fastai_audio.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "fastai-audio.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/NicWickman/fastai_audio/blob/master/fastai_audio.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KCV1y5GXEA0u",
        "colab_type": "code",
        "outputId": "6beee88e-297a-4196-b2f7-2501a5674abe",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "!curl -s https://course.fast.ai/setup/colab | bash\n",
        "!git clone https://github.com/mogwai/fastai_audio.git\n",
        "%cd fastai_audio\n",
        "!bash install.sh"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Updating fastai...\n",
            "Done.\n",
            "Cloning into 'fastai_audio'...\n",
            "remote: Enumerating objects: 1579, done.\u001b[K\n",
            "remote: Total 1579 (delta 0), reused 0 (delta 0), pack-reused 1579\u001b[K\n",
            "Receiving objects: 100% (1579/1579), 173.65 MiB | 31.93 MiB/s, done.\n",
            "Resolving deltas: 100% (918/918), done.\n",
            "/content/fastai_audio\n",
            "Reading package lists... Done\n",
            "Building dependency tree       \n",
            "Reading state information... Done\n",
            "ffmpeg is already the newest version (7:3.4.6-0ubuntu0.18.04.1).\n",
            "The following package was automatically installed and is no longer required:\n",
            "  libnvidia-common-430\n",
            "Use 'sudo apt autoremove' to remove it.\n",
            "The following additional packages will be installed:\n",
            "  libao-common libao4 libid3tag0 libmad0 libmagic-mgc libmagic1\n",
            "  libopencore-amrnb0 libopencore-amrwb0 libsox-fmt-alsa libsox-fmt-ao\n",
            "  libsox-fmt-base libsox-fmt-mp3 libsox-fmt-oss libsox-fmt-pulse libsox3\n",
            "Suggested packages:\n",
            "  libaudio2 file\n",
            "The following NEW packages will be installed:\n",
            "  libao-common libao4 libid3tag0 libmad0 libmagic-mgc libmagic1\n",
            "  libopencore-amrnb0 libopencore-amrwb0 libsox-dev libsox-fmt-all\n",
            "  libsox-fmt-alsa libsox-fmt-ao libsox-fmt-base libsox-fmt-mp3 libsox-fmt-oss\n",
            "  libsox-fmt-pulse libsox3 sox\n",
            "0 upgraded, 18 newly installed, 0 to remove and 25 not upgraded.\n",
            "Need to get 1,268 kB of archives.\n",
            "After this operation, 9,150 kB of additional disk space will be used.\n",
            "Get:1 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libopencore-amrnb0 amd64 0.1.3-2.1 [92.0 kB]\n",
            "Get:2 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libopencore-amrwb0 amd64 0.1.3-2.1 [45.8 kB]\n",
            "Get:3 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libmagic-mgc amd64 1:5.32-2ubuntu0.3 [184 kB]\n",
            "Get:4 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libmagic1 amd64 1:5.32-2ubuntu0.3 [68.7 kB]\n",
            "Get:5 http://archive.ubuntu.com/ubuntu bionic/main amd64 libao-common all 1.2.2+20180113-1ubuntu1 [6,644 B]\n",
            "Get:6 http://archive.ubuntu.com/ubuntu bionic/main amd64 libao4 amd64 1.2.2+20180113-1ubuntu1 [35.1 kB]\n",
            "Get:7 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libid3tag0 amd64 0.15.1b-13 [31.2 kB]\n",
            "Get:8 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 libmad0 amd64 0.15.1b-9ubuntu18.04.1 [64.6 kB]\n",
            "Get:9 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 libsox3 amd64 14.4.2-3ubuntu0.18.04.1 [226 kB]\n",
            "Get:10 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 libsox-fmt-alsa amd64 14.4.2-3ubuntu0.18.04.1 [10.6 kB]\n",
            "Get:11 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 libsox-fmt-ao amd64 14.4.2-3ubuntu0.18.04.1 [7,464 B]\n",
            "Get:12 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 libsox-fmt-base amd64 14.4.2-3ubuntu0.18.04.1 [32.1 kB]\n",
            "Get:13 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 libsox-fmt-mp3 amd64 14.4.2-3ubuntu0.18.04.1 [15.9 kB]\n",
