_theo_5.wav 4\n",
            "mnist_audio/1_yweweler_18.wav 1\n",
            "mnist_audio/8_george_3.wav 8\n",
            "mnist_audio/0_jackson_22.wav 0\n",
            "mnist_audio/3_jackson_13.wav 3\n",
            "mnist_audio/9_theo_40.wav 9\n",
            "mnist_audio/4_jackson_2.wav 4\n",
            "mnist_audio/0_lucas_32.wav 0\n",
            "mnist_audio/4_nicolas_28.wav 4\n",
            "mnist_audio/4_lucas_37.wav 4\n",
            "mnist_audio/3_theo_16.wav 3\n",
            "mnist_audio/6_jackson_39.wav 6\n",
            "mnist_audio/2_george_2.wav 2\n",
            "mnist_audio/9_yweweler_30.wav 9\n",
            "mnist_audio/7_nicolas_45.wav 7\n",
            "mnist_audio/7_nicolas_33.wav 7\n",
            "mnist_audio/9_jackson_11.wav 9\n",
            "mnist_audio/1_nicolas_38.wav 1\n",
            "mnist_audio/4_nicolas_26.wav 4\n",
            "mnist_audio/4_theo_3.wav 4\n",
            "mnist_audio/3_george_16.wav 3\n",
            "mnist_audio/8_nicolas_42.wav 8\n",
            "mnist_audio/4_theo_2.wav 4\n",
            "mnist_audio/9_george_2.wav 9\n",
            "mnist_audio/8_lucas_23.wav 8\n",
            "mnist_audio/3_yweweler_3.wav 3\n",
            "mnist_audio/1_theo_1.wav 1\n",
            "mnist_audio/2_george_38.wav 2\n",
            "mnist_audio/3_theo_37.wav 3\n",
            "mnist_audio/3_nicolas_22.wav 3\n",
            "mnist_audio/8_theo_19.wav 8\n",
            "mnist_audio/3_george_32.wav 3\n",
            "mnist_audio/9_lucas_34.wav 9\n",
            "mnist_audio/0_nicolas_23.wav 0\n",
            "mnist_audio/5_yweweler_39.wav 5\n",
            "mnist_audio/2_yweweler_44.wav 2\n",
            "mnist_audio/5_theo_38.wav 5\n",
            "mnist_audio/8_jackson_8.wav 8\n",
            "mnist_audio/5_jackson_25.wav 5\n",
            "mnist_audio/5_jackson_13.wav 5\n",
            "mnist_audio/5_nicolas_26.wav 5\n",
            "mnist_audio/3_jackson_31.wav 3\n",
            "mnist_audio/0_theo_47.wav 0\n",
            "mnist_audio/2_theo_37.wav 2\n",
            "mnist_audio/9_lucas_13.wav 9\n",
            "mnist_audio/0_yweweler_48.wav 0\n",
            "mnist_audio/3_nicolas_30.wav 3\n",
            "mnist_audio/5_lucas_41.wav 5\n",
            "mnist_audio/7_lucas_37.wav 7\n",
            "mnist_audio/8_yweweler_38.wav 8\n",
            "mnist_audio/0_yweweler_25.wav 0\n",
            "mnist_audio/5_george_40.wav 5\n",
            "mnist_audio/2_lucas_48.wav 2\n",
            "mnist_audio/3_george_22.wav 3\n",
            "mnist_audio/0_george_27.wav 0\n",
            "mnist_audio/8_nicolas_17.wav 8\n",
            "mnist_audio/4_lucas_13.wav 4\n",
            "mnist_audio/5_jackson_6.wav 5\n",
            "mnist_audio/2_theo_34.wav 2\n",
            "mnist_audio/5_theo_22.wav 5\n",
            "mnist_audio/2_theo_48.wav 2\n",
            "mnist_audio/1_george_6.wav 1\n",
            "mnist_audio/2_yweweler_34.wav 2\n",
            "mnist_audio/7_jackson_44.wav 7\n",
            "mnist_audio/9_yweweler_43.wav 9\n",
            "mnist_audio/9_nicolas_36.wav 9\n",
            "mnist_audio/3_theo_25.wav 3\n",
            "mnist_audio/0_jackson_33.wav 0\n",
            "mnist_audio/5_theo_27.wav 5\n",
            "mnist_audio/7_george_37.wav 7\n",
            "mnist_audio/8_nicolas_23.wav 8\n",
            "mnist_audio/2_theo_30.wav 2\n",
            "mnist_audio/9_theo_4.wav 9\n",
            "mnist_audio/2_yweweler_2.wav 2\n",
            "mnist_audio/3_george_49.wav 3\n",
            "mnist_audio/1_jackson_36.wav 1\n",
            "mnist_audio/9_theo_33.wav 9\n",
            "mnist_audio/2_nicolas_8.wav 2\n",
            "mnist_audio/9_theo_44.wav 9\n",
            "mnist_audio/0_theo_15.wav 0\n",
            "mnist_audio/4_lucas_22.wav 4\n",
            "mnist_audio/0_george_38.wav 0\n",
            "mnist_audio/2_lucas_44.wav 2\n",
            "mnist_audio/9_theo_39.wav 9\n",
            "mnist_audio/6_theo_24.wav 6\n",
            "mnist_audio/9_jackson_5.wav 9\n",
            "mnist_audio/7_nicolas_13.wav 7\n",
            "mnist_audio/3_yweweler_11.wav 3\n",
            "mnist_audio/5_theo_0.wav 5\n",
            "mnist_audio/7_lucas_42.wav 7\n",
            "mnist_audio/1_yweweler_15.wav 1\n",
            "mnist_audio/2_jackson_41.wav 2\n",
            "mnist_audio/4_yweweler_10.wav 4\n",
            "mnist_audio/3_george_40.wav 3\n",
            "mnist_audio/4_yweweler_23.wav 4\n",
            "mnist_audio/2_george_41.wav 2\n",
            "mnist_audio/0_theo_1.wav 0\n",
            "mnist_audio/4_theo_42.wav 4\n",
            "mnist_audio/9_nicolas_27.wav 9\n",
            "mnist_audio/1_george_7.wav 1\n",
            "mnist_audio/7_nicolas_36.wav 7\n",
            "mnist_audio/9_george_18.wav 9\n",
            "mnist_audio/0_lucas_22.wav 0\n",
            "mnist_audio/9_theo_21.wav 9\n",
            "mnist_audio/7_nicolas_17.wav 7\n",
            "mnist_audio/7_lucas_2.wav 7\n",
            "mnist_audio/0_lucas_27.wav 0\n",
            "mnist_audio/0_lucas_31.wav 0\n",
            "mnist_audio/4_george_24.wav 4\n",
            "mnist_audio/8_lucas_16.wav 8\n",
            "mnist_audio/0_theo_4.wav 0\n",
            "mnist_audio/2_yweweler_4.wav 2\n",
            "mnist_audio/8_george_31.wav 8\n",
            "mnist_audio/7_theo_0.wav 7\n",
            "mnist_audio/1_jackson_12.wav 1\n",
            "mnist_audio/1_jackson_1.wav 1\n",
            "mnist_audio/2_theo_46.wav 2\n",
            "mnist_audio/4_george_39.wav 4\n",
            "mnist_audio/5_lucas_46.wav 5\n",
            "mnist_audio/8_lucas_45.wav 8\n",
            "mnist_audio/9_theo_26.wav 9\n",
            "mnist_audio/7_jackson_17.wav 7\n",
            "mnist_audio/5_jackson_7.wav 5\n",
            "mnist_audio/7_yweweler_36.wav 7\n",
            "mnist_audio/5_george_32.wav 5\n",
            "mnist_audio/9_theo_0.wav 9\n",
            "mnist_audio/1_yweweler_24.wav 1\n",
            "mnist_audio/8_nicolas_6.wav 8\n",
            "mnist_audio/4_theo_48.wav 4\n",
            "mnist_audio/9_nicolas_30.wav 9\n",
            "mnist_audio/2_nicolas_19.wav 2\n",
            "mnist_audio/2_jackson_20.wav 2\n",
            "mnist_audio/7_yweweler_24.wav 7\n",
            "mnist_audio/0_george_23.wav 0\n",
            "mnist_audio/7_jackson_48.wav 7\n",
            "mnist_audio/1_theo_15.wav 1\n",
            "mnist_audio/8_theo_12.wav 8\n",
            "mnist_audio/0_george_11.wav 0\n",
            "mnist_audio/7_yweweler_41.wav 7\n",
            "mnist_audio/4_lucas_32.wav 4\n",
            "mnist_audio/9_george_16.wav 9\n",
            "mnist_audio/9_jackson_28.wav 9\n",
            "mnist_audio/1_theo_7.wav 1\n",
            "mnist_audio/7_yweweler_35.wav 7\n",
            "mnist_audio/6_george_17.wav 6\n",
            "mnist_audio/9_jackson_25.wav 9\n",
            "mnist_audio/7_jackson_22.wav 7\n",
            "mnist_audio/8_lucas_39.wav 8\n",
            "mnist_audio/9_jackson_4.wav 9\n",
            "mnist_audio/3_george_48.wav 3\n",
            "mnist_audio/6_theo_32.wav 6\n",
            "mnist_audio/2_nicolas_34.wav 2\n",
            "mnist_audio/9_george_8.wav 9\n",
            "mnist_audio/2_jackson_28.wav 2\n",
            "mnist_audio/7_theo_23.wav 7\n",
            "mnist_audio/8_lucas_48.wav 8\n",
            "mnist_audio/0_theo_0.wav 0\n",
            "mnist_audio/2_lucas_23.wav 2\n",
            "mnist_audio/6_nicolas_25.wav 6\n",
            "mnist_audio/3_george_47.wav 3\n",
            "mnist_audio/4_yweweler_36.wav 4\n",
            "mnist_audio/1_jackson_0.wav 1\n",
            "mnist_audio/4_nicolas_40.wav 4\n",
            "mnist_audio/0_jackson_18.wav 0\n",
            "mnist_audio/1_nicolas_42.wav 1\n",
            "mnist_audio/8_yweweler_14.wav 8\n",
            "mnist_audio/6_lucas_10.wav 6\n",
            "mnist_audio/5_yweweler_23.wav 5\n",
            "mnist_audio/8_theo_32.wav 8\n",
            "mnist_audio/2_george_9.wav 2\n",
            "mnist_audio/5_george_35.wav 5\n",
            "mnist_audio/1_nicolas_13.wav 1\n",
            "mnist_audio/9_theo_48.wav 9\n",
            "mnist_audio/4_nicolas_6.wav 4\n",
            "mnist_audio/1_nicolas_22.wav 1\n",
            "mnist_audio/9_yweweler_15.wav 9\n",
            "mnist_audio/5_lucas_47.wav 5\n",
            "mnist_audio/3_jackson_6.wav 3\n",
            "mnist_audio/7_yweweler_15.wav 7\n",
            "mnist_audio/6_nicolas_35.wav 6\n",
            "mnist_audio/1_george_37.wav 1\n",
            "mnist_audio/5_lucas_16.wav 5\n",
            "mnist_audio/8_george_10.wav 8\n",
            "mnist_audio/2_theo_8.wav 2\n",
            "mnist_audio/2_yweweler_36.wav 2\n",
            "mnist_audio/9_george_24.wav 9\n",
            "mnist_audio/5_theo_46.wav 5\n",
            "mnist_audio/2_lucas_31.wav 2\n",
            "mnist_audio/2_nicolas_13.wav 2\n",
            "mnist_audio/6_theo_2.wav 6\n",
            "mnist_audio/3_jackson_19.wav 3\n",
            "mnist_audio/8_yweweler_7.wav 8\n",
            "mnist_audio/4_theo_11.wav 4\n",
            "mnist_audio/3_jackson_25.wav 3\n",
            "mnist_audio/1_lucas_31.wav 1\n",
            "mnist_audio/8_theo_45.wav 8\n",
            "mnist_audio/7_theo_13.wav 7\n",
            "mnist_audio/1_theo_17.wav 1\n",
            "mnist_audio/2_lucas_43.wav 2\n",
            "mnist_audio/6_jackson_36.wav 6\n",
            "mnist_audio/3_jackson_14.wav 3\n",
            "mnist_audio/7_yweweler_3.wav 7\n",
            "mnist_audio/1_nicolas_5.wav 1\n",
            "mnist_audio/7_jackson_16.wav 7\n",
            "mnist_audio/7_yweweler_32.wav 7\n",
            "mnist_audio/3_george_9.wav 3\n",
            "mnist_audio/0_yweweler_47.wav 0\n",
            "mnist_audio/3_yweweler_40.wav 3\n",
            "mnist_audio/8_lucas_41.wav 8\n",
            "mnist_audio/5_jackson_33.wav 5\n",
            "mnist_audio/3_yweweler_1.wav 3\n",
            "mnist_audio/0_theo_26.wav 0\n",
            "mnist_audio/8_nicolas_22.wav 8\n",
            "mnist_audio/5_yweweler_12.wav 5\n",
            "mnist_audio/7_george_42.wav 7\n",
            "mnist_audio/9_lucas_19.wav 9\n",
            "mnist_audio/3_theo_47.wav 3\n",
            "mnist_audio/4_yweweler_47.wav 4\n",
            "mnist_audio/0_lucas_38.wav 0\n",
            "mnist_audio/4_nicolas_21.wav 4\n",
            "mnist_audio/9_george_37.wav 9\n",
            "mnist_audio/8_lucas_34.wav 8\n",
            "mnist_audio/2_yweweler_24.wav 2\n",
            "mnist_audio/1_nicolas_17.wav 1\n",
            "mnist_audio/2_nicolas_2.wav 2\n",
            "mnist_audio/6_yweweler_49.wav 6\n",
            "mnist_audio/7_george_36.wav 7\n",
            "mnist_audio/5_yweweler_33.wav 5\n",
            "mnist_audio/3_theo_33.wav 3\n",
            "mnist_audio/9_yweweler_11.wav 9\n",
            "mnist_audio/7_theo_34.wav 7\n",
            "mnist_audio/6_lucas_27.wav 6\n",
            "mnist_audio/9_jackson_7.wav 9\n",
            "mnist_audio/3_theo_4.wav 3\n",
            "mnist_audio/1_jackson_28.wav 1\n",
            "mnist_audio/9_lucas_10.wav 9\n",
            "mnist_audio/6_george_5.wav 6\n",
            "mnist_audio/4_george_14.wav 4\n",
            "mnist_audio/4_jackson_32.wav 4\n",
            "mnist_audio/7_lucas_20.wav 7\n",
            "mnist_audio/6_jackson_27.wav 6\n",
            "mnist_audio/8_jackson_43.wav 8\n",
            "mnist_audio/9_george_49.wav 9\n",
            "mnist_audio/6_nicolas_22.wav 6\n",
            "mnist_audio/7_yweweler_5.wav 7\n",
            "mnist_audio/5_jackson_35.wav 5\n",
            "mnist_audio/0_nicolas_16.wav 0\n",
            "mnist_audio/0_theo_40.wav 0\n",
            "mnist_audio/2_lucas_33.wav 2\n",
            "mnist_audio/0_theo_31.wav 0\n",
            "mnist_audio/3_nicolas_4.wav 3\n",
            "mnist_audio/1_yweweler_8.wav 1\n",
            "mnist_audio/7_theo_38.wav 7\n",
            "mnist_audio/4_lucas_31.wav 4\n",
            "mnist_audio/4_nicolas_10.wav 4\n",
            "mnist_audio/6_george_48.wav 6\n",
            "mnist_audio/1_nicolas_2.wav 1\n",
            "mnist_audio/6_nicolas_2.wav 6\n",
            "mnist_audio/3_yweweler_43.wav 3\n",
            "mnist_audio/2_george_48.wav 2\n",
            "mnist_audio/1_nicolas_26.wav 1\n",
            "mnist_audio/3_yweweler_32.wav 3\n",
            "mnist_audio/6_theo_36.wav 6\n",
            "mnist_audio/8_yweweler_21.wav 8\n",
            "mnist_audio/9_theo_13.wav 9\n",
            "mnist_audio/8_lucas_32.wav 8\n",
            "mnist_audio/7_lucas_38.wav 7\n",
            "mnist_audio/1_yweweler_40.wav 1\n",
            "mnist_audio/7_jackson_43.wav 7\n",
            "mnist_audio/1_lucas_48.wav 1\n",
            "mnist_audio/7_lucas_27.wav 7\n",
            "mnist_audio/7_nicolas_12.wav 7\n",
            "mnist_audio/7_lucas_41.wav 7\n",
            "mnist_audio/2_george_33.wav 2\n",
            "mnist_audio/9_lucas_33.wav 9\n",
            "mnist_audio/8_nicolas_43.wav 8\n",
            "mnist_audio/5_george_27.wav 5\n",
            "mnist_audio/0_jackson_31.wav 0\n",
            "mnist_audio/9_george_48.wav 9\n",
            "mnist_audio/6_lucas_9.wav 6\n",
            "mnist_audio/1_nicolas_34.wav 1\n",
            "mnist_audio/8_theo_35.wav 8\n",
            "mnist_audio/7_yweweler_40.wav 7\n",
            "mnist_audio/4_yweweler_3.wav 4\n",
            "mnist_audio/4_lucas_38.wav 4\n",
            "mnist_audio/9_jackson_32.wav 9\n",
            "mnist_audio/8_nicolas_38.wav 8\n",
            "mnist_audio/6_yweweler_18.wav 6\n",
            "mnist_audio/1_theo_25.wav 1\n",
            "mnist_audio/4_jackson_43.wav 4\n",
            "mnist_audio/8_yweweler_29.wav 8\n",
            "mnist_audio/0_george_24.wav 0\n",
            "mnist_audio/4_theo_19.wav 4\n",
            "mnist_audio/5_george_17.wav 5\n",
            "mnist_audio/5_lucas_4.wav 5\n",
            "mnist_audio/3_nicolas_25.wav 3\n",
            "mnist_audio/7_nicolas_20.wav 7\n",
            "mnist_audio/5_george_48.wav 5\n",
            "mnist_audio/9_yweweler_18.wav 9\n",
            "mnist_audio/2_lucas_39.wav 2\n",
            "mnist_audio/7_jackson_8.wav 7\n",
            "mnist_audio/9_jackson_48.wav 9\n",
            "mnist_audio/6_theo_25.wav 6\n",
            "mnist_audio/9_lucas_2.wav 9\n",
            "mnist_audio/3_yweweler_41.wav 3\n",
            "mnist_audio/0_lucas_23.wav 0\n",
            "mnist_audio/1_theo_46.wav 1\n",
            "mnist_audio/6_jackson_45.wav 6\n",
            "mnist_audio/4_jackson_49.wav 4\n",
            "mnist_audio/0_jackson_3.wav 0\n",
            "mnist_audio/2_theo_49.wav 2\n",
            "mnist_audio/6_lucas_33.wav 6\n",
            "mnist_audio/4_theo_14.wav 4\n",
            "mnist_audio/2_nicolas_5.wav 2\n",
            "mnist_audio/0_yweweler_8.wav 0\n",
            "mnist_audio/4_yweweler_8.wav 4\n",
            "mnist_audio/5_jackson_17.wav 5\n",
            "mnist_audio/5_lucas_36.wav 5\n",
            "mnist_audio/6_yweweler_29.wav 6\n",
            "mnist_audio/9_yweweler_25.wav 9\n",
            "mnist_audio/6_lucas_32.wav 6\n",
            "mnist_audio/3_lucas_34.wav 3\n",
            "mnist_audio/0_nicolas_1.wav 0\n",
            "mnist_audio/6_nicolas_42.wav 6\n",
            "mnist_audio/9_yweweler_16.wav 9\n",
            "mnist_audio/9_lucas_3.wav 9\n",
            "mnist_audio/5_theo_29.wav 5\n",
            "mnist_audio/7_nicolas_47.wav 7\n",
            "mnist_audio/2_yweweler_42.wav 2\n",
            "mnist_audio/8_george_20.wav 8\n",
            "mnist_audio/6_george_23.wav 6\n",
            "mnist_audio/1_lucas_47.wav 1\n",
            "mnist_audio/4_lucas_14.wav 4\n",
            "mnist_audio/6_nicolas_28.wav 6\n",
            "mnist_audio/5_nicolas_28.wav 5\n",
            "mnist_audio/1_george_45.wav 1\n",
            "mnist_audio/3_jackson_11.wav 3\n",
            "mnist_audio/1_lucas_43.wav 1\n",
            "mnist_audio/4_yweweler_44.wav 4\n",
            "mnist_audio/4_jackson_0.wav 4\n",
            "mnist_audio/6_theo_27.wav 6\n",
            "mnist_audio/6_george_24.wav 6\n",
            "mnist_audio/2_yweweler_18.wav 2\n",
            "mnist_audio/0_lucas_21.wav 0\n",
            "mnist_audio/7_jackson_45.wav 7\n",
            "mnist_audio/8_george_45.wav 8\n",
            "mnist_audio/3_yweweler_29.wav 3\n",
            "mnist_audio/8_jackson_42.wav 8\n",
            "mnist_audio/6_yweweler_1.wav 6\n",
            "mnist_audio/0_lucas_30.wav 0\n",
            "mnist_audio/6_nicolas_37.wav 6\n",
            "mnist_audio/4_lucas_26.wav 4\n",
            "mnist_audio/4_george_16.wav 4\n",
            "mnist_audio/8_george_23.wav 8\n",
            "mnist_audio/0_yweweler_3.wav 0\n",
            "mnist_audio/0_george_22.wav 0\n",
            "mnist_audio/4_lucas_9.wav 4\n",
            "mnist_audio/7_lucas_15.wav 7\n",
            "mnist_audio/2_george_1.wav 2\n",
            "mnist_audio/5_theo_34.wav 5\n",
            "mnist_audio/1_lucas_15.wav 1\n",
            "mnist_audio/0_theo_44.wav 0\n",
            "mnist_audio/5_nicolas_16.wav 5\n",
            "mnist_audio/9_lucas_25.wav 9\n",
            "mnist_audio/3_jackson_22.wav 3\n",
            "mnist_audio/7_jackson_20.wav 7\n",
            "mnist_audio/1_yweweler_41.wav 1\n",
            "mnist_audio/9_jackson_6.wav 9\n",
            "mnist_audio/6_theo_17.wav 6\n",
            "mnist_audio/2_yweweler_21.wav 2\n",
            "mnist_audio/8_lucas_7.wav 8\n",
            "mnist_audio/3_george_33.wav 3\n",
            "mnist_audio/0_theo_25.wav 0\n",
            "mnist_audio/3_theo_38.wav 3\n",
            "mnist_audio/3_yweweler_34.wav 3\n",
            "mnist_audio/7_lucas_36.wav 7\n",
            "mnist_audio/0_george_31.wav 0\n",
            "mnist_audio/6_nicolas_18.wav 6\n",
            "mnist_audio/3_yweweler_21.wav 3\n",
            "mnist_audio/7_lucas_24.wav 7\n",
            "mnist_audio/1_lucas_29.wav 1\n",
            "mnist_audio/2_yweweler_23.wav 2\n",
            "mnist_audio/3_theo_0.wav 3\n",
            "mnist_audio/9_nicolas_48.wav 9\n",
            "mnist_audio/5_lucas_44.wav 5\n",
            "mnist_audio/7_lucas_4.wav 7\n",
            "mnist_audio/4_lucas_19.wav 4\n",
            "mnist_audio/3_theo_22.wav 3\n",
            "mnist_audio/5_lucas_11.wav 5\n",
            "mnist_audio/0_theo_37.wav 0\n",
            "mnist_audio/3_yweweler_5.wav 3\n",
            "mnist_audio/2_george_26.wav 2\n",
            "mnist_audio/8_george_42.wav 8\n",
            "mnist_audio/0_nicolas_13.wav 0\n",
            "mnist_audio/6_george_30.wav 6\n",
            "mnist_audio/3_yweweler_26.wav 3\n",
            "mnist_audio/2_jackson_26.wav 2\n",
            "mnist_audio/7_theo_37.wav 7\n",
            "mnist_audio/4_yweweler_16.wav 4\n",
            "mnist_audio/8_theo_41.wav 8\n",
            "mnist_audio/1_jackson_25.wav 1\n",
            "mnist_audio/0_yweweler_28.wav 0\n",
            "mnist_audio/8_nicolas_18.wav 8\n",
            "mnist_audio/9_yweweler_45.wav 9\n",
            "mnist_audio/7_nicolas_26.wav 7\n",
            "mnist_audio/4_yweweler_17.wav 4\n",
            "mnist_audio/0_yweweler_13.wav 0\n",
            "mnist_audio/8_lucas_28.wav 8\n",
            "mnist_audio/6_jackson_40.wav 6\n",
            "mnist_audio/1_theo_2.wav 1\n",
            "mnist_audio/0_george_47.wav 0\n",
            "mnist_audio/1_george_29.wav 1\n",
            "mnist_audio/6_theo_22.wav 6\n",
            "mnist_audio/7_nicolas_1.wav 7\n",
            "mnist_audio/2_george_16.wav 2\n",
            "mnist_audio/7_yweweler_42.wav 7\n",
            "mnist_audio/9_jackson_10.wav 9\n",
            "mnist_audio/9_george_34.wav 9\n",
            "mnist_audio/8_theo_21.wav 8\n",
            "mnist_audio/0_lucas_5.wav 0\n",
            "mnist_audio/6_nicolas_49.wav 6\n",
            "mnist_audio/1_yweweler_11.wav 1\n",
            "mnist_audio/5_lucas_1.wav 5\n",
            "mnist_audio/5_lucas_38.wav 5\n",
            "mnist_audio/6_yweweler_0.wav 6\n",
            "mnist_audio/8_yweweler_32.wav 8\n",
            "mnist_audio/0_lucas_28.wav 0\n",
            "mnist_audio/1_nicolas_16.wav 1\n",
            "mnist_audio/1_nicolas_39.wav 1\n",
            "mnist_audio/7_jackson_36.wav 7\n",
            "mnist_audio/4_theo_26.wav 4\n",
            "mnist_audio/5_jackson_24.wav 5\n",
            "mnist_audio/0_theo_19.wav 0\n",
            "mnist_audio/3_jackson_10.wav 3\n",
            "mnist_audio/6_lucas_14.wav 6\n",
            "mnist_audio/0_jackson_36.wav 0\n",
            "mnist_audio/0_george_20.wav 0\n",
            "mnist_audio/6_jackson_31.wav 6\n",
            "mnist_audio/5_nicolas_43.wav 5\n",
            "mnist_audio/5_theo_3.wav 5\n",
            "mnist_audio/6_yweweler_10.wav 6\n",
            "mnist_audio/9_george_39.wav 9\n",
            "mnist_audio/8_theo_14.wav 8\n",
            "mnist_audio/7_yweweler_8.wav 7\n",
            "mnist_audio/3_nicolas_21.wav 3\n",
            "mnist_audio/1_lucas_3.wav 1\n",
            "mnist_audio/0_george_26.wav 0\n",
            "mnist_audio/5_nicolas_3.wav 5\n",
            "mnist_audio/9_lucas_49.wav 9\n",
            "mnist_audio/9_nicolas_33.wav 9\n",
            "mnist_audio/2_theo_31.wav 2\n",
            "mnist_audio/6_george_3.wav 6\n",
            "mnist_audio/4_george_3.wav 4\n",
            "mnist_audio/4_yweweler_2.wav 4\n",
            "mnist_audio/4_yweweler_12.wav 4\n",
            "mnist_audio/7_jackson_38.wav 7\n",
            "mnist_audio/3_jackson_44.wav 3\n",
            "mnist_audio/7_george_45.wav 7\n",
            "mnist_audio/4_george_23.wav 4\n",
            "mnist_audio/9_nicolas_5.wav 9\n",
            "mnist_audio/8_theo_43.wav 8\n",
            "mnist_audio/0_yweweler_30.wav 0\n",
            "mnist_audio/3_yweweler_42.wav 3\n",
            "mnist_audio/6_jackson_34.wav 6\n",
            "mnist_audio/4_george_42.wav 4\n",
            "mnist_audio/2_george_24.wav 2\n",
            "mnist_audio/4_jackson_1.wav 4\n",
            "mnist_audio/5_theo_47.wav 5\n",
            "mnist_audio/5_george_21.wav 5\n",
            "mnist_audio/8_yweweler_24.wav 8\n",
            "mnist_audio/5_lucas_48.wav 5\n",
            "mnist_audio/8_yweweler_44.wav 8\n",
            "mnist_audio/4_lucas_21.wav 4\n",
            "mnist_audio/9_george_31.wav 9\n",
            "mnist_audio/5_lucas_17.wav 5\n",
            "mnist_audio/3_jackson_5.wav 3\n",
            "mnist_audio/1_nicolas_35.wav 1\n",
            "mnist_audio/9_nicolas_4.wav 9\n",
            "mnist_audio/8_george_40.wav 8\n",
            "mnist_audio/9_yweweler_12.wav 9\n",
            "mnist_audio/9_yweweler_44.wav 9\n",
            "mnist_audio/8_nicolas_40.wav 8\n",
            "mnist_audio/6_theo_10.wav 6\n",
            "mnist_audio/2_jackson_32.wav 2\n",
            "mnist_audio/1_george_20.wav 1\n",
            "mnist_audio/9_nicolas_40.wav 9\n",
            "mnist_audio/8_jackson_4.wav 8\n",
            "mnist_audio/1_yweweler_26.wav 1\n",
            "mnist_audio/1_lucas_9.wav 1\n",
            "mnist_audio/3_yweweler_23.wav 3\n",
            "mnist_audio/4_george_20.wav 4\n",
            "mnist_audio/2_yweweler_16.wav 2\n",
            "mnist_audio/0_jackson_7.wav 0\n",
            "mnist_audio/9_theo_36.wav 9\n",
            "mnist_audio/1_theo_38.wav 1\n",
            "mnist_audio/4_yweweler_46.wav 4\n",
            "mnist_audio/7_jackson_41.wav 7\n",
            "mnist_audio/1_lucas_37.wav 1\n",
            "mnist_audio/8_nicolas_37.wav 8\n",
            "mnist_audio/6_jackson_22.wav 6\n",
            "mnist_audio/6_lucas_5.wav 6\n",
            "mnist_audio/6_george_38.wav 6\n",
            "mnist_audio/7_nicolas_7.wav 7\n",
            "mnist_audio/2_jackson_48.wav 2\n",
            "mnist_audio/2_theo_28.wav 2\n",
            "mnist_audio/7_nicolas_37.wav 7\n",
            "mnist_audio/1_lucas_38.wav 1\n",
            "mnist_audio/7_yweweler_27.wav 7\n",
            "mnist_audio/3_nicolas_32.wav 3\n",
            "mnist_audio/9_theo_3.wav 9\n",
            "mnist_audio/7_theo_30.wav 7\n",
            "mnist_audio/1_jackson_34.wav 1\n",
            "mnist_audio/3_lucas_11.wav 3\n",
            "mnist_audio/2_jackson_49.wav 2\n",
            "mnist_audio/7_jackson_32.wav 7\n",
            "mnist_audio/5_nicolas_9.wav 5\n",
            "mnist_audio/1_jackson_38.wav 1\n",
            "mnist_audio/1_theo_26.wav 1\n",
            "mnist_audio/4_nicolas_37.wav 4\n",
            "mnist_audio/5_george_26.wav 5\n",
            "mnist_audio/0_jackson_20.wav 0\n",
            "mnist_audio/8_theo_38.wav 8\n",
            "mnist_audio/6_yweweler_12.wav 6\n",
            "mnist_audio/7_theo_28.wav 7\n",
            "mnist_audio/5_jackson_39.wav 5\n",
            "mnist_audio/8_yweweler_19.wav 8\n",
            "mnist_audio/2_lucas_30.wav 2\n",
            "mnist_audio/2_jackson_33.wav 2\n",
            "mnist_audio/6_yweweler_47.wav 6\n",
            "mnist_audio/2_yweweler_29.wav 2\n",
            "mnist_audio/1_lucas_45.wav 1\n",
            "mnist_audio/0_nicolas_31.wav 0\n",
            "mnist_audio/7_nicolas_32.wav 7\n",
            "mnist_audio/9_lucas_45.wav 9\n",
            "mnist_audio/0_nicolas_46.wav 0\n",
            "mnist_audio/8_yweweler_8.wav 8\n",
            "mnist_audio/9_theo_20.wav 9\n",
            "mnist_audio/0_jackson_10.wav 0\n",
            "mnist_audio/4_jackson_22.wav 4\n",
            "mnist_audio/1_theo_18.wav 1\n",
            "mnist_audio/9_nicolas_44.wav 9\n",
            "mnist_audio/6_jackson_37.wav 6\n",
            "mnist_audio/7_nicolas_23.wav 7\n",
            "mnist_audio/7_nicolas_48.wav 7\n",
            "mnist_audio/0_theo_16.wav 0\n",
            "mnist_audio/4_george_29.wav 4\n",
            "mnist_audio/1_lucas_39.wav 1\n",
            "mnist_audio/8_george_48.wav 8\n",
            "mnist_audio/0_jackson_45.wav 0\n",
            "mnist_audio/4_lucas_40.wav 4\n",
            "mnist_audio/3_george_19.wav 3\n",
            "mnist_audio/9_jackson_44.wav 9\n",
            "mnist_audio/3_george_42.wav 3\n",
            "mnist_audio/0_george_9.wav 0\n",
            "mnist_audio/8_lucas_24.wav 8\n",
            "mnist_audio/4_nicolas_15.wav 4\n",
            "mnist_audio/0_jackson_38.wav 0\n",
            "mnist_audio/5_nicolas_23.wav 5\n",
            "mnist_audio/2_lucas_21.wav 2\n",
            "mnist_audio/0_theo_43.wav 0\n",
            "mnist_audio/8_theo_36.wav 8\n",
            "mnist_audio/1_lucas_49.wav 1\n",
            "mnist_audio/7_yweweler_12.wav 7\n",
            "mnist_audio/6_yweweler_34.wav 6\n",
            "mnist_audio/6_lucas_23.wav 6\n",
            "mnist_audio/5_jackson_28.wav 5\n",
            "mnist_audio/6_yweweler_38.wav 6\n",
            "mnist_audio/3_theo_11.wav 3\n",
            "mnist_audio/5_theo_6.wav 5\n",
            "mnist_audio/9_yweweler_48.wav 9\n",
            "mnist_audio/4_yweweler_31.wav 4\n",
            "mnist_audio/0_theo_27.wav 0\n",
            "mnist_audio/5_theo_20.wav 5\n",
            "mnist_audio/8_jackson_0.wav 8\n",
            "mnist_audio/1_yweweler_12.wav 1\n",
            "mnist_audio/1_jackson_33.wav 1\n",
            "mnist_audio/7_theo_14.wav 7\n",
            "mnist_audio/8_yweweler_17.wav 8\n",
            "mnist_audio/8_george_49.wav 8\n",
            "mnist_audio/4_theo_40.wav 4\n",
            "mnist_audio/0_nicolas_6.wav 0\n",
            "mnist_audio/4_theo_23.wav 4\n",
            "mnist_audio/9_yweweler_17.wav 9\n",
            "mnist_audio/8_yweweler_39.wav 8\n",
            "mnist_audio/4_lucas_29.wav 4\n",
            "mnist_audio/8_jackson_3.wav 8\n",
            "mnist_audio/5_george_19.wav 5\n",
            "mnist_audio/7_theo_46.wav 7\n",
            "mnist_audio/6_jackson_21.wav 6\n",
            "mnist_audio/1_jackson_18.wav 1\n",
            "mnist_audio/5_george_43.wav 5\n",
            "mnist_audio/5_jackson_31.wav 5\n",
            "mnist_audio/6_jackson_26.wav 6\n",
            "mnist_audio/8_yweweler_41.wav 8\n",
            "mnist_audio/3_yweweler_31.wav 3\n",
            "mnist_audio/1_lucas_33.wav 1\n",
            "mnist_audio/1_george_0.wav 1\n",
            "mnist_audio/5_lucas_35.wav 5\n",
            "mnist_audio/5_lucas_24.wav 5\n",
            "mnist_audio/1_jackson_24.wav 1\n",
            "mnist_audio/5_theo_28.wav 5\n",