            "Get:14 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 libsox-fmt-oss amd64 14.4.2-3ubuntu0.18.04.1 [9,012 B]\n",
            "Get:15 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 libsox-fmt-pulse amd64 14.4.2-3ubuntu0.18.04.1 [7,348 B]\n",
            "Get:16 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 libsox-fmt-all amd64 14.4.2-3ubuntu0.18.04.1 [5,128 B]\n",
            "Get:17 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 libsox-dev amd64 14.4.2-3ubuntu0.18.04.1 [325 kB]\n",
            "Get:18 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 sox amd64 14.4.2-3ubuntu0.18.04.1 [101 kB]\n",
            "Fetched 1,268 kB in 0s (10.2 MB/s)\n",
            "debconf: unable to initialize frontend: Dialog\n",
            "debconf: (No usable dialog-like program is installed, so the dialog based frontend cannot be used. at /usr/share/perl5/Debconf/FrontEnd/Dialog.pm line 76, <> line 18.)\n",
            "debconf: falling back to frontend: Readline\n",
            "debconf: unable to initialize frontend: Readline\n",
            "debconf: (This frontend requires a controlling tty.)\n",
            "debconf: falling back to frontend: Teletype\n",
            "dpkg-preconfigure: unable to re-open stdin: \n",
            "Selecting previously unselected package libopencore-amrnb0:amd64.\n",
            "(Reading database ... 145113 files and directories currently installed.)\n",
            "Preparing to unpack .../00-libopencore-amrnb0_0.1.3-2.1_amd64.deb ...\n",
            "Unpacking libopencore-amrnb0:amd64 (0.1.3-2.1) ...\n",
            "Selecting previously unselected package libopencore-amrwb0:amd64.\n",
            "Preparing to unpack .../01-libopencore-amrwb0_0.1.3-2.1_amd64.deb ...\n",
            "Unpacking libopencore-amrwb0:amd64 (0.1.3-2.1) ...\n",
            "Selecting previously unselected package libmagic-mgc.\n",
            "Preparing to unpack .../02-libmagic-mgc_1%3a5.32-2ubuntu0.3_amd64.deb ...\n",
            "Unpacking libmagic-mgc (1:5.32-2ubuntu0.3) ...\n",
            "Selecting previously unselected package libmagic1:amd64.\n",
            "Preparing to unpack .../03-libmagic1_1%3a5.32-2ubuntu0.3_amd64.deb ...\n",
            "Unpacking libmagic1:amd64 (1:5.32-2ubuntu0.3) ...\n",
            "Selecting previously unselected package libao-common.\n",
            "Preparing to unpack .../04-libao-common_1.2.2+20180113-1ubuntu1_all.deb ...\n",
            "Unpacking libao-common (1.2.2+20180113-1ubuntu1) ...\n",
            "Selecting previously unselected package libao4:amd64.\n",
            "Preparing to unpack .../05-libao4_1.2.2+20180113-1ubuntu1_amd64.deb ...\n",
            "Unpacking libao4:amd64 (1.2.2+20180113-1ubuntu1) ...\n",
            "Selecting previously unselected package libid3tag0:amd64.\n",
            "Preparing to unpack .../06-libid3tag0_0.15.1b-13_amd64.deb ...\n",
            "Unpacking libid3tag0:amd64 (0.15.1b-13) ...\n",
            "Selecting previously unselected package libmad0:amd64.\n",
            "Preparing to unpack .../07-libmad0_0.15.1b-9ubuntu18.04.1_amd64.deb ...\n",
            "Unpacking libmad0:amd64 (0.15.1b-9ubuntu18.04.1) ...\n",
            "Selecting previously unselected package libsox3:amd64.\n",
            "Preparing to unpack .../08-libsox3_14.4.2-3ubuntu0.18.04.1_amd64.deb ...\n",
            "Unpacking libsox3:amd64 (14.4.2-3ubuntu0.18.04.1) ...\n",
            "Selecting previously unselected package libsox-fmt-alsa:amd64.\n",
            "Preparing to unpack .../09-libsox-fmt-alsa_14.4.2-3ubuntu0.18.04.1_amd64.deb ...\n",
            "Unpacking libsox-fmt-alsa:amd64 (14.4.2-3ubuntu0.18.04.1) ...\n",
            "Selecting previously unselected package libsox-fmt-ao:amd64.\n",
            "Preparing to unpack .../10-libsox-fmt-ao_14.4.2-3ubuntu0.18.04.1_amd64.deb ...\n",
            "Unpacking libsox-fmt-ao:amd64 (14.4.2-3ubuntu0.18.04.1) ...\n",