            "mnist_audio/1_nicolas_43.wav 1\n",
            "mnist_audio/2_lucas_25.wav 2\n",
            "mnist_audio/8_george_14.wav 8\n",
            "mnist_audio/7_lucas_29.wav 7\n",
            "mnist_audio/2_jackson_42.wav 2\n",
            "mnist_audio/7_theo_31.wav 7\n",
            "mnist_audio/2_nicolas_39.wav 2\n",
            "mnist_audio/6_theo_40.wav 6\n",
            "mnist_audio/0_yweweler_49.wav 0\n",
            "mnist_audio/9_yweweler_39.wav 9\n",
            "mnist_audio/0_george_14.wav 0\n",
            "mnist_audio/6_lucas_42.wav 6\n",
            "mnist_audio/4_jackson_18.wav 4\n",
            "mnist_audio/6_george_9.wav 6\n",
            "mnist_audio/1_nicolas_29.wav 1\n",
            "mnist_audio/1_jackson_13.wav 1\n",
            "mnist_audio/7_theo_10.wav 7\n",
            "mnist_audio/1_lucas_17.wav 1\n",
            "mnist_audio/3_george_29.wav 3\n",
            "mnist_audio/4_yweweler_42.wav 4\n",
            "mnist_audio/0_lucas_19.wav 0\n",
            "mnist_audio/1_jackson_30.wav 1\n",
            "mnist_audio/2_jackson_12.wav 2\n",
            "mnist_audio/8_george_7.wav 8\n",
            "mnist_audio/1_theo_40.wav 1\n",
            "mnist_audio/3_lucas_2.wav 3\n",
            "mnist_audio/3_yweweler_22.wav 3\n",
            "mnist_audio/1_george_14.wav 1\n",
            "mnist_audio/7_jackson_42.wav 7\n",
            "mnist_audio/8_yweweler_12.wav 8\n",
            "mnist_audio/8_yweweler_48.wav 8\n",
            "mnist_audio/1_george_12.wav 1\n",
            "mnist_audio/8_jackson_28.wav 8\n",
            "mnist_audio/7_jackson_1.wav 7\n",
            "mnist_audio/5_george_46.wav 5\n",
            "mnist_audio/6_yweweler_20.wav 6\n",
            "mnist_audio/1_nicolas_24.wav 1\n",
            "mnist_audio/5_yweweler_24.wav 5\n",
            "mnist_audio/8_yweweler_5.wav 8\n",
            "mnist_audio/8_george_35.wav 8\n",
            "mnist_audio/0_jackson_17.wav 0\n",
            "mnist_audio/7_nicolas_11.wav 7\n",
            "mnist_audio/6_yweweler_19.wav 6\n",
            "mnist_audio/7_nicolas_19.wav 7\n",
            "mnist_audio/3_theo_15.wav 3\n",
            "mnist_audio/2_nicolas_44.wav 2\n",
            "mnist_audio/1_theo_24.wav 1\n",
            "mnist_audio/8_jackson_6.wav 8\n",
            "mnist_audio/9_jackson_40.wav 9\n",
            "mnist_audio/5_nicolas_0.wav 5\n",
            "mnist_audio/4_jackson_8.wav 4\n",
            "mnist_audio/3_nicolas_31.wav 3\n",
            "mnist_audio/0_george_21.wav 0\n",
            "mnist_audio/8_jackson_22.wav 8\n",
            "mnist_audio/4_lucas_18.wav 4\n",
            "mnist_audio/2_nicolas_32.wav 2\n",
            "mnist_audio/9_george_6.wav 9\n",
            "mnist_audio/2_lucas_32.wav 2\n",
            "mnist_audio/1_yweweler_7.wav 1\n",
            "mnist_audio/4_george_30.wav 4\n",
            "mnist_audio/5_theo_10.wav 5\n",
            "mnist_audio/9_jackson_24.wav 9\n",
            "mnist_audio/4_jackson_29.wav 4\n",
            "mnist_audio/0_jackson_46.wav 0\n",
            "mnist_audio/5_yweweler_3.wav 5\n",
            "mnist_audio/8_theo_17.wav 8\n",
            "mnist_audio/4_yweweler_35.wav 4\n",
            "mnist_audio/7_george_32.wav 7\n",
            "mnist_audio/6_theo_34.wav 6\n",
            "mnist_audio/4_jackson_14.wav 4\n",
            "mnist_audio/1_lucas_11.wav 1\n",
            "mnist_audio/3_theo_43.wav 3\n",
            "mnist_audio/9_theo_35.wav 9\n",
            "mnist_audio/6_nicolas_46.wav 6\n",
            "mnist_audio/8_theo_10.wav 8\n",
            "mnist_audio/7_nicolas_40.wav 7\n",
            "mnist_audio/1_yweweler_28.wav 1\n",
            "mnist_audio/1_nicolas_4.wav 1\n",
            "mnist_audio/1_george_23.wav 1\n",
            "mnist_audio/2_jackson_40.wav 2\n",
            "mnist_audio/5_yweweler_43.wav 5\n",
            "mnist_audio/6_jackson_18.wav 6\n",
            "mnist_audio/6_george_47.wav 6\n",
            "mnist_audio/8_george_43.wav 8\n",
            "mnist_audio/2_george_8.wav 2\n",
            "mnist_audio/4_theo_47.wav 4\n",
            "mnist_audio/9_theo_12.wav 9\n",
            "mnist_audio/0_lucas_29.wav 0\n",
            "mnist_audio/9_theo_15.wav 9\n",
            "mnist_audio/3_lucas_10.wav 3\n",
            "mnist_audio/3_theo_39.wav 3\n",
            "mnist_audio/9_yweweler_1.wav 9\n",
            "mnist_audio/4_yweweler_43.wav 4\n",
            "mnist_audio/5_lucas_40.wav 5\n",
            "mnist_audio/6_lucas_7.wav 6\n",
            "mnist_audio/9_theo_34.wav 9\n",
            "mnist_audio/2_theo_45.wav 2\n",
            "mnist_audio/3_jackson_35.wav 3\n",
            "mnist_audio/6_george_14.wav 6\n",
            "mnist_audio/8_theo_44.wav 8\n",
            "mnist_audio/2_theo_12.wav 2\n",
            "mnist_audio/9_george_33.wav 9\n",
            "mnist_audio/3_lucas_41.wav 3\n",
            "mnist_audio/2_yweweler_14.wav 2\n",
            "mnist_audio/2_lucas_40.wav 2\n",
            "mnist_audio/1_george_25.wav 1\n",
            "mnist_audio/9_jackson_43.wav 9\n",
            "mnist_audio/9_nicolas_47.wav 9\n",
            "mnist_audio/6_nicolas_9.wav 6\n",
            "mnist_audio/8_lucas_46.wav 8\n",
            "mnist_audio/4_lucas_46.wav 4\n",
            "mnist_audio/0_jackson_32.wav 0\n",
            "mnist_audio/3_lucas_6.wav 3\n",
            "mnist_audio/7_theo_5.wav 7\n",
            "mnist_audio/5_yweweler_44.wav 5\n",
            "mnist_audio/1_george_17.wav 1\n",
            "mnist_audio/7_yweweler_9.wav 7\n",
            "mnist_audio/4_theo_28.wav 4\n",
            "mnist_audio/1_theo_21.wav 1\n",
            "mnist_audio/4_nicolas_24.wav 4\n",
            "mnist_audio/7_yweweler_26.wav 7\n",
            "mnist_audio/8_yweweler_10.wav 8\n",
            "mnist_audio/6_lucas_2.wav 6\n",
            "mnist_audio/8_jackson_33.wav 8\n",
            "mnist_audio/0_jackson_14.wav 0\n",
            "mnist_audio/9_lucas_28.wav 9\n",
            "mnist_audio/1_george_41.wav 1\n",
            "mnist_audio/8_jackson_23.wav 8\n",
            "mnist_audio/3_jackson_40.wav 3\n",
            "mnist_audio/5_nicolas_12.wav 5\n",
            "mnist_audio/3_nicolas_48.wav 3\n",
            "mnist_audio/4_theo_8.wav 4\n",
            "mnist_audio/8_lucas_5.wav 8\n",
            "mnist_audio/7_lucas_5.wav 7\n",
            "mnist_audio/2_george_25.wav 2\n",
            "mnist_audio/6_george_21.wav 6\n",
            "mnist_audio/0_george_29.wav 0\n",
            "mnist_audio/6_lucas_6.wav 6\n",
            "mnist_audio/7_george_19.wav 7\n",
            "mnist_audio/8_nicolas_33.wav 8\n",
            "mnist_audio/6_jackson_12.wav 6\n",
            "mnist_audio/3_yweweler_48.wav 3\n",
            "mnist_audio/4_lucas_44.wav 4\n",
            "mnist_audio/3_yweweler_30.wav 3\n",
            "mnist_audio/2_lucas_11.wav 2\n",
            "mnist_audio/8_jackson_27.wav 8\n",
            "mnist_audio/6_theo_7.wav 6\n",
            "mnist_audio/0_lucas_13.wav 0\n",
            "mnist_audio/1_yweweler_45.wav 1\n",
            "mnist_audio/1_theo_30.wav 1\n",
            "mnist_audio/5_yweweler_20.wav 5\n",
            "mnist_audio/7_george_39.wav 7\n",
            "mnist_audio/3_jackson_1.wav 3\n",
            "mnist_audio/1_jackson_31.wav 1\n",
            "mnist_audio/4_jackson_41.wav 4\n",
            "mnist_audio/1_yweweler_42.wav 1\n",
            "mnist_audio/7_george_18.wav 7\n",
            "mnist_audio/1_theo_32.wav 1\n",
            "mnist_audio/9_theo_30.wav 9\n",
            "mnist_audio/9_jackson_23.wav 9\n",
            "mnist_audio/6_lucas_16.wav 6\n",
            "mnist_audio/4_theo_31.wav 4\n",
            "mnist_audio/4_lucas_36.wav 4\n",
            "mnist_audio/3_jackson_23.wav 3\n",
            "mnist_audio/9_yweweler_42.wav 9\n",
            "mnist_audio/5_jackson_12.wav 5\n",
            "mnist_audio/6_jackson_28.wav 6\n",
            "mnist_audio/1_lucas_0.wav 1\n",
            "mnist_audio/4_yweweler_48.wav 4\n",
            "mnist_audio/5_jackson_45.wav 5\n",
            "mnist_audio/0_yweweler_19.wav 0\n",
            "mnist_audio/4_theo_0.wav 4\n",
            "mnist_audio/8_yweweler_47.wav 8\n",
            "mnist_audio/0_lucas_39.wav 0\n",
            "mnist_audio/7_yweweler_47.wav 7\n",
            "mnist_audio/2_jackson_7.wav 2\n",
            "mnist_audio/2_jackson_0.wav 2\n",
            "mnist_audio/4_jackson_27.wav 4\n",
            "mnist_audio/9_jackson_14.wav 9\n",
            "mnist_audio/6_jackson_2.wav 6\n",
            "mnist_audio/1_nicolas_14.wav 1\n",
            "mnist_audio/8_lucas_25.wav 8\n",
            "mnist_audio/4_jackson_25.wav 4\n",
            "mnist_audio/4_lucas_15.wav 4\n",
            "mnist_audio/7_george_48.wav 7\n",
            "mnist_audio/2_george_18.wav 2\n",
            "mnist_audio/9_lucas_41.wav 9\n",
            "mnist_audio/2_george_5.wav 2\n",
            "mnist_audio/5_lucas_9.wav 5\n",
            "mnist_audio/2_nicolas_21.wav 2\n",
            "mnist_audio/8_jackson_40.wav 8\n",
            "mnist_audio/1_theo_27.wav 1\n",
            "mnist_audio/8_nicolas_31.wav 8\n",
            "mnist_audio/1_theo_49.wav 1\n",
            "mnist_audio/0_nicolas_22.wav 0\n",
            "mnist_audio/7_yweweler_29.wav 7\n",
            "mnist_audio/0_yweweler_17.wav 0\n",
            "mnist_audio/8_jackson_44.wav 8\n",
            "mnist_audio/7_yweweler_2.wav 7\n",
            "mnist_audio/6_yweweler_26.wav 6\n",
            "mnist_audio/0_lucas_24.wav 0\n",
            "mnist_audio/4_nicolas_27.wav 4\n",
            "mnist_audio/6_george_32.wav 6\n",
            "mnist_audio/8_george_47.wav 8\n",
            "mnist_audio/6_yweweler_14.wav 6\n",
            "mnist_audio/7_lucas_10.wav 7\n",
            "mnist_audio/2_nicolas_30.wav 2\n",
            "mnist_audio/3_nicolas_28.wav 3\n",
            "mnist_audio/3_nicolas_37.wav 3\n",
            "mnist_audio/9_yweweler_20.wav 9\n",
            "mnist_audio/7_nicolas_24.wav 7\n",
            "mnist_audio/4_lucas_27.wav 4\n",
            "mnist_audio/0_yweweler_35.wav 0\n",
            "mnist_audio/6_george_46.wav 6\n",
            "mnist_audio/7_jackson_25.wav 7\n",
            "mnist_audio/6_george_4.wav 6\n",
            "mnist_audio/8_nicolas_30.wav 8\n",
            "mnist_audio/7_theo_29.wav 7\n",
            "mnist_audio/6_george_1.wav 6\n",
            "mnist_audio/5_nicolas_39.wav 5\n",
            "mnist_audio/9_lucas_1.wav 9\n",
            "mnist_audio/9_yweweler_7.wav 9\n",
            "mnist_audio/8_theo_29.wav 8\n",
            "mnist_audio/8_theo_33.wav 8\n",
            "mnist_audio/6_jackson_30.wav 6\n",
            "mnist_audio/2_yweweler_46.wav 2\n",
            "mnist_audio/3_nicolas_19.wav 3\n",
            "mnist_audio/0_yweweler_4.wav 0\n",
            "mnist_audio/4_yweweler_26.wav 4\n",
            "mnist_audio/8_theo_30.wav 8\n",
            "mnist_audio/5_yweweler_16.wav 5\n",
            "mnist_audio/9_nicolas_10.wav 9\n",
            "mnist_audio/6_theo_16.wav 6\n",
            "mnist_audio/3_lucas_47.wav 3\n",
            "mnist_audio/5_theo_4.wav 5\n",
            "mnist_audio/7_nicolas_42.wav 7\n",
            "mnist_audio/3_jackson_2.wav 3\n",
            "mnist_audio/4_lucas_33.wav 4\n",
            "mnist_audio/3_theo_28.wav 3\n",
            "mnist_audio/3_george_37.wav 3\n",
            "mnist_audio/3_nicolas_29.wav 3\n",
            "mnist_audio/8_theo_7.wav 8\n",
            "mnist_audio/0_jackson_41.wav 0\n",
            "mnist_audio/9_nicolas_38.wav 9\n",
            "mnist_audio/9_george_20.wav 9\n",
            "mnist_audio/3_lucas_38.wav 3\n",
            "mnist_audio/8_lucas_20.wav 8\n",
            "mnist_audio/0_lucas_36.wav 0\n",
            "mnist_audio/0_jackson_11.wav 0\n",
            "mnist_audio/5_george_41.wav 5\n",
            "mnist_audio/8_yweweler_2.wav 8\n",
            "mnist_audio/5_yweweler_19.wav 5\n",
            "mnist_audio/5_lucas_2.wav 5\n",
            "mnist_audio/9_yweweler_3.wav 9\n",
            "mnist_audio/1_yweweler_19.wav 1\n",
            "mnist_audio/6_lucas_36.wav 6\n",
            "mnist_audio/2_jackson_25.wav 2\n",
            "mnist_audio/7_lucas_6.wav 7\n",
            "mnist_audio/7_lucas_17.wav 7\n",
            "mnist_audio/3_george_18.wav 3\n",
            "mnist_audio/7_nicolas_27.wav 7\n",
            "mnist_audio/0_nicolas_34.wav 0\n",
            "mnist_audio/8_lucas_3.wav 8\n",
            "mnist_audio/0_nicolas_35.wav 0\n",
            "mnist_audio/1_theo_5.wav 1\n",
            "mnist_audio/0_theo_18.wav 0\n",
            "mnist_audio/1_yweweler_32.wav 1\n",
            "mnist_audio/4_george_41.wav 4\n",
            "mnist_audio/7_george_38.wav 7\n",
            "mnist_audio/3_yweweler_46.wav 3\n",
            "mnist_audio/3_jackson_48.wav 3\n",
            "mnist_audio/6_nicolas_12.wav 6\n",
            "mnist_audio/3_lucas_3.wav 3\n",
            "mnist_audio/7_jackson_4.wav 7\n",
            "mnist_audio/5_theo_42.wav 5\n",
            "mnist_audio/1_theo_19.wav 1\n",
            "mnist_audio/9_yweweler_23.wav 9\n",
            "mnist_audio/0_lucas_45.wav 0\n",
            "mnist_audio/0_george_0.wav 0\n",
            "mnist_audio/9_jackson_45.wav 9\n",
            "mnist_audio/6_lucas_24.wav 6\n",
            "mnist_audio/0_theo_23.wav 0\n",
            "mnist_audio/0_nicolas_33.wav 0\n",
            "mnist_audio/8_jackson_7.wav 8\n",
            "mnist_audio/4_jackson_3.wav 4\n",
            "mnist_audio/6_jackson_11.wav 6\n",
            "mnist_audio/7_nicolas_49.wav 7\n",
            "mnist_audio/4_george_13.wav 4\n",
            "mnist_audio/6_lucas_35.wav 6\n",
            "mnist_audio/5_yweweler_45.wav 5\n",
            "mnist_audio/5_lucas_13.wav 5\n",
            "mnist_audio/7_jackson_31.wav 7\n",
            "mnist_audio/1_nicolas_30.wav 1\n",
            "mnist_audio/3_yweweler_10.wav 3\n",
            "mnist_audio/6_theo_19.wav 6\n",
            "mnist_audio/6_yweweler_46.wav 6\n",
            "mnist_audio/3_george_23.wav 3\n",
            "mnist_audio/7_lucas_3.wav 7\n",
            "mnist_audio/5_yweweler_15.wav 5\n",
            "mnist_audio/1_yweweler_5.wav 1\n",
            "mnist_audio/6_george_49.wav 6\n",
            "mnist_audio/8_george_36.wav 8\n",
            "mnist_audio/1_theo_0.wav 1\n",
            "mnist_audio/6_theo_8.wav 6\n",
            "mnist_audio/7_nicolas_34.wav 7\n",
            "mnist_audio/6_george_22.wav 6\n",
            "mnist_audio/3_nicolas_42.wav 3\n",
            "mnist_audio/8_theo_34.wav 8\n",
            "mnist_audio/2_jackson_13.wav 2\n",
            "mnist_audio/3_george_36.wav 3\n",
            "mnist_audio/9_nicolas_32.wav 9\n",
            "mnist_audio/4_jackson_9.wav 4\n",
            "mnist_audio/6_george_26.wav 6\n",
            "mnist_audio/8_lucas_49.wav 8\n",
            "mnist_audio/5_george_42.wav 5\n",
            "mnist_audio/8_yweweler_40.wav 8\n",
            "mnist_audio/8_nicolas_28.wav 8\n",
            "mnist_audio/8_theo_6.wav 8\n",
            "mnist_audio/6_theo_43.wav 6\n",
            "mnist_audio/2_george_47.wav 2\n",
            "mnist_audio/3_theo_24.wav 3\n",
            "mnist_audio/5_nicolas_40.wav 5\n",
            "mnist_audio/2_lucas_14.wav 2\n",
            "mnist_audio/8_george_37.wav 8\n",
            "mnist_audio/1_yweweler_0.wav 1\n",
            "mnist_audio/7_lucas_30.wav 7\n",
            "mnist_audio/1_yweweler_38.wav 1\n",
            "mnist_audio/9_lucas_16.wav 9\n",
            "mnist_audio/0_theo_5.wav 0\n",
            "mnist_audio/1_jackson_4.wav 1\n",
            "mnist_audio/3_nicolas_6.wav 3\n",
            "mnist_audio/4_theo_1.wav 4\n",
            "mnist_audio/3_theo_12.wav 3\n",
            "mnist_audio/7_nicolas_9.wav 7\n",
            "mnist_audio/9_george_32.wav 9\n",
            "mnist_audio/4_george_47.wav 4\n",
            "mnist_audio/7_theo_25.wav 7\n",
            "mnist_audio/0_george_42.wav 0\n",
            "mnist_audio/8_theo_0.wav 8\n",
            "mnist_audio/4_george_26.wav 4\n",
            "mnist_audio/7_theo_27.wav 7\n",
            "mnist_audio/6_george_18.wav 6\n",
            "mnist_audio/4_george_45.wav 4\n",
            "mnist_audio/7_jackson_9.wav 7\n",
            "mnist_audio/2_jackson_34.wav 2\n",
            "mnist_audio/6_lucas_40.wav 6\n",
            "mnist_audio/1_george_8.wav 1\n",
            "mnist_audio/3_yweweler_0.wav 3\n",
            "mnist_audio/8_nicolas_13.wav 8\n",
            "mnist_audio/9_jackson_22.wav 9\n",
            "mnist_audio/2_nicolas_36.wav 2\n",
            "mnist_audio/3_theo_21.wav 3\n",
            "mnist_audio/4_yweweler_40.wav 4\n",
            "mnist_audio/8_yweweler_42.wav 8\n",
            "mnist_audio/1_jackson_21.wav 1\n",
            "mnist_audio/8_jackson_18.wav 8\n",
            "mnist_audio/2_theo_2.wav 2\n",
            "mnist_audio/4_nicolas_34.wav 4\n",
            "mnist_audio/9_yweweler_28.wav 9\n",
            "mnist_audio/6_nicolas_14.wav 6\n",
            "mnist_audio/0_nicolas_8.wav 0\n",
            "mnist_audio/9_nicolas_0.wav 9\n",
            "mnist_audio/1_jackson_3.wav 1\n",
            "mnist_audio/5_jackson_29.wav 5\n",
            "mnist_audio/8_george_22.wav 8\n",
            "mnist_audio/5_theo_48.wav 5\n",
            "mnist_audio/5_nicolas_37.wav 5\n",
            "mnist_audio/8_george_21.wav 8\n",
            "mnist_audio/5_theo_33.wav 5\n",
            "mnist_audio/2_george_10.wav 2\n",
            "mnist_audio/1_george_26.wav 1\n",
            "mnist_audio/6_george_28.wav 6\n",
            "mnist_audio/0_lucas_8.wav 0\n",
            "mnist_audio/8_nicolas_24.wav 8\n",
            "mnist_audio/7_george_26.wav 7\n",
            "mnist_audio/2_jackson_30.wav 2\n",
            "mnist_audio/8_george_26.wav 8\n",
            "mnist_audio/2_lucas_7.wav 2\n",
            "mnist_audio/6_jackson_38.wav 6\n",
            "mnist_audio/3_yweweler_9.wav 3\n",
            "mnist_audio/4_george_17.wav 4\n",
            "mnist_audio/2_lucas_36.wav 2\n",
            "mnist_audio/0_theo_29.wav 0\n",
            "mnist_audio/6_yweweler_33.wav 6\n",
            "mnist_audio/8_lucas_14.wav 8\n",
            "mnist_audio/5_jackson_10.wav 5\n",
            "mnist_audio/0_nicolas_29.wav 0\n",
            "mnist_audio/9_jackson_12.wav 9\n",
            "mnist_audio/5_jackson_27.wav 5\n",
            "mnist_audio/8_jackson_21.wav 8\n",
            "mnist_audio/2_lucas_1.wav 2\n",
            "mnist_audio/5_lucas_14.wav 5\n",
            "mnist_audio/4_theo_20.wav 4\n",
            "mnist_audio/0_yweweler_42.wav 0\n",
            "mnist_audio/4_george_11.wav 4\n",
            "mnist_audio/0_yweweler_14.wav 0\n",
            "mnist_audio/0_yweweler_38.wav 0\n",
            "mnist_audio/1_lucas_19.wav 1\n",
            "mnist_audio/8_theo_11.wav 8\n",
            "mnist_audio/7_george_44.wav 7\n",
            "mnist_audio/7_yweweler_21.wav 7\n",
            "mnist_audio/5_yweweler_7.wav 5\n",
            "mnist_audio/4_theo_17.wav 4\n",
            "mnist_audio/2_nicolas_10.wav 2\n",
            "mnist_audio/6_theo_21.wav 6\n",
            "mnist_audio/3_yweweler_24.wav 3\n",
            "mnist_audio/2_george_34.wav 2\n",
            "mnist_audio/4_jackson_40.wav 4\n",
            "mnist_audio/2_yweweler_5.wav 2\n",
            "mnist_audio/1_jackson_29.wav 1\n",
            "mnist_audio/0_lucas_40.wav 0\n",
            "mnist_audio/9_theo_32.wav 9\n",
            "mnist_audio/0_yweweler_37.wav 0\n",
            "mnist_audio/0_nicolas_19.wav 0\n",
            "mnist_audio/1_george_16.wav 1\n",
            "mnist_audio/5_theo_35.wav 5\n",
            "mnist_audio/4_nicolas_41.wav 4\n",
            "mnist_audio/6_george_31.wav 6\n",
            "mnist_audio/2_george_22.wav 2\n",
            "mnist_audio/2_theo_13.wav 2\n",
            "mnist_audio/0_george_13.wav 0\n",
            "mnist_audio/7_yweweler_22.wav 7\n",
            "mnist_audio/2_george_35.wav 2\n",
            "mnist_audio/3_lucas_4.wav 3\n",
            "mnist_audio/9_lucas_0.wav 9\n",
            "mnist_audio/7_george_28.wav 7\n",
            "mnist_audio/2_yweweler_25.wav 2\n",
            "mnist_audio/6_yweweler_30.wav 6\n",
            "mnist_audio/3_george_15.wav 3\n",
            "mnist_audio/2_nicolas_11.wav 2\n",
            "mnist_audio/5_nicolas_42.wav 5\n",
            "mnist_audio/2_nicolas_49.wav 2\n",
            "mnist_audio/8_theo_26.wav 8\n",
            "mnist_audio/1_jackson_9.wav 1\n",
            "mnist_audio/7_lucas_44.wav 7\n",
            "mnist_audio/5_lucas_10.wav 5\n",
            "mnist_audio/7_george_40.wav 7\n",
            "mnist_audio/9_theo_16.wav 9\n",
            "mnist_audio/9_yweweler_0.wav 9\n",
            "mnist_audio/8_theo_8.wav 8\n",
            "mnist_audio/0_jackson_8.wav 0\n",
            "mnist_audio/1_george_3.wav 1\n",
            "mnist_audio/5_yweweler_28.wav 5\n",
            "mnist_audio/6_nicolas_32.wav 6\n",
            "mnist_audio/1_yweweler_33.wav 1\n",
            "mnist_audio/1_theo_16.wav 1\n",
            "mnist_audio/5_nicolas_34.wav 5\n",
            "mnist_audio/9_jackson_16.wav 9\n",
            "mnist_audio/6_theo_46.wav 6\n",
            "mnist_audio/4_george_6.wav 4\n",
            "mnist_audio/0_jackson_30.wav 0\n",
            "mnist_audio/1_lucas_35.wav 1\n",
            "mnist_audio/0_jackson_29.wav 0\n",
            "mnist_audio/9_nicolas_20.wav 9\n",
            "mnist_audio/4_yweweler_24.wav 4\n",
            "mnist_audio/7_george_1.wav 7\n",
            "mnist_audio/5_nicolas_44.wav 5\n",
            "mnist_audio/3_nicolas_24.wav 3\n",
            "mnist_audio/4_lucas_23.wav 4\n",
            "mnist_audio/0_lucas_3.wav 0\n",
            "mnist_audio/8_nicolas_39.wav 8\n",
            "mnist_audio/2_nicolas_33.wav 2\n",
            "mnist_audio/4_jackson_4.wav 4\n",
            "mnist_audio/6_theo_23.wav 6\n",
            "mnist_audio/7_george_34.wav 7\n",
            "mnist_audio/5_yweweler_17.wav 5\n",
            "mnist_audio/6_yweweler_15.wav 6\n",
            "mnist_audio/3_lucas_31.wav 3\n",
            "mnist_audio/5_theo_24.wav 5\n",
            "mnist_audio/2_lucas_28.wav 2\n",
            "mnist_audio/2_jackson_44.wav 2\n",
            "mnist_audio/0_theo_41.wav 0\n",
            "mnist_audio/7_yweweler_34.wav 7\n",
            "mnist_audio/3_lucas_24.wav 3\n",
            "mnist_audio/6_nicolas_5.wav 6\n",
            "mnist_audio/6_theo_29.wav 6\n",
            "mnist_audio/8_yweweler_31.wav 8\n",
            "mnist_audio/4_george_19.wav 4\n",
            "mnist_audio/2_jackson_6.wav 2\n",
            "mnist_audio/8_theo_22.wav 8\n",
            "mnist_audio/2_theo_19.wav 2\n",
            "mnist_audio/9_jackson_0.wav 9\n",
            "mnist_audio/8_lucas_37.wav 8\n",
            "mnist_audio/9_yweweler_5.wav 9\n",
            "mnist_audio/0_nicolas_15.wav 0\n",
            "mnist_audio/4_theo_16.wav 4\n",
            "mnist_audio/1_george_21.wav 1\n",
            "mnist_audio/2_yweweler_41.wav 2\n",
            "mnist_audio/9_george_27.wav 9\n",
            "mnist_audio/0_yweweler_7.wav 0\n",
            "mnist_audio/8_lucas_43.wav 8\n",
            "mnist_audio/1_lucas_36.wav 1\n",
            "mnist_audio/6_nicolas_0.wav 6\n",
            "mnist_audio/9_yweweler_35.wav 9\n",
            "mnist_audio/7_yweweler_13.wav 7\n",
            "mnist_audio/8_george_30.wav 8\n",
            "mnist_audio/2_lucas_24.wav 2\n",
            "mnist_audio/5_george_34.wav 5\n",
            "mnist_audio/5_yweweler_29.wav 5\n",
            "mnist_audio/2_george_31.wav 2\n",
            "mnist_audio/4_yweweler_7.wav 4\n",
            "mnist_audio/8_nicolas_14.wav 8\n",
            "mnist_audio/4_jackson_45.wav 4\n",
            "mnist_audio/2_lucas_38.wav 2\n",
            "mnist_audio/5_lucas_18.wav 5\n",
            "mnist_audio/3_nicolas_5.wav 3\n",
            "mnist_audio/1_yweweler_25.wav 1\n",
            "mnist_audio/3_nicolas_26.wav 3\n",
            "mnist_audio/7_jackson_35.wav 7\n",
            "mnist_audio/5_jackson_21.wav 5\n",
            "mnist_audio/9_theo_14.wav 9\n",
            "mnist_audio/2_theo_38.wav 2\n",
            "mnist_audio/4_nicolas_39.wav 4\n",
            "mnist_audio/0_lucas_35.wav 0\n",
            "mnist_audio/7_theo_18.wav 7\n",
            "mnist_audio/3_george_30.wav 3\n",
            "mnist_audio/1_nicolas_3.wav 1\n",
            "mnist_audio/1_yweweler_36.wav 1\n",
            "mnist_audio/9_lucas_40.wav 9\n",
            "mnist_audio/4_george_9.wav 4\n",
            "mnist_audio/1_jackson_8.wav 1\n",
            "mnist_audio/5_yweweler_9.wav 5\n",
            "mnist_audio/4_theo_30.wav 4\n",
            "mnist_audio/6_jackson_7.wav 6\n",
            "mnist_audio/0_theo_38.wav 0\n",
            "mnist_audio/1_lucas_41.wav 1\n",
            "mnist_audio/7_nicolas_18.wav 7\n",
            "mnist_audio/7_theo_43.wav 7\n",
            "mnist_audio/3_yweweler_18.wav 3\n",
            "mnist_audio/7_theo_16.wav 7\n",
            "mnist_audio/5_lucas_28.wav 5\n",
            "mnist_audio/1_jackson_23.wav 1\n",
            "mnist_audio/7_lucas_25.wav 7\n",
            "mnist_audio/2_jackson_37.wav 2\n",
            "mnist_audio/6_jackson_8.wav 6\n",
            "mnist_audio/2_lucas_27.wav 2\n",
            "mnist_audio/3_george_2.wav 3\n",
            "mnist_audio/3_theo_29.wav 3\n",
            "mnist_audio/9_yweweler_6.wav 9\n",
            "mnist_audio/1_theo_20.wav 1\n",
            "mnist_audio/7_jackson_12.wav 7\n",
            "mnist_audio/7_lucas_28.wav 7\n",
            "mnist_audio/7_lucas_11.wav 7\n",
            "mnist_audio/2_nicolas_22.wav 2\n",
            "mnist_audio/9_theo_24.wav 9\n",
            "mnist_audio/0_george_45.wav 0\n",
            "mnist_audio/3_george_46.wav 3\n",
            "mnist_audio/5_theo_36.wav 5\n",
            "mnist_audio/0_george_12.wav 0\n",
            "mnist_audio/5_nicolas_5.wav 5\n",
            "mnist_audio/4_jackson_21.wav 4\n",
            "mnist_audio/8_yweweler_15.wav 8\n",
            "mnist_audio/8_nicolas_36.wav 8\n",
            "mnist_audio/1_lucas_8.wav 1\n",
            "mnist_audio/6_jackson_24.wav 6\n",
            "mnist_audio/2_jackson_31.wav 2\n",
            "mnist_audio/4_yweweler_39.wav 4\n",
            "mnist_audio/1_nicolas_47.wav 1\n",
            "mnist_audio/2_yweweler_31.wav 2\n",
            "mnist_audio/9_george_36.wav 9\n",
            "mnist_audio/8_lucas_29.wav 8\n",
            "mnist_audio/7_lucas_34.wav 7\n",
            "mnist_audio/7_george_9.wav 7\n",
            "mnist_audio/1_yweweler_37.wav 1\n",
            "mnist_audio/6_yweweler_37.wav 6\n",
            "mnist_audio/7_theo_19.wav 7\n",
            "mnist_audio/7_jackson_0.wav 7\n",
            "mnist_audio/6_jackson_5.wav 6\n",
            "mnist_audio/4_nicolas_30.wav 4\n",
            "mnist_audio/7_yweweler_20.wav 7\n",
            "mnist_audio/3_lucas_17.wav 3\n",
            "mnist_audio/2_george_19.wav 2\n",
            "mnist_audio/7_nicolas_35.wav 7\n",
            "mnist_audio/9_lucas_42.wav 9\n",
            "mnist_audio/4_nicolas_5.wav 4\n",
            "mnist_audio/2_nicolas_35.wav 2\n",
            "mnist_audio/6_theo_5.wav 6\n",
            "mnist_audio/2_george_4.wav 2\n",
            "mnist_audio/4_nicolas_47.wav 4\n",
            "mnist_audio/5_nicolas_48.wav 5\n",
            "mnist_audio/4_lucas_35.wav 4\n",
            "mnist_audio/0_lucas_26.wav 0\n",
            "mnist_audio/4_theo_29.wav 4\n",
            "mnist_audio/2_nicolas_46.wav 2\n",
            "mnist_audio/9_jackson_39.wav 9\n",
            "mnist_audio/5_george_47.wav 5\n",
            "mnist_audio/8_nicolas_8.wav 8\n",
            "mnist_audio/2_george_30.wav 2\n",
            "mnist_audio/5_george_5.wav 5\n",
            "mnist_audio/1_nicolas_1.wav 1\n",
            "mnist_audio/2_theo_36.wav 2\n",
            "mnist_audio/2_theo_44.wav 2\n",
            "mnist_audio/2_nicolas_48.wav 2\n",
            "mnist_audio/5_theo_13.wav 5\n",
            "mnist_audio/0_george_5.wav 0\n",
            "mnist_audio/5_lucas_3.wav 5\n",
            "mnist_audio/0_nicolas_5.wav 0\n",
            "mnist_audio/6_theo_26.wav 6\n",
            "mnist_audio/8_theo_16.wav 8\n",
            "mnist_audio/6_nicolas_6.wav 6\n",