            "Selecting previously unselected package libsox-fmt-base:amd64.\n",
            "Preparing to unpack .../11-libsox-fmt-base_14.4.2-3ubuntu0.18.04.1_amd64.deb ...\n",
            "Unpacking libsox-fmt-base:amd64 (14.4.2-3ubuntu0.18.04.1) ...\n",
            "Selecting previously unselected package libsox-fmt-mp3:amd64.\n",
            "Preparing to unpack .../12-libsox-fmt-mp3_14.4.2-3ubuntu0.18.04.1_amd64.deb ...\n",
            "Unpacking libsox-fmt-mp3:amd64 (14.4.2-3ubuntu0.18.04.1) ...\n",
            "Selecting previously unselected package libsox-fmt-oss:amd64.\n",
            "Preparing to unpack .../13-libsox-fmt-oss_14.4.2-3ubuntu0.18.04.1_amd64.deb ...\n",
            "Unpacking libsox-fmt-oss:amd64 (14.4.2-3ubuntu0.18.04.1) ...\n",
            "Selecting previously unselected package libsox-fmt-pulse:amd64.\n",
            "Preparing to unpack .../14-libsox-fmt-pulse_14.4.2-3ubuntu0.18.04.1_amd64.deb ...\n",
            "Unpacking libsox-fmt-pulse:amd64 (14.4.2-3ubuntu0.18.04.1) ...\n",
            "Selecting previously unselected package libsox-fmt-all:amd64.\n",
            "Preparing to unpack .../15-libsox-fmt-all_14.4.2-3ubuntu0.18.04.1_amd64.deb ...\n",
            "Unpacking libsox-fmt-all:amd64 (14.4.2-3ubuntu0.18.04.1) ...\n",
            "Selecting previously unselected package libsox-dev:amd64.\n",
            "Preparing to unpack .../16-libsox-dev_14.4.2-3ubuntu0.18.04.1_amd64.deb ...\n",
            "Unpacking libsox-dev:amd64 (14.4.2-3ubuntu0.18.04.1) ...\n",
            "Selecting previously unselected package sox.\n",
            "Preparing to unpack .../17-sox_14.4.2-3ubuntu0.18.04.1_amd64.deb ...\n",
            "Unpacking sox (14.4.2-3ubuntu0.18.04.1) ...\n",
            "Setting up libid3tag0:amd64 (0.15.1b-13) ...\n",
            "Setting up libao-common (1.2.2+20180113-1ubuntu1) ...\n",
            "Setting up libmagic-mgc (1:5.32-2ubuntu0.3) ...\n",
            "Setting up libmagic1:amd64 (1:5.32-2ubuntu0.3) ...\n",
            "Setting up libopencore-amrnb0:amd64 (0.1.3-2.1) ...\n",
            "Setting up libmad0:amd64 (0.15.1b-9ubuntu18.04.1) ...\n",
            "Setting up libopencore-amrwb0:amd64 (0.1.3-2.1) ...\n",
            "Setting up libsox3:amd64 (14.4.2-3ubuntu0.18.04.1) ...\n",
            "Setting up libsox-fmt-mp3:amd64 (14.4.2-3ubuntu0.18.04.1) ...\n",
            "Setting up libsox-fmt-base:amd64 (14.4.2-3ubuntu0.18.04.1) ...\n",
            "Setting up libsox-fmt-pulse:amd64 (14.4.2-3ubuntu0.18.04.1) ...\n",
            "Setting up libao4:amd64 (1.2.2+20180113-1ubuntu1) ...\n",
            "Setting up libsox-fmt-alsa:amd64 (14.4.2-3ubuntu0.18.04.1) ...\n",
            "Setting up libsox-fmt-oss:amd64 (14.4.2-3ubuntu0.18.04.1) ...\n",
            "Setting up libsox-fmt-ao:amd64 (14.4.2-3ubuntu0.18.04.1) ...\n",
            "Setting up sox (14.4.2-3ubuntu0.18.04.1) ...\n",
            "Setting up libsox-fmt-all:amd64 (14.4.2-3ubuntu0.18.04.1) ...\n",
            "Setting up libsox-dev:amd64 (14.4.2-3ubuntu0.18.04.1) ...\n",
            "Processing triggers for mime-support (3.60ubuntu1) ...\n",
            "Processing triggers for libc-bin (2.27-3ubuntu1) ...\n",
            "/sbin/ldconfig.real: /usr/local/lib/python3.6/dist-packages/ideep4py/lib/libmkldnn.so.0 is not a symbolic link\n",
            "\n",
            "Processing triggers for man-db (2.8.3-2ubuntu0.1) ...\n",
            "Requirement already satisfied: fastai in /usr/local/lib/python3.6/dist-packages (from -r requirements.txt (line 1)) (1.0.60)\n",
            "Collecting torchaudio\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/6e/bc/3ebc127162d27bed33dc914606f10117d106680baae7ce83603ea09985fd/torchaudio-0.4.0-cp36-cp36m-manylinux1_x86_64.whl (3.1MB)\n",
            "\u001b[K     |████████████████████████████████| 3.1MB 8.5MB/s \n",
            "\u001b[?25hCollecting pydub\n",
            "  Downloading https://files.pythonhosted.org/packages/79/db/eaf620b73a1eec3c8c6f8f5b0b236a50f9da88ad57802154b7ba7664d0b8/pydub-0.23.1-py2.py3-none-any.whl\n",