            "mnist_audio/4_nicolas_33.wav 4\n",
            "mnist_audio/5_jackson_36.wav 5\n",
            "mnist_audio/7_george_29.wav 7\n",
            "mnist_audio/1_theo_43.wav 1\n",
            "mnist_audio/3_nicolas_33.wav 3\n",
            "mnist_audio/3_george_31.wav 3\n",
            "mnist_audio/1_jackson_48.wav 1\n",
            "mnist_audio/0_jackson_16.wav 0\n",
            "mnist_audio/6_jackson_16.wav 6\n",
            "mnist_audio/3_nicolas_0.wav 3\n",
            "mnist_audio/9_jackson_19.wav 9\n",
            "mnist_audio/0_george_30.wav 0\n",
            "mnist_audio/0_nicolas_14.wav 0\n",
            "mnist_audio/6_george_37.wav 6\n",
            "mnist_audio/3_yweweler_49.wav 3\n",
            "mnist_audio/6_lucas_37.wav 6\n",
            "mnist_audio/5_yweweler_40.wav 5\n",
            "mnist_audio/5_george_6.wav 5\n",
            "mnist_audio/6_george_11.wav 6\n",
            "mnist_audio/8_yweweler_37.wav 8\n",
            "mnist_audio/4_nicolas_4.wav 4\n",
            "mnist_audio/9_yweweler_4.wav 9\n",
            "mnist_audio/2_lucas_4.wav 2\n",
            "mnist_audio/6_jackson_14.wav 6\n",
            "mnist_audio/2_jackson_5.wav 2\n",
            "mnist_audio/1_nicolas_15.wav 1\n",
            "mnist_audio/5_yweweler_1.wav 5\n",
            "mnist_audio/7_jackson_27.wav 7\n",
            "mnist_audio/6_nicolas_24.wav 6\n",
            "mnist_audio/8_jackson_47.wav 8\n",
            "mnist_audio/5_theo_14.wav 5\n",
            "mnist_audio/0_jackson_25.wav 0\n",
            "mnist_audio/3_lucas_35.wav 3\n",
            "mnist_audio/8_george_18.wav 8\n",
            "mnist_audio/1_lucas_12.wav 1\n",
            "mnist_audio/5_lucas_7.wav 5\n",
            "mnist_audio/5_yweweler_25.wav 5\n",
            "mnist_audio/7_nicolas_5.wav 7\n",
            "mnist_audio/2_nicolas_0.wav 2\n",
            "mnist_audio/0_yweweler_23.wav 0\n",
            "mnist_audio/8_george_0.wav 8\n",
            "mnist_audio/8_yweweler_45.wav 8\n",
            "mnist_audio/7_jackson_7.wav 7\n",
            "mnist_audio/5_nicolas_14.wav 5\n",
            "mnist_audio/4_nicolas_25.wav 4\n",
            "mnist_audio/9_yweweler_46.wav 9\n",
            "mnist_audio/5_nicolas_47.wav 5\n",
            "mnist_audio/0_theo_6.wav 0\n",
            "mnist_audio/7_yweweler_14.wav 7\n",
            "mnist_audio/1_yweweler_23.wav 1\n",
            "mnist_audio/3_yweweler_36.wav 3\n",
            "mnist_audio/6_yweweler_21.wav 6\n",
            "mnist_audio/2_theo_21.wav 2\n",
            "mnist_audio/5_lucas_39.wav 5\n",
            "mnist_audio/4_nicolas_8.wav 4\n",
            "mnist_audio/6_nicolas_30.wav 6\n",
            "mnist_audio/0_theo_12.wav 0\n",
            "mnist_audio/6_lucas_31.wav 6\n",
            "mnist_audio/7_theo_8.wav 7\n",
            "mnist_audio/5_george_44.wav 5\n",
            "mnist_audio/0_jackson_4.wav 0\n",
            "mnist_audio/6_nicolas_8.wav 6\n",
            "mnist_audio/7_jackson_2.wav 7\n",
            "mnist_audio/7_yweweler_49.wav 7\n",
            "mnist_audio/8_theo_3.wav 8\n",
            "mnist_audio/3_nicolas_43.wav 3\n",
            "mnist_audio/2_george_14.wav 2\n",
            "mnist_audio/3_theo_6.wav 3\n",
            "mnist_audio/8_theo_49.wav 8\n",
            "mnist_audio/6_george_2.wav 6\n",
            "mnist_audio/2_george_21.wav 2\n",
            "mnist_audio/6_jackson_9.wav 6\n",
            "mnist_audio/4_yweweler_19.wav 4\n",
            "mnist_audio/7_nicolas_16.wav 7\n",
            "mnist_audio/7_lucas_26.wav 7\n",
            "mnist_audio/1_george_47.wav 1\n",
            "mnist_audio/7_theo_39.wav 7\n",
            "mnist_audio/8_yweweler_28.wav 8\n",
            "mnist_audio/4_theo_6.wav 4\n",
            "mnist_audio/4_nicolas_44.wav 4\n",
            "mnist_audio/8_jackson_39.wav 8\n",
            "mnist_audio/1_jackson_14.wav 1\n",
            "mnist_audio/1_lucas_26.wav 1\n",
            "mnist_audio/9_theo_9.wav 9\n",
            "mnist_audio/4_lucas_34.wav 4\n",
            "mnist_audio/0_jackson_13.wav 0\n",
            "mnist_audio/3_yweweler_33.wav 3\n",
            "mnist_audio/9_yweweler_9.wav 9\n",
            "mnist_audio/6_george_8.wav 6\n",
            "mnist_audio/0_lucas_2.wav 0\n",
            "mnist_audio/3_lucas_26.wav 3\n",
            "mnist_audio/9_theo_2.wav 9\n",
            "mnist_audio/4_theo_45.wav 4\n",
            "mnist_audio/6_yweweler_31.wav 6\n",
            "mnist_audio/3_lucas_46.wav 3\n",
            "mnist_audio/4_lucas_47.wav 4\n",
            "mnist_audio/6_nicolas_29.wav 6\n",
            "mnist_audio/7_jackson_26.wav 7\n",
            "mnist_audio/5_george_7.wav 5\n",
            "mnist_audio/6_nicolas_19.wav 6\n",
            "mnist_audio/9_jackson_42.wav 9\n",
            "mnist_audio/0_nicolas_45.wav 0\n",
            "mnist_audio/4_jackson_31.wav 4\n",
            "mnist_audio/4_yweweler_25.wav 4\n",
            "mnist_audio/8_george_34.wav 8\n",
            "mnist_audio/1_nicolas_8.wav 1\n",
            "mnist_audio/0_jackson_2.wav 0\n",
            "mnist_audio/9_yweweler_34.wav 9\n",
            "mnist_audio/5_jackson_1.wav 5\n",
            "mnist_audio/4_yweweler_30.wav 4\n",
            "mnist_audio/4_nicolas_31.wav 4\n",
            "mnist_audio/5_theo_16.wav 5\n",
            "mnist_audio/2_yweweler_33.wav 2\n",
            "mnist_audio/4_george_49.wav 4\n",
            "mnist_audio/3_jackson_12.wav 3\n",
            "mnist_audio/4_yweweler_4.wav 4\n",
            "mnist_audio/8_jackson_37.wav 8\n",
            "mnist_audio/0_george_32.wav 0\n",
            "mnist_audio/6_yweweler_27.wav 6\n",
            "mnist_audio/8_yweweler_43.wav 8\n",
            "mnist_audio/0_jackson_47.wav 0\n",
            "mnist_audio/2_george_46.wav 2\n",
            "mnist_audio/2_nicolas_42.wav 2\n",
            "mnist_audio/7_yweweler_38.wav 7\n",
            "mnist_audio/9_lucas_18.wav 9\n",
            "mnist_audio/3_nicolas_9.wav 3\n",
            "mnist_audio/5_nicolas_27.wav 5\n",
            "mnist_audio/8_george_2.wav 8\n",
            "mnist_audio/0_nicolas_7.wav 0\n",
            "mnist_audio/7_jackson_24.wav 7\n",
            "mnist_audio/0_theo_8.wav 0\n",
            "mnist_audio/9_george_9.wav 9\n",
            "mnist_audio/4_yweweler_15.wav 4\n",
            "mnist_audio/7_george_15.wav 7\n",
            "mnist_audio/7_yweweler_1.wav 7\n",
            "mnist_audio/6_lucas_12.wav 6\n",
            "mnist_audio/8_george_17.wav 8\n",
            "mnist_audio/0_theo_49.wav 0\n",
            "mnist_audio/9_jackson_41.wav 9\n",
            "mnist_audio/2_yweweler_15.wav 2\n",
            "mnist_audio/7_lucas_21.wav 7\n",
            "mnist_audio/8_yweweler_6.wav 8\n",
            "mnist_audio/5_theo_40.wav 5\n",
            "mnist_audio/8_george_33.wav 8\n",
            "mnist_audio/3_george_26.wav 3\n",
            "mnist_audio/7_theo_48.wav 7\n",
            "mnist_audio/7_yweweler_31.wav 7\n",
            "mnist_audio/5_nicolas_1.wav 5\n",
            "mnist_audio/2_yweweler_6.wav 2\n",
            "mnist_audio/3_yweweler_39.wav 3\n",
            "mnist_audio/0_theo_17.wav 0\n",
            "mnist_audio/2_theo_11.wav 2\n",
            "mnist_audio/2_george_45.wav 2\n",
            "mnist_audio/7_jackson_6.wav 7\n",
            "mnist_audio/8_lucas_18.wav 8\n",
            "mnist_audio/3_yweweler_4.wav 3\n",
            "mnist_audio/8_yweweler_11.wav 8\n",
            "mnist_audio/6_theo_4.wav 6\n",
            "mnist_audio/2_theo_17.wav 2\n",
            "mnist_audio/8_jackson_26.wav 8\n",
            "mnist_audio/3_jackson_29.wav 3\n",
            "mnist_audio/7_yweweler_44.wav 7\n",
            "mnist_audio/9_theo_31.wav 9\n",
            "mnist_audio/9_nicolas_1.wav 9\n",
            "mnist_audio/6_nicolas_21.wav 6\n",
            "mnist_audio/6_theo_48.wav 6\n",
            "mnist_audio/1_george_49.wav 1\n",
            "mnist_audio/4_george_48.wav 4\n",
            "mnist_audio/1_yweweler_29.wav 1\n",
            "mnist_audio/0_nicolas_43.wav 0\n",
            "mnist_audio/1_george_33.wav 1\n",
            "mnist_audio/7_yweweler_6.wav 7\n",
            "mnist_audio/7_jackson_3.wav 7\n",
            "mnist_audio/4_nicolas_48.wav 4\n",
            "mnist_audio/0_lucas_49.wav 0\n",
            "mnist_audio/3_jackson_27.wav 3\n",
            "mnist_audio/0_jackson_23.wav 0\n",
            "mnist_audio/2_jackson_15.wav 2\n",
            "mnist_audio/2_george_43.wav 2\n",
            "mnist_audio/4_nicolas_32.wav 4\n",
            "mnist_audio/7_jackson_39.wav 7\n",
            "mnist_audio/2_theo_3.wav 2\n",
            "mnist_audio/4_lucas_16.wav 4\n",
            "mnist_audio/9_lucas_44.wav 9\n",
            "mnist_audio/9_nicolas_15.wav 9\n",
            "mnist_audio/1_lucas_1.wav 1\n",
            "mnist_audio/0_jackson_42.wav 0\n",
            "mnist_audio/7_theo_49.wav 7\n",
            "mnist_audio/0_jackson_28.wav 0\n",
            "mnist_audio/7_george_5.wav 7\n",
            "mnist_audio/3_george_17.wav 3\n",
            "mnist_audio/7_lucas_33.wav 7\n",
            "mnist_audio/6_yweweler_45.wav 6\n",
            "mnist_audio/0_nicolas_2.wav 0\n",
            "mnist_audio/8_jackson_25.wav 8\n",
            "mnist_audio/2_lucas_12.wav 2\n",
            "mnist_audio/3_nicolas_3.wav 3\n",
            "mnist_audio/7_lucas_14.wav 7\n",
            "mnist_audio/0_george_4.wav 0\n",
            "mnist_audio/7_yweweler_0.wav 7\n",
            "mnist_audio/8_jackson_45.wav 8\n",
            "mnist_audio/5_jackson_37.wav 5\n",
            "mnist_audio/3_yweweler_8.wav 3\n",
            "mnist_audio/9_nicolas_16.wav 9\n",
            "mnist_audio/5_jackson_11.wav 5\n",
            "mnist_audio/9_yweweler_8.wav 9\n",
            "mnist_audio/2_jackson_27.wav 2\n",
            "mnist_audio/6_lucas_4.wav 6\n",
            "mnist_audio/8_nicolas_48.wav 8\n",
            "mnist_audio/5_george_14.wav 5\n",
            "mnist_audio/5_theo_39.wav 5\n",
            "mnist_audio/5_jackson_5.wav 5\n",
            "mnist_audio/2_jackson_43.wav 2\n",
            "mnist_audio/4_lucas_1.wav 4\n",
            "mnist_audio/1_yweweler_16.wav 1\n",
            "mnist_audio/5_nicolas_41.wav 5\n",
            "mnist_audio/3_yweweler_27.wav 3\n",
            "mnist_audio/8_jackson_31.wav 8\n",
            "mnist_audio/3_george_45.wav 3\n",
            "mnist_audio/5_george_13.wav 5\n",
            "mnist_audio/7_theo_35.wav 7\n",
            "mnist_audio/9_lucas_20.wav 9\n",
            "mnist_audio/9_jackson_21.wav 9\n",
            "mnist_audio/5_george_49.wav 5\n",
            "mnist_audio/7_george_10.wav 7\n",
            "mnist_audio/6_yweweler_11.wav 6\n",
            "mnist_audio/5_yweweler_31.wav 5\n",
            "mnist_audio/4_yweweler_20.wav 4\n",
            "mnist_audio/7_jackson_21.wav 7\n",
            "mnist_audio/0_lucas_7.wav 0\n",
            "mnist_audio/8_nicolas_45.wav 8\n",
            "mnist_audio/3_yweweler_20.wav 3\n",
            "mnist_audio/9_george_38.wav 9\n",
            "mnist_audio/3_nicolas_13.wav 3\n",
            "mnist_audio/0_george_37.wav 0\n",
            "mnist_audio/8_nicolas_34.wav 8\n",
            "mnist_audio/1_george_36.wav 1\n",
            "mnist_audio/5_lucas_42.wav 5\n",
            "mnist_audio/8_jackson_38.wav 8\n",
            "mnist_audio/3_theo_26.wav 3\n",
            "mnist_audio/3_lucas_36.wav 3\n",
            "mnist_audio/9_jackson_2.wav 9\n",
            "mnist_audio/3_lucas_20.wav 3\n",
            "mnist_audio/2_yweweler_1.wav 2\n",
            "mnist_audio/1_george_39.wav 1\n",
            "mnist_audio/3_theo_30.wav 3\n",
            "mnist_audio/9_yweweler_19.wav 9\n",
            "mnist_audio/1_george_13.wav 1\n",
            "mnist_audio/5_yweweler_37.wav 5\n",
            "mnist_audio/9_lucas_36.wav 9\n",
            "mnist_audio/1_lucas_22.wav 1\n",
            "mnist_audio/2_lucas_20.wav 2\n",
            "mnist_audio/8_nicolas_35.wav 8\n",
            "mnist_audio/9_nicolas_39.wav 9\n",
            "mnist_audio/8_theo_31.wav 8\n",
            "mnist_audio/8_theo_2.wav 8\n",
            "mnist_audio/6_yweweler_44.wav 6\n",
            "mnist_audio/4_nicolas_43.wav 4\n",
            "mnist_audio/9_yweweler_13.wav 9\n",
            "mnist_audio/2_george_49.wav 2\n",
            "mnist_audio/6_theo_37.wav 6\n",
            "mnist_audio/2_yweweler_12.wav 2\n",
            "mnist_audio/0_lucas_12.wav 0\n",
            "mnist_audio/3_lucas_33.wav 3\n",
            "mnist_audio/5_nicolas_19.wav 5\n",
            "mnist_audio/1_theo_31.wav 1\n",
            "mnist_audio/4_yweweler_11.wav 4\n",
            "mnist_audio/6_george_40.wav 6\n",
            "mnist_audio/2_jackson_46.wav 2\n",
            "mnist_audio/6_nicolas_11.wav 6\n",
            "mnist_audio/0_george_46.wav 0\n",
            "mnist_audio/5_jackson_30.wav 5\n",
            "mnist_audio/5_yweweler_49.wav 5\n",
            "mnist_audio/8_george_44.wav 8\n",
            "mnist_audio/6_lucas_26.wav 6\n",
            "mnist_audio/1_george_32.wav 1\n",
            "mnist_audio/6_theo_30.wav 6\n",
            "mnist_audio/7_yweweler_4.wav 7\n",
            "mnist_audio/8_yweweler_36.wav 8\n",
            "mnist_audio/2_george_27.wav 2\n",
            "mnist_audio/8_lucas_22.wav 8\n",
            "mnist_audio/3_lucas_25.wav 3\n",
            "mnist_audio/1_george_18.wav 1\n",
            "mnist_audio/0_nicolas_21.wav 0\n",
            "mnist_audio/7_george_31.wav 7\n",
            "mnist_audio/9_nicolas_49.wav 9\n",
            "mnist_audio/2_jackson_10.wav 2\n",
            "mnist_audio/0_nicolas_3.wav 0\n",
            "mnist_audio/3_lucas_45.wav 3\n",
            "mnist_audio/3_theo_48.wav 3\n",
            "mnist_audio/3_nicolas_10.wav 3\n",
            "mnist_audio/8_theo_15.wav 8\n",
            "mnist_audio/5_jackson_14.wav 5\n",
            "mnist_audio/9_nicolas_45.wav 9\n",
            "mnist_audio/8_yweweler_3.wav 8\n",
            "mnist_audio/9_nicolas_34.wav 9\n",
            "mnist_audio/3_yweweler_14.wav 3\n",
            "mnist_audio/9_lucas_43.wav 9\n",
            "mnist_audio/0_jackson_43.wav 0\n",
            "mnist_audio/9_jackson_38.wav 9\n",
            "mnist_audio/8_lucas_33.wav 8\n",
            "mnist_audio/3_jackson_16.wav 3\n",
            "mnist_audio/1_lucas_18.wav 1\n",
            "mnist_audio/5_lucas_12.wav 5\n",
            "mnist_audio/5_lucas_19.wav 5\n",
            "mnist_audio/7_george_7.wav 7\n",
            "mnist_audio/0_yweweler_16.wav 0\n",
            "mnist_audio/4_lucas_45.wav 4\n",
            "mnist_audio/3_jackson_46.wav 3\n",
            "mnist_audio/3_theo_19.wav 3\n",
            "mnist_audio/4_lucas_24.wav 4\n",
            "mnist_audio/6_nicolas_39.wav 6\n",
            "mnist_audio/3_george_20.wav 3\n",
            "mnist_audio/1_nicolas_37.wav 1\n",
            "mnist_audio/1_nicolas_36.wav 1\n",
            "mnist_audio/3_nicolas_41.wav 3\n",
            "mnist_audio/2_lucas_37.wav 2\n",
            "mnist_audio/7_jackson_40.wav 7\n",
            "mnist_audio/6_yweweler_7.wav 6\n",
            "mnist_audio/7_lucas_18.wav 7\n",
            "mnist_audio/5_yweweler_47.wav 5\n",
            "mnist_audio/4_nicolas_42.wav 4\n",
            "mnist_audio/1_nicolas_20.wav 1\n",
            "mnist_audio/5_yweweler_21.wav 5\n",
            "mnist_audio/9_lucas_8.wav 9\n",
            "mnist_audio/9_george_0.wav 9\n",
            "mnist_audio/6_george_16.wav 6\n",
            "mnist_audio/6_george_35.wav 6\n",
            "mnist_audio/5_nicolas_36.wav 5\n",
            "mnist_audio/3_nicolas_17.wav 3\n",
            "mnist_audio/5_theo_43.wav 5\n",
            "mnist_audio/3_george_10.wav 3\n",
            "mnist_audio/2_yweweler_17.wav 2\n",
            "mnist_audio/5_jackson_34.wav 5\n",
            "mnist_audio/9_george_40.wav 9\n",
            "mnist_audio/0_theo_22.wav 0\n",
            "mnist_audio/9_lucas_35.wav 9\n",
            "mnist_audio/3_theo_7.wav 3\n",
            "mnist_audio/4_theo_27.wav 4\n",
            "mnist_audio/9_theo_38.wav 9\n",
            "mnist_audio/5_george_23.wav 5\n",
            "mnist_audio/1_yweweler_47.wav 1\n",
            "mnist_audio/4_nicolas_14.wav 4\n",
            "mnist_audio/1_nicolas_45.wav 1\n",
            "mnist_audio/7_jackson_14.wav 7\n",
            "mnist_audio/2_theo_39.wav 2\n",
            "mnist_audio/5_george_1.wav 5\n",
            "mnist_audio/0_theo_39.wav 0\n",
            "mnist_audio/6_yweweler_3.wav 6\n",
            "mnist_audio/6_lucas_47.wav 6\n",
            "mnist_audio/8_george_27.wav 8\n",
            "mnist_audio/8_jackson_32.wav 8\n",
            "mnist_audio/2_george_17.wav 2\n",
            "mnist_audio/9_yweweler_49.wav 9\n",
            "mnist_audio/5_lucas_23.wav 5\n",
            "mnist_audio/1_george_4.wav 1\n",
            "mnist_audio/3_yweweler_7.wav 3\n",
            "mnist_audio/0_yweweler_15.wav 0\n",
            "mnist_audio/2_jackson_35.wav 2\n",
            "mnist_audio/8_nicolas_49.wav 8\n",
            "mnist_audio/9_theo_43.wav 9\n",
            "mnist_audio/7_lucas_9.wav 7\n",
            "mnist_audio/9_nicolas_46.wav 9\n",
            "mnist_audio/0_jackson_9.wav 0\n",
            "mnist_audio/8_jackson_20.wav 8\n",
            "mnist_audio/8_yweweler_33.wav 8\n",
            "mnist_audio/7_george_11.wav 7\n",
            "mnist_audio/2_yweweler_8.wav 2\n",
            "mnist_audio/6_theo_15.wav 6\n",
            "mnist_audio/6_yweweler_28.wav 6\n",
            "mnist_audio/0_nicolas_24.wav 0\n",
            "mnist_audio/1_jackson_45.wav 1\n",
            "mnist_audio/2_jackson_29.wav 2\n",
            "mnist_audio/7_theo_7.wav 7\n",
            "mnist_audio/4_jackson_46.wav 4\n",
            "mnist_audio/6_theo_44.wav 6\n",
            "mnist_audio/1_lucas_27.wav 1\n",
            "mnist_audio/7_yweweler_10.wav 7\n",
            "mnist_audio/3_george_4.wav 3\n",
            "mnist_audio/9_lucas_22.wav 9\n",
            "mnist_audio/0_yweweler_20.wav 0\n",
            "mnist_audio/3_theo_10.wav 3\n",
            "mnist_audio/6_nicolas_4.wav 6\n",
            "mnist_audio/9_george_41.wav 9\n",
            "mnist_audio/1_lucas_25.wav 1\n",
            "mnist_audio/4_jackson_16.wav 4\n",
            "mnist_audio/9_george_14.wav 9\n",
            "mnist_audio/6_theo_12.wav 6\n",
            "mnist_audio/5_lucas_37.wav 5\n",
            "mnist_audio/3_yweweler_37.wav 3\n",
            "mnist_audio/6_jackson_6.wav 6\n",
            "mnist_audio/3_lucas_43.wav 3\n",
            "mnist_audio/7_nicolas_21.wav 7\n",
            "mnist_audio/8_yweweler_23.wav 8\n",
            "mnist_audio/9_george_4.wav 9\n",
            "mnist_audio/3_jackson_37.wav 3\n",
            "mnist_audio/2_nicolas_41.wav 2\n",
            "mnist_audio/3_theo_31.wav 3\n",
            "mnist_audio/5_theo_45.wav 5\n",
            "mnist_audio/3_jackson_41.wav 3\n",
            "mnist_audio/8_lucas_17.wav 8\n",
            "mnist_audio/1_lucas_2.wav 1\n",
            "mnist_audio/8_lucas_44.wav 8\n",
            "mnist_audio/0_nicolas_28.wav 0\n",
            "mnist_audio/9_theo_29.wav 9\n",
            "mnist_audio/8_yweweler_25.wav 8\n",
            "mnist_audio/9_jackson_17.wav 9\n",
            "mnist_audio/7_jackson_11.wav 7\n",
            "mnist_audio/9_nicolas_11.wav 9\n",
            "mnist_audio/8_yweweler_34.wav 8\n",
            "mnist_audio/7_theo_11.wav 7\n",
            "mnist_audio/9_jackson_33.wav 9\n",
            "mnist_audio/7_yweweler_37.wav 7\n",
            "mnist_audio/5_nicolas_24.wav 5\n",
            "mnist_audio/6_yweweler_9.wav 6\n",
            "mnist_audio/2_nicolas_37.wav 2\n",
            "mnist_audio/7_lucas_1.wav 7\n",
            "mnist_audio/0_theo_11.wav 0\n",
            "mnist_audio/7_yweweler_48.wav 7\n",
            "mnist_audio/5_lucas_33.wav 5\n",
            "mnist_audio/2_lucas_29.wav 2\n",
            "mnist_audio/9_yweweler_41.wav 9\n",
            "mnist_audio/1_yweweler_34.wav 1\n",
            "mnist_audio/6_yweweler_13.wav 6\n",
            "mnist_audio/5_yweweler_35.wav 5\n",
            "mnist_audio/4_yweweler_41.wav 4\n",
            "mnist_audio/7_nicolas_29.wav 7\n",
            "mnist_audio/3_theo_45.wav 3\n",
            "mnist_audio/8_yweweler_27.wav 8\n",
            "mnist_audio/8_lucas_30.wav 8\n",
            "mnist_audio/9_lucas_31.wav 9\n",
            "mnist_audio/8_theo_39.wav 8\n",
            "mnist_audio/2_jackson_47.wav 2\n",
            "mnist_audio/3_nicolas_12.wav 3\n",
            "mnist_audio/2_lucas_26.wav 2\n",
            "mnist_audio/2_nicolas_38.wav 2\n",
            "mnist_audio/0_yweweler_5.wav 0\n",
            "mnist_audio/0_nicolas_26.wav 0\n",
            "mnist_audio/8_george_12.wav 8\n",
            "mnist_audio/5_theo_17.wav 5\n",
            "mnist_audio/0_george_17.wav 0\n",
            "mnist_audio/7_lucas_48.wav 7\n",
            "mnist_audio/2_george_39.wav 2\n",
            "mnist_audio/4_theo_34.wav 4\n",
            "mnist_audio/6_nicolas_45.wav 6\n",
            "mnist_audio/2_nicolas_1.wav 2\n",
            "mnist_audio/6_lucas_34.wav 6\n",
            "mnist_audio/1_theo_11.wav 1\n",
            "mnist_audio/2_jackson_24.wav 2\n",
            "mnist_audio/6_nicolas_26.wav 6\n",
            "mnist_audio/5_george_30.wav 5\n",
            "mnist_audio/9_george_5.wav 9\n",
            "mnist_audio/3_lucas_29.wav 3\n",
            "mnist_audio/2_lucas_13.wav 2\n",
            "mnist_audio/9_george_28.wav 9\n",
            "mnist_audio/3_nicolas_40.wav 3\n",
            "mnist_audio/1_lucas_40.wav 1\n",
            "mnist_audio/5_george_36.wav 5\n",
            "mnist_audio/5_george_20.wav 5\n",
            "mnist_audio/9_jackson_26.wav 9\n",
            "mnist_audio/3_jackson_4.wav 3\n",
            "mnist_audio/5_theo_7.wav 5\n",
            "mnist_audio/7_theo_32.wav 7\n",
            "mnist_audio/4_nicolas_7.wav 4\n",
            "mnist_audio/8_theo_23.wav 8\n",
            "mnist_audio/8_yweweler_26.wav 8\n",
            "mnist_audio/3_theo_20.wav 3\n",
            "mnist_audio/1_theo_13.wav 1\n",
            "mnist_audio/5_nicolas_45.wav 5\n",
            "mnist_audio/8_lucas_36.wav 8\n",
            "mnist_audio/0_lucas_47.wav 0\n",
            "mnist_audio/7_jackson_30.wav 7\n",
            "mnist_audio/2_george_20.wav 2\n",
            "mnist_audio/9_jackson_36.wav 9\n",
            "mnist_audio/3_jackson_18.wav 3\n",
            "mnist_audio/6_lucas_45.wav 6\n",
            "mnist_audio/1_theo_35.wav 1\n",
            "mnist_audio/4_george_46.wav 4\n",
            "mnist_audio/7_nicolas_30.wav 7\n",
            "mnist_audio/3_theo_2.wav 3\n",
            "mnist_audio/3_yweweler_2.wav 3\n",
            "mnist_audio/5_nicolas_2.wav 5\n",
            "mnist_audio/4_yweweler_38.wav 4\n",
            "mnist_audio/2_theo_42.wav 2\n",
            "mnist_audio/1_george_44.wav 1\n",
            "mnist_audio/3_lucas_16.wav 3\n",
            "mnist_audio/2_george_15.wav 2\n",
            "mnist_audio/6_lucas_46.wav 6\n",
            "mnist_audio/9_nicolas_14.wav 9\n",
            "mnist_audio/7_theo_42.wav 7\n",
            "mnist_audio/9_nicolas_31.wav 9\n",
            "mnist_audio/5_george_3.wav 5\n",
            "mnist_audio/6_george_45.wav 6\n",
            "mnist_audio/2_lucas_3.wav 2\n",
            "mnist_audio/3_lucas_48.wav 3\n",
            "mnist_audio/9_nicolas_29.wav 9\n",
            "mnist_audio/8_lucas_1.wav 8\n",
            "mnist_audio/7_nicolas_39.wav 7\n",
            "mnist_audio/0_nicolas_39.wav 0\n",
            "mnist_audio/5_lucas_45.wav 5\n",
            "mnist_audio/9_lucas_46.wav 9\n",
            "mnist_audio/4_lucas_43.wav 4\n",
            "mnist_audio/3_yweweler_17.wav 3\n",
            "mnist_audio/0_theo_10.wav 0\n",
            "mnist_audio/0_lucas_15.wav 0\n",
            "mnist_audio/5_jackson_22.wav 5\n",
            "mnist_audio/6_theo_42.wav 6\n",
            "mnist_audio/0_george_49.wav 0\n",
            "mnist_audio/5_george_8.wav 5\n",
            "mnist_audio/1_lucas_32.wav 1\n",
            "mnist_audio/7_nicolas_8.wav 7\n",
            "mnist_audio/3_nicolas_34.wav 3\n",
            "mnist_audio/3_theo_18.wav 3\n",
            "mnist_audio/8_george_9.wav 8\n",
            "mnist_audio/8_george_19.wav 8\n",
            "mnist_audio/6_nicolas_43.wav 6\n",
            "mnist_audio/5_theo_5.wav 5\n",
            "mnist_audio/3_nicolas_20.wav 3\n",
            "mnist_audio/6_yweweler_35.wav 6\n",
            "mnist_audio/8_lucas_27.wav 8\n",
            "mnist_audio/0_lucas_20.wav 0\n",
            "mnist_audio/4_theo_36.wav 4\n",
            "mnist_audio/3_jackson_43.wav 3\n",
            "mnist_audio/0_george_7.wav 0\n",
            "mnist_audio/4_jackson_12.wav 4\n",
            "mnist_audio/5_yweweler_18.wav 5\n",
            "mnist_audio/6_lucas_3.wav 6\n",
            "mnist_audio/2_theo_16.wav 2\n",
            "mnist_audio/5_nicolas_38.wav 5\n",
            "mnist_audio/6_nicolas_36.wav 6\n",
            "mnist_audio/9_lucas_27.wav 9\n",
            "mnist_audio/3_lucas_9.wav 3\n",
            "mnist_audio/6_lucas_41.wav 6\n",
            "mnist_audio/7_theo_9.wav 7\n",
            "mnist_audio/2_nicolas_18.wav 2\n",
            "mnist_audio/8_yweweler_16.wav 8\n",
            "mnist_audio/9_theo_46.wav 9\n",
            "mnist_audio/9_george_7.wav 9\n",
            "mnist_audio/6_george_27.wav 6\n",
            "mnist_audio/2_lucas_2.wav 2\n",
            "mnist_audio/2_yweweler_49.wav 2\n",
            "mnist_audio/8_nicolas_20.wav 8\n",
            "mnist_audio/1_george_24.wav 1\n",
            "mnist_audio/9_nicolas_24.wav 9\n",
            "mnist_audio/0_yweweler_0.wav 0\n",
            "mnist_audio/9_jackson_46.wav 9\n",
            "mnist_audio/6_jackson_3.wav 6\n",
            "mnist_audio/6_lucas_19.wav 6\n",
            "mnist_audio/0_yweweler_31.wav 0\n",
            "mnist_audio/5_yweweler_46.wav 5\n",
            "mnist_audio/1_george_42.wav 1\n",
            "mnist_audio/5_nicolas_15.wav 5\n",
            "mnist_audio/7_lucas_39.wav 7\n",
            "mnist_audio/8_jackson_13.wav 8\n",
            "mnist_audio/5_jackson_42.wav 5\n",
            "mnist_audio/0_george_28.wav 0\n",
            "mnist_audio/1_theo_4.wav 1\n",
            "mnist_audio/0_yweweler_10.wav 0\n",
            "mnist_audio/2_jackson_14.wav 2\n",
            "mnist_audio/6_nicolas_3.wav 6\n",
            "mnist_audio/1_yweweler_1.wav 1\n",
            "mnist_audio/9_yweweler_22.wav 9\n",
            "mnist_audio/2_yweweler_40.wav 2\n",
            "mnist_audio/6_george_43.wav 6\n",
            "mnist_audio/6_theo_38.wav 6\n",
            "mnist_audio/8_george_1.wav 8\n",
            "mnist_audio/7_theo_33.wav 7\n",
            "mnist_audio/4_lucas_41.wav 4\n",
            "mnist_audio/5_theo_41.wav 5\n",
            "mnist_audio/2_yweweler_11.wav 2\n",
            "mnist_audio/8_george_13.wav 8\n",
            "mnist_audio/0_lucas_48.wav 0\n",
            "mnist_audio/1_nicolas_33.wav 1\n",
            "mnist_audio/1_yweweler_31.wav 1\n",
            "mnist_audio/1_nicolas_7.wav 1\n",
            "mnist_audio/8_jackson_49.wav 8\n",
            "mnist_audio/9_theo_18.wav 9\n",
            "mnist_audio/2_george_44.wav 2\n",
            "mnist_audio/9_lucas_32.wav 9\n",
            "mnist_audio/9_george_3.wav 9\n",
            "mnist_audio/3_jackson_15.wav 3\n",
            "mnist_audio/2_theo_23.wav 2\n",
            "mnist_audio/6_jackson_0.wav 6\n",
            "mnist_audio/5_lucas_22.wav 5\n",
            "mnist_audio/7_theo_1.wav 7\n",
            "mnist_audio/6_yweweler_4.wav 6\n",
            "mnist_audio/3_yweweler_15.wav 3\n",
            "mnist_audio/0_george_15.wav 0\n",
            "mnist_audio/8_nicolas_29.wav 8\n",
            "mnist_audio/7_jackson_46.wav 7\n",
            "mnist_audio/2_george_29.wav 2\n",
            "mnist_audio/8_yweweler_46.wav 8\n",
            "mnist_audio/9_george_30.wav 9\n",
            "mnist_audio/0_theo_21.wav 0\n",
            "mnist_audio/1_jackson_27.wav 1\n",
            "mnist_audio/2_george_0.wav 2\n",
            "mnist_audio/7_lucas_19.wav 7\n",
            "mnist_audio/2_george_23.wav 2\n",
            "mnist_audio/3_jackson_28.wav 3\n",