            "Requirement already satisfied: librosa in /usr/local/lib/python3.6/dist-packages (from -r requirements.txt (line 4)) (0.6.3)\n",
            "Requirement already satisfied: matplotlib in /usr/local/lib/python3.6/dist-packages (from -r requirements.txt (line 5)) (3.1.3)\n",
            "Collecting fire\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/d9/69/faeaae8687f4de0f5973694d02e9d6c3eb827636a009157352d98de1129e/fire-0.2.1.tar.gz (76kB)\n",
            "\u001b[K     |████████████████████████████████| 81kB 12.2MB/s \n",
            "\u001b[?25hRequirement already satisfied: numexpr in /usr/local/lib/python3.6/dist-packages (from fastai->-r requirements.txt (line 1)) (2.7.1)\n",
            "Requirement already satisfied: nvidia-ml-py3 in /usr/local/lib/python3.6/dist-packages (from fastai->-r requirements.txt (line 1)) (7.352.0)\n",
            "Requirement already satisfied: packaging in /usr/local/lib/python3.6/dist-packages (from fastai->-r requirements.txt (line 1)) (20.1)\n",
            "Requirement already satisfied: scipy in /usr/local/lib/python3.6/dist-packages (from fastai->-r requirements.txt (line 1)) (1.4.1)\n",
            "Requirement already satisfied: dataclasses; python_version < \"3.7\" in /usr/local/lib/python3.6/dist-packages (from fastai->-r requirements.txt (line 1)) (0.7)\n",
            "Requirement already satisfied: Pillow in /usr/local/lib/python3.6/dist-packages (from fastai->-r requirements.txt (line 1)) (6.2.2)\n",
            "Requirement already satisfied: numpy>=1.15 in /usr/local/lib/python3.6/dist-packages (from fastai->-r requirements.txt (line 1)) (1.17.5)\n",
            "Requirement already satisfied: bottleneck in /usr/local/lib/python3.6/dist-packages (from fastai->-r requirements.txt (line 1)) (1.3.1)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.6/dist-packages (from fastai->-r requirements.txt (line 1)) (2.21.0)\n",
            "Requirement already satisfied: spacy>=2.0.18 in /usr/local/lib/python3.6/dist-packages (from fastai->-r requirements.txt (line 1)) (2.1.9)\n",
            "Requirement already satisfied: pandas in /usr/local/lib/python3.6/dist-packages (from fastai->-r requirements.txt (line 1)) (0.25.3)\n",
            "Requirement already satisfied: torch>=1.0.0 in /usr/local/lib/python3.6/dist-packages (from fastai->-r requirements.txt (line 1)) (1.4.0)\n",
            "Requirement already satisfied: fastprogress>=0.2.1 in /usr/local/lib/python3.6/dist-packages (from fastai->-r requirements.txt (line 1)) (0.2.2)\n",
            "Requirement already satisfied: pyyaml in /usr/local/lib/python3.6/dist-packages (from fastai->-r requirements.txt (line 1)) (3.13)\n",
            "Requirement already satisfied: torchvision in /usr/local/lib/python3.6/dist-packages (from fastai->-r requirements.txt (line 1)) (0.5.0)\n",
            "Requirement already satisfied: beautifulsoup4 in /usr/local/lib/python3.6/dist-packages (from fastai->-r requirements.txt (line 1)) (4.6.3)\n",
            "Requirement already satisfied: joblib>=0.12 in /usr/local/lib/python3.6/dist-packages (from librosa->-r requirements.txt (line 4)) (0.14.1)\n",
            "Requirement already satisfied: resampy>=0.2.0 in /usr/local/lib/python3.6/dist-packages (from librosa->-r requirements.txt (line 4)) (0.2.2)\n",
            "Requirement already satisfied: six>=1.3 in /usr/local/lib/python3.6/dist-packages (from librosa->-r requirements.txt (line 4)) (1.12.0)\n",
            "Requirement already satisfied: audioread>=2.0.0 in /usr/local/lib/python3.6/dist-packages (from librosa->-r requirements.txt (line 4)) (2.1.8)\n",
            "Requirement already satisfied: scikit-learn!=0.19.0,>=0.14.0 in /usr/local/lib/python3.6/dist-packages (from librosa->-r requirements.txt (line 4)) (0.22.1)\n",
            "Requirement already satisfied: numba>=0.38.0 in /usr/local/lib/python3.6/dist-packages (from librosa->-r requirements.txt (line 4)) (0.47.0)\n",
            "Requirement already satisfied: decorator>=3.0.0 in /usr/local/lib/python3.6/dist-packages (from librosa->-r requirements.txt (line 4)) (4.4.1)\n",
            "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib->-r requirements.txt (line 5)) (1.1.0)\n",
            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.6/dist-packages (from matplotlib->-r requirements.txt (line 5)) (0.10.0)\n",
            "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib->-r requirements.txt (line 5)) (2.4.6)\n",
            "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib->-r requirements.txt (line 5)) (2.6.1)\n",
            "Requirement already satisfied: termcolor in /usr/local/lib/python3.6/dist-packages (from fire->-r requirements.txt (line 6)) (1.1.0)\n",
            "Requirement already satisfied: idna<2.9,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests->fastai->-r requirements.txt (line 1)) (2.8)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests->fastai->-r requirements.txt (line 1)) (2019.11.28)\n",
            "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests->fastai->-r requirements.txt (line 1)) (3.0.4)\n",
            "Requirement already satisfied: urllib3<1.25,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from requests->fastai->-r requirements.txt (line 1)) (1.24.3)\n",
            "Requirement already satisfied: srsly<1.1.0,>=0.0.6 in /usr/local/lib/python3.6/dist-packages (from spacy>=2.0.18->fastai->-r requirements.txt (line 1)) (1.0.1)\n",
            "Requirement already satisfied: wasabi<1.1.0,>=0.2.0 in /usr/local/lib/python3.6/dist-packages (from spacy>=2.0.18->fastai->-r requirements.txt (line 1)) (0.6.0)\n",
            "Requirement already satisfied: blis<0.3.0,>=0.2.2 in /usr/local/lib/python3.6/dist-packages (from spacy>=2.0.18->fastai->-r requirements.txt (line 1)) (0.2.4)\n",
            "Requirement already satisfied: plac<1.0.0,>=0.9.6 in /usr/local/lib/python3.6/dist-packages (from spacy>=2.0.18->fastai->-r requirements.txt (line 1)) (0.9.6)\n",
            "Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in /usr/local/lib/python3.6/dist-packages (from spacy>=2.0.18->fastai->-r requirements.txt (line 1)) (1.0.2)\n",
            "Requirement already satisfied: preshed<2.1.0,>=2.0.1 in /usr/local/lib/python3.6/dist-packages (from spacy>=2.0.18->fastai->-r requirements.txt (line 1)) (2.0.1)\n",
            "Requirement already satisfied: cymem<2.1.0,>=2.0.2 in /usr/local/lib/python3.6/dist-packages (from spacy>=2.0.18->fastai->-r requirements.txt (line 1)) (2.0.3)\n",
            "Requirement already satisfied: thinc<7.1.0,>=7.0.8 in /usr/local/lib/python3.6/dist-packages (from spacy>=2.0.18->fastai->-r requirements.txt (line 1)) (7.0.8)\n",
            "Requirement already satisfied: pytz>=2017.2 in /usr/local/lib/python3.6/dist-packages (from pandas->fastai->-r requirements.txt (line 1)) (2018.9)\n",
            "Requirement already satisfied: setuptools in /usr/local/lib/python3.6/dist-packages (from numba>=0.38.0->librosa->-r requirements.txt (line 4)) (45.1.0)\n",
            "Requirement already satisfied: llvmlite>=0.31.0dev0 in /usr/local/lib/python3.6/dist-packages (from numba>=0.38.0->librosa->-r requirements.txt (line 4)) (0.31.0)\n",
            "Requirement already satisfied: tqdm<5.0.0,>=4.10.0 in /usr/local/lib/python3.6/dist-packages (from thinc<7.1.0,>=7.0.8->spacy>=2.0.18->fastai->-r requirements.txt (line 1)) (4.28.1)\n",
            "Building wheels for collected packages: fire\n",
            "  Building wheel for fire (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for fire: filename=fire-0.2.1-py2.py3-none-any.whl size=103528 sha256=25a22ea82aa8793e23fb7e6da342e4bcd468461e881cd878938c7ccc7edb2770\n",
            "  Stored in directory: /root/.cache/pip/wheels/31/9c/c0/07b6dc7faf1844bb4688f46b569efe6cafaa2179c95db821da\n",
            "Successfully built fire\n",
            "Installing collected packages: torchaudio, pydub, fire\n",
            "Successfully installed fire-0.2.1 pydub-0.23.1 torchaudio-0.4.0\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JQm_CmMODRIa",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from audio import *  \n",
        "from fastai.basics import *"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Zda8aA0OKweb",
        "colab_type": "code",
        "outputId": "400e54e0-35fd-4309-dee2-5b3c6622cc46",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        }
      },
      "source": [
        "data_url = 'http://www.openslr.org/resources/45/ST-AEDS-20180100_1-OS'\n",
        "data_folder = datapath4file(url2name(data_url))\n",
        "untar_data(data_url, dest=data_folder)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading http://www.openslr.org/resources/45/ST-AEDS-20180100_1-OS\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              ""
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "PosixPath('/root/.fastai/data/ST-AEDS-20180100_1-OS/ST-AEDS-20180100_1-OS')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2B9z0OkFKyFl",
        "colab_type": "code",
        "outputId": "f26d37a7-2095-4922-aefe-aec4bfd05b01",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 400
        }
      },
      "source": [
        "label_pattern = r'_([mf]\\d+)_'\n",
        "config = AudioConfig()\n",
        "config.segment_size = 1000\n",
        "# config.resample_to = 8000\n",
        "config.remove_silence = None\n",
        "config.f_max = 8000\n",
        "config.silence_threshold = 30\n",
        "config.max_to_pad = 1000\n",
        "config.silence_padding = 300\n",
        "audios = AudioList.from_folder(data_folder, config=config).split_by_rand_pct(.2, seed=4).label_from_re(label_pattern)\n",
        "audios"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Preprocessing: Segmenting Items\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "    <div>\n",
              "        <style>\n",
              "            /* Turns off some styling */\n",
              "            progress {\n",
              "                /* gets rid of default border in Firefox and Opera. */\n",
              "                border: none;\n",
              "                /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
              "                background-size: auto;\n",
              "            }\n",
              "            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
              "                background: #F44336;\n",
              "            }\n",
              "        </style>\n",
              "      <progress value='3074' class='' max='3074', style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
              "      100.00% [3074/3074 00:10<00:00]\n",
              "    </div>\n",
              "    "
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Preprocessing: Segmenting Items\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "    <div>\n",
              "        <style>\n",
              "            /* Turns off some styling */\n",
              "            progress {\n",
              "                /* gets rid of default border in Firefox and Opera. */\n",
              "                border: none;\n",
              "                /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
              "                background-size: auto;\n",
              "            }\n",
              "            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
              "                background: #F44336;\n",
              "            }\n",
              "        </style>\n",
              "      <progress value='768' class='' max='768', style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
              "      100.00% [768/768 00:02<00:00]\n",
              "    </div>\n",
              "    "
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "LabelLists;\n",
              "\n",
              "Train: AudioLabelList (15274 items)\n",
              "x: AudioList\n",
              "AudioItem 1.0 seconds (1 channels, 16000 samples @ 16000hz