            "mnist_audio/8_yweweler_49.wav 8\n",
            "mnist_audio/4_george_36.wav 4\n",
            "mnist_audio/3_theo_34.wav 3\n",
            "mnist_audio/6_theo_11.wav 6\n",
            "mnist_audio/0_jackson_27.wav 0\n",
            "mnist_audio/2_yweweler_38.wav 2\n",
            "mnist_audio/9_lucas_26.wav 9\n",
            "mnist_audio/4_lucas_28.wav 4\n",
            "mnist_audio/1_jackson_40.wav 1\n",
            "mnist_audio/7_jackson_15.wav 7\n",
            "mnist_audio/9_lucas_30.wav 9\n",
            "mnist_audio/7_george_2.wav 7\n",
            "mnist_audio/0_lucas_25.wav 0\n",
            "mnist_audio/2_jackson_22.wav 2\n",
            "mnist_audio/1_yweweler_44.wav 1\n",
            "mnist_audio/9_jackson_30.wav 9\n",
            "mnist_audio/3_lucas_22.wav 3\n",
            "mnist_audio/0_yweweler_27.wav 0\n",
            "mnist_audio/5_jackson_23.wav 5\n",
            "mnist_audio/8_lucas_42.wav 8\n",
            "mnist_audio/4_jackson_34.wav 4\n",
            "mnist_audio/4_lucas_0.wav 4\n",
            "mnist_audio/1_yweweler_27.wav 1\n",
            "mnist_audio/6_jackson_1.wav 6\n",
            "mnist_audio/7_nicolas_15.wav 7\n",
            "mnist_audio/0_george_3.wav 0\n",
            "mnist_audio/1_theo_29.wav 1\n",
            "mnist_audio/9_jackson_34.wav 9\n",
            "mnist_audio/8_theo_28.wav 8\n",
            "mnist_audio/7_nicolas_44.wav 7\n",
            "mnist_audio/7_theo_24.wav 7\n",
            "mnist_audio/0_yweweler_33.wav 0\n",
            "mnist_audio/6_lucas_20.wav 6\n",
            "mnist_audio/7_yweweler_28.wav 7\n",
            "mnist_audio/3_jackson_24.wav 3\n",
            "mnist_audio/1_yweweler_43.wav 1\n",
            "mnist_audio/1_yweweler_13.wav 1\n",
            "mnist_audio/5_theo_12.wav 5\n",
            "mnist_audio/0_yweweler_46.wav 0\n",
            "mnist_audio/0_jackson_21.wav 0\n",
            "mnist_audio/5_lucas_26.wav 5\n",
            "mnist_audio/1_jackson_49.wav 1\n",
            "mnist_audio/9_jackson_18.wav 9\n",
            "mnist_audio/0_lucas_18.wav 0\n",
            "mnist_audio/0_yweweler_21.wav 0\n",
            "mnist_audio/6_george_19.wav 6\n",
            "mnist_audio/5_lucas_27.wav 5\n",
            "mnist_audio/6_theo_0.wav 6\n",
            "mnist_audio/6_lucas_48.wav 6\n",
            "mnist_audio/7_george_0.wav 7\n",
            "mnist_audio/2_theo_29.wav 2\n",
            "mnist_audio/3_theo_41.wav 3\n",
            "mnist_audio/0_george_43.wav 0\n",
            "mnist_audio/8_george_39.wav 8\n",
            "mnist_audio/1_nicolas_40.wav 1\n",
            "mnist_audio/2_lucas_42.wav 2\n",
            "mnist_audio/0_lucas_10.wav 0\n",
            "mnist_audio/7_nicolas_14.wav 7\n",
            "mnist_audio/9_jackson_35.wav 9\n",
            "mnist_audio/6_yweweler_5.wav 6\n",
            "mnist_audio/9_theo_25.wav 9\n",
            "mnist_audio/1_lucas_13.wav 1\n",
            "mnist_audio/4_nicolas_22.wav 4\n",
            "mnist_audio/4_theo_35.wav 4\n",
            "mnist_audio/3_jackson_39.wav 3\n",
            "mnist_audio/5_george_39.wav 5\n",
            "mnist_audio/5_jackson_43.wav 5\n",
            "mnist_audio/9_jackson_27.wav 9\n",
            "mnist_audio/3_george_0.wav 3\n",
            "mnist_audio/5_nicolas_10.wav 5\n",
            "mnist_audio/3_lucas_49.wav 3\n",
            "mnist_audio/0_theo_20.wav 0\n",
            "mnist_audio/5_lucas_29.wav 5\n",
            "mnist_audio/7_george_17.wav 7\n",
            "mnist_audio/8_jackson_19.wav 8\n",
            "mnist_audio/8_lucas_9.wav 8\n",
            "mnist_audio/2_nicolas_47.wav 2\n",
            "mnist_audio/4_yweweler_33.wav 4\n",
            "mnist_audio/3_jackson_49.wav 3\n",
            "mnist_audio/1_nicolas_49.wav 1\n",
            "mnist_audio/0_jackson_26.wav 0\n",
            "mnist_audio/8_nicolas_9.wav 8\n",
            "mnist_audio/9_nicolas_7.wav 9\n",
            "mnist_audio/3_nicolas_18.wav 3\n",
            "mnist_audio/7_nicolas_31.wav 7\n",
            "mnist_audio/4_george_40.wav 4\n",
            "mnist_audio/2_yweweler_37.wav 2\n",
            "mnist_audio/8_lucas_40.wav 8\n",
            "mnist_audio/4_yweweler_0.wav 4\n",
            "mnist_audio/0_theo_34.wav 0\n",
            "mnist_audio/4_jackson_42.wav 4\n",
            "mnist_audio/0_yweweler_12.wav 0\n",
            "mnist_audio/3_george_14.wav 3\n",
            "mnist_audio/4_theo_25.wav 4\n",
            "mnist_audio/1_nicolas_18.wav 1\n",
            "mnist_audio/7_yweweler_17.wav 7\n",
            "mnist_audio/3_george_44.wav 3\n",
            "mnist_audio/0_lucas_17.wav 0\n",
            "mnist_audio/2_theo_25.wav 2\n",
            "mnist_audio/8_lucas_31.wav 8\n",
            "mnist_audio/2_yweweler_9.wav 2\n",
            "mnist_audio/6_jackson_17.wav 6\n",
            "mnist_audio/5_yweweler_42.wav 5\n",
            "mnist_audio/2_theo_26.wav 2\n",
            "mnist_audio/3_lucas_19.wav 3\n",
            "mnist_audio/0_yweweler_11.wav 0\n",
            "mnist_audio/5_nicolas_29.wav 5\n",
            "mnist_audio/0_jackson_39.wav 0\n",
            "mnist_audio/6_nicolas_15.wav 6\n",
            "mnist_audio/5_george_10.wav 5\n",
            "mnist_audio/2_theo_10.wav 2\n",
            "mnist_audio/7_jackson_37.wav 7\n",
            "mnist_audio/7_george_23.wav 7\n",
            "mnist_audio/4_george_43.wav 4\n",
            "mnist_audio/1_jackson_17.wav 1\n",
            "mnist_audio/0_yweweler_29.wav 0\n",
            "mnist_audio/3_george_11.wav 3\n",
            "mnist_audio/1_lucas_20.wav 1\n",
            "mnist_audio/7_theo_45.wav 7\n",
            "mnist_audio/0_lucas_16.wav 0\n",
            "mnist_audio/4_nicolas_12.wav 4\n",
            "mnist_audio/2_lucas_41.wav 2\n",
            "mnist_audio/3_theo_46.wav 3\n",
            "mnist_audio/4_theo_49.wav 4\n",
            "mnist_audio/9_yweweler_33.wav 9\n",
            "mnist_audio/0_george_25.wav 0\n",
            "mnist_audio/7_nicolas_28.wav 7\n",
            "mnist_audio/6_yweweler_42.wav 6\n",
            "mnist_audio/2_yweweler_20.wav 2\n",
            "mnist_audio/6_yweweler_16.wav 6\n",
            "mnist_audio/9_lucas_48.wav 9\n",
            "mnist_audio/1_jackson_5.wav 1\n",
            "mnist_audio/6_lucas_28.wav 6\n",
            "mnist_audio/2_jackson_9.wav 2\n",
            "mnist_audio/0_yweweler_40.wav 0\n",
            "mnist_audio/3_george_1.wav 3\n",
            "mnist_audio/4_yweweler_9.wav 4\n",
            "mnist_audio/1_lucas_23.wav 1\n",
            "mnist_audio/0_yweweler_43.wav 0\n",
            "mnist_audio/3_theo_17.wav 3\n",
            "mnist_audio/9_lucas_21.wav 9\n",
            "mnist_audio/2_jackson_36.wav 2\n",
            "mnist_audio/1_lucas_21.wav 1\n",
            "mnist_audio/1_jackson_2.wav 1\n",
            "mnist_audio/4_yweweler_45.wav 4\n",
            "mnist_audio/4_george_25.wav 4\n",
            "mnist_audio/0_yweweler_6.wav 0\n",
            "mnist_audio/4_theo_13.wav 4\n",
            "mnist_audio/1_yweweler_22.wav 1\n",
            "mnist_audio/9_nicolas_35.wav 9\n",
            "mnist_audio/2_jackson_11.wav 2\n",
            "mnist_audio/8_lucas_47.wav 8\n",
            "mnist_audio/0_theo_36.wav 0\n",
            "mnist_audio/5_jackson_8.wav 5\n",
            "mnist_audio/3_theo_49.wav 3\n",
            "mnist_audio/3_nicolas_49.wav 3\n",
            "mnist_audio/4_yweweler_28.wav 4\n",
            "mnist_audio/1_george_9.wav 1\n",
            "mnist_audio/0_yweweler_44.wav 0\n",
            "mnist_audio/3_nicolas_16.wav 3\n",
            "mnist_audio/7_jackson_49.wav 7\n",
            "mnist_audio/9_nicolas_21.wav 9\n",
            "mnist_audio/0_jackson_40.wav 0\n",
            "mnist_audio/5_jackson_3.wav 5\n",
            "mnist_audio/8_lucas_21.wav 8\n",
            "mnist_audio/0_george_40.wav 0\n",
            "mnist_audio/3_lucas_21.wav 3\n",
            "mnist_audio/3_lucas_14.wav 3\n",
            "mnist_audio/1_jackson_20.wav 1\n",
            "mnist_audio/9_theo_47.wav 9\n",
            "mnist_audio/3_theo_35.wav 3\n",
            "mnist_audio/5_theo_18.wav 5\n",
            "mnist_audio/8_jackson_34.wav 8\n",
            "mnist_audio/4_theo_18.wav 4\n",
            "mnist_audio/8_yweweler_9.wav 8\n",
            "mnist_audio/4_lucas_2.wav 4\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(raw_y[0])\n",
        "IPython.display.Audio(raw_x[0], rate=SAMPLING_RATE)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 92
        },
        "id": "LMyoGSYqiA2D",
        "outputId": "f76bb89c-ee1f-44b7-958d-1d85ef13f477"
      },
      "execution_count": 182,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "6\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ],
            "text/html": [
              "\n",
              "                <audio controls=\"controls\" >\n",
              "                    <source src=\"data:audio/wav;base64,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\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ]
          },
          "metadata": {},
          "execution_count": 182
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(raw_y[1])\n",
        "IPython.display.Audio(raw_x[1], rate=SAMPLING_RATE)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 92
        },
        "id": "bjXXExOuiHcr",
        "outputId": "de820a94-b4b2-4167-d42c-e140175e8c7c"
      },
      "execution_count": 183,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "9\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ],
            "text/html": [
              "\n",
              "                <audio controls=\"controls\" >\n",
              "                    <source src=\"data:audio/wav;base64,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\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ]
          },
          "metadata": {},
          "execution_count": 183
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(raw_y[2])\n",
        "IPython.display.Audio(raw_x[2], rate=SAMPLING_RATE)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 92
        },
        "id": "WZspsg4piHZM",
        "outputId": "0aad1776-e86b-49f1-9a34-874099c1e71d"
      },
      "execution_count": 184,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "3\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ],
            "text/html": [
              "\n",
              "                <audio controls=\"controls\" >\n",
              "                    <source src=\"data:audio/wav;base64,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\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ]
          },
          "metadata": {},
          "execution_count": 184
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        ""
      ],
      "metadata": {
        "id": "gUMz9NiniHVE"
      },
      "execution_count": 184,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# padding"
      ],
      "metadata": {
        "id": "M1e1eHmSNfY9"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "lens = []\n",
        "for i in range(len(raw_x)):\n",
        "    lens.append(len(raw_x[i]))\n",
        "\n",
        "plt.hist(lens, bins=100)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 265
        },
        "id": "FsjDBDIOEVd4",
        "outputId": "c976e08e-3d91-4722-bed0-af4c3f458bf4"
      },
      "execution_count": 185,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from tensorflow.keras.preprocessing import sequence\n",
        "\n",
        "padded_raw_x = sequence.pad_sequences(raw_x, maxlen=22000, padding='post', dtype=float)"
      ],
      "metadata": {
        "id": "aghztZe9-1N5"
      },
      "execution_count": 186,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        ""
      ],
      "metadata": {
        "id": "jZN23FcoiUub"
      },
      "execution_count": 186,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(raw_y[0])\n",
        "IPython.display.Audio(raw_x[0], rate=SAMPLING_RATE)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 92
        },
        "outputId": "25d538d0-32d0-44e1-d699-275f981868bf",
        "id": "7mTCyMzWiVAZ"
      },
      "execution_count": 187,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "6\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ],
            "text/html": [
              "\n",
              "                <audio controls=\"controls\" >\n",
              "                    <source src=\"data:audio/wav;base64,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\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ]
          },
          "metadata": {},
          "execution_count": 187
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(raw_y[1])\n",
        "IPython.display.Audio(raw_x[1], rate=SAMPLING_RATE)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 92
        },
        "outputId": "96efd8f7-b407-4de9-b37d-48d5c3456a15",
        "id": "R6-jXew3iVAZ"
      },
      "execution_count": 188,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "9\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ],
            "text/html": [
              "\n",
              "                <audio controls=\"controls\" >\n",
              "                    <source src=\"data:audio/wav;base64,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\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ]
          },
          "metadata": {},
          "execution_count": 188
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(raw_y[2])\n",
        "IPython.display.Audio(raw_x[2], rate=SAMPLING_RATE)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 92
        },
        "outputId": "00a47094-c55b-49fc-d99a-842a8a178823",
        "id": "LmV1t8nWiVAZ"
      },
      "execution_count": 189,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "3\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ],
            "text/html": [
              "\n",
              "                <audio controls=\"controls\" >\n",
              "                    <source src=\"data:audio/wav;base64,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\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ]
          },
          "metadata": {},
          "execution_count": 189
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "raw_x = np.array(padded_raw_x)\n",
        "raw_y = np.array(raw_y)\n",
        "print(raw_x.shape)\n",
        "print(raw_y.shape)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1b-zDbF--1LQ",
        "outputId": "57412569-4644-4f5b-c185-52e79a294d18"
      },
      "execution_count": 190,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(3000, 22000)\n",
            "(3000,)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        ""
      ],
      "metadata": {
        "id": "3qx8sP10ia9h"
      },
      "execution_count": 190,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(raw_y[0])\n",
        "IPython.display.Audio(raw_x[0], rate=SAMPLING_RATE)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 92
        },
        "outputId": "3081344e-ffa9-4321-bbf8-740e79c7485d",
        "id": "kvxddiJmibQf"
      },
      "execution_count": 191,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "6\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ],
            "text/html": [
              "\n",
              "                <audio controls=\"controls\" >\n",
              "                    <source src=\"data:audio/wav;base64,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\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ]
          },
          "metadata": {},
          "execution_count": 191
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(raw_y[1])\n",
        "IPython.display.Audio(raw_x[1], rate=SAMPLING_RATE)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 92
        },
        "outputId": "de56d7f7-2ae2-4631-9a27-a19b57a8bb30",
        "id": "o02lV35TibQg"
      },
      "execution_count": 192,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "9\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ],
            "text/html": [
              "\n",
              "                <audio controls=\"controls\" >\n",
              "                    <source src=\"data:audio/wav;base64,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\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ]
          },
          "metadata": {},
          "execution_count": 192
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(raw_y[2])\n",
        "IPython.display.Audio(raw_x[2], rate=SAMPLING_RATE)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 92
        },
        "outputId": "7345b2a3-48f7-4655-d8ca-4b02d750e51f",
        "id": "74-W5hqAibQg"
      },
      "execution_count": 193,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "3\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ],
            "text/html": [
              "\n",
              "                <audio controls=\"controls\" >\n",
              "                    <source src=\"data:audio/wav;base64,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\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ]
          },
          "metadata": {},
          "execution_count": 193
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Normalization"
      ],
      "metadata": {
        "id": "fMc7mKiONdAs"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "max = np.max(raw_x)\n",
        "min = np.min(raw_x)\n",
        "print(min, max)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Yb7uzqDONoSF",
        "outputId": "77e11190-ede7-4b9c-9743-e19b51797de1"
      },
      "execution_count": 194,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "-1.0124074220657349 1.0405950546264648\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# raw_x = (raw_x - min) / (max - min)"
      ],
      "metadata": {
        "id": "xjE3MuKwNcGt"
      },
      "execution_count": 195,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# 2차원으로 reshape"
      ],
      "metadata": {
        "id": "T-iyrW8_N869"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "raw_x = raw_x.reshape((len(raw_x),-1,1))"
      ],
      "metadata": {
        "id": "EXF8sZPYN_RL"
      },
      "execution_count": 196,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# 데이터 분리"
      ],
      "metadata": {
        "id": "EjXer_ucN67c"
      }
    },
    {
      "cell_type": "code",
      "source": [
        ""
      ],
      "metadata": {
        "id": "7xHpzZWbRlXW"
      },
      "execution_count": 196,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "\n",
        "train_x, test_x, train_y, test_y = train_test_split(raw_x, raw_y, test_size=0.2, shuffle=True)"
      ],
      "metadata": {
        "id": "Z54gJGmi-1Ig"
      },
      "execution_count": 197,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(train_y[0])\n",
        "IPython.display.Audio(train_x[0].squeeze(), rate=SAMPLING_RATE)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 92
        },
        "outputId": "7aeb5b31-0d62-4c96-ebc2-655a564f74a9",
        "id": "ar3Q1ezWinMR"
      },
      "execution_count": 198,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "5\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ],
            "text/html": [
              "\n",
              "                <audio controls=\"controls\" >\n",
              "                    <source src=\"data:audio/wav;base64,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\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ]
          },
          "metadata": {},
          "execution_count": 198
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(train_y[1])\n",
        "IPython.display.Audio(train_x[1].squeeze(), rate=SAMPLING_RATE)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 92
        },
        "outputId": "cb712044-484b-421c-ff4e-491673164386",
        "id": "RFKC_o3IinMS"
      },
      "execution_count": 199,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ],
            "text/html": [
              "\n",
              "                <audio controls=\"controls\" >\n",
              "                    <source src=\"data:audio/wav;base64,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\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ]
          },
          "metadata": {},
          "execution_count": 199
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(train_y[2])\n",
        "IPython.display.Audio(train_x[2].squeeze(), rate=SAMPLING_RATE)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 92
        },
        "outputId": "f3b5958b-7d6a-4ac0-8b7d-547c1b698aab",
        "id": "loZi4itvinMS"
      },
      "execution_count": 200,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "8\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ],
            "text/html": [
              "\n",
              "                <audio controls=\"controls\" >\n",
              "                    <source src=\"data:audio/wav;base64,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\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ]
          },
          "metadata": {},
          "execution_count": 200
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# copy from https://gist.github.com/stared/dfb4dfaf6d9a8501cd1cc8b8cb806d2e\n",
        "\n",
        "from IPython.display import clear_output\n",
        "from tensorflow.keras.callbacks import Callback\n",
        "\n",
        "class PlotLosses(Callback):\n",
        "\n",
        "  def on_train_begin(self, logs={}):\n",
        "    self.epochs = []\n",
        "    self.losses = []\n",
        "    self.val_losses = []\n",
        "    self.logs = []\n",
        "    self.fig = plt.figure()\n",
        "\n",
        "\n",
        "  def on_epoch_end(self, epoch, logs={}):\n",
        "\n",
        "    self.epochs.append(epoch)\n",
        "    self.losses.append(logs.get('loss'))\n",
        "    self.val_losses.append(logs.get('val_loss'))\n",
        "\n",
        "    clear_output(wait=True)\n",
        "    plt.plot(self.epochs, self.losses, label=\"loss\")\n",
        "    plt.plot(self.epochs, self.val_losses, label=\"val_loss\")\n",
        "    plt.legend()\n",
        "    plt.show();\n",
        "    print(\"loss = \", self.losses[-1], \", val_loss = \", self.val_losses[-1])"
      ],
      "metadata": {
        "id": "xULPFYqYA4Pv"
      },
      "execution_count": 201,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from tensorflow import keras\n",
        "from tensorflow.keras.layers import Dense, RepeatVector, Flatten, Input, Activation\n",
        "from tensorflow.keras.layers import Bidirectional, LSTM, GRU, Conv1D, MaxPooling1D, AveragePooling1D, Add, MaxPool1D\n",
        "from tensorflow.keras.layers import Dropout, GaussianNoise, BatchNormalization\n",
        "from tensorflow.keras.regularizers import l1, l2, L1L2\n",
        "\n",
        "input_shape = train_x.shape[1:]\n",
        "# input_shape = (5,1)\n",
        "\n",
        "model = keras.Sequential()\n",
        "model.add(Input(input_shape))\n",
        "model.add(GaussianNoise(0.01))\n",
        "\n",
        "\n",
        "model.add(Conv1D(64, 3, padding=\"same\", activation=\"relu\"))\n",
        "model.add(MaxPooling1D())\n",
        "model.add(Conv1D(64, 3, padding=\"same\", activation=\"relu\"))\n",
        "model.add(MaxPooling1D())\n",
        "model.add(Conv1D(64, 3, padding=\"same\", activation=\"relu\"))\n",
        "model.add(MaxPooling1D())\n",
        "\n",
        "model.add(Flatten())\n",
        "model.add(Dense(128, activation=\"relu\"))\n",
        "model.add(Dense(10, activation=\"softmax\"))\n",
        "\n",
        "model.compile(loss=\"sparse_categorical_crossentropy\", optimizer=\"Adam\", metrics=[\"acc\"])\n",
        "model.summary()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Q212AjwQ-1Fy",
        "outputId": "944ae626-7280-4b86-e576-6d81a52caad4"
      },
      "execution_count": 219,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"sequential_59\"\n",
            "_________________________________________________________________\n",
            " Layer (type)                Output Shape              Param #   \n",
            "=================================================================\n",
            " gaussian_noise_30 (Gaussian  (None, 22000, 1)         0         \n",
            " Noise)                                                          \n",
            "                                                                 \n",
            " conv1d_340 (Conv1D)         (None, 22000, 64)         256       \n",
            "                                                                 \n",
            " max_pooling1d_220 (MaxPooli  (None, 11000, 64)        0         \n",
            " ng1D)                                                           \n",
            "                                                                 \n",
            " conv1d_341 (Conv1D)         (None, 11000, 64)         12352     \n",
            "                                                                 \n",
            " max_pooling1d_221 (MaxPooli  (None, 5500, 64)         0         \n",
            " ng1D)                                                           \n",
            "                                                                 \n",
            " conv1d_342 (Conv1D)         (None, 5500, 64)          12352     \n",
            "                                                                 \n",
            " max_pooling1d_222 (MaxPooli  (None, 2750, 64)         0         \n",
            " ng1D)                                                           \n",
            "                                                                 \n",
            " flatten_57 (Flatten)        (None, 176000)            0         \n",
            "                                                                 \n",
            " dense_125 (Dense)           (None, 128)               22528128  \n",
            "                                                                 \n",
            " dense_126 (Dense)           (None, 10)                1290      \n",
            "                                                                 \n",
            "=================================================================\n",
            "Total params: 22,554,378\n",
            "Trainable params: 22,554,378\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plot_losses = PlotLosses()\n",
        "history = model.fit(train_x, train_y, epochs=100, verbose=1, validation_split=0.1, batch_size=16,\n",
        "                    callbacks=[plot_losses])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 302
        },
        "id": "JfLBEaJ9_UZE",
        "outputId": "bdf142f7-ae66-4c04-fce2-49cbdbe49890"
      },
      "execution_count": 220,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "loss =  0.0002479711838532239 , val_loss =  6.691483020782471\n",
            "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r135/135 [==============================] - 2s 14ms/step - loss: 2.4797e-04 - acc: 1.0000 - val_loss: 6.6915 - val_acc: 0.5542\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "loss, acc = model.evaluate(test_x, test_y)\n",
        "print(\"loss=\", loss)\n",
        "print(\"acc=\", acc)\n",
        "\n",
        "\n",
        "y_ = model.predict(test_x)\n",
        "predicted = np.argmax(y_, axis=-1)\n",
        "plt.plot(test_y[:30], 'o')\n",
        "plt.plot(predicted[:30], '.')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 321
        },
        "id": "wezUm_UwPiAn",
        "outputId": "d73771f2-c069-43f3-c419-0406d7de7ea0"
      },
      "execution_count": 209,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "19/19 [==============================] - 1s 21ms/step - loss: 2.8153 - acc: 0.4183\n",
            "loss= 2.815264940261841\n",
            "acc= 0.4183333218097687\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        ""
      ],
      "metadata": {
        "id": "_jkambcyQcy1"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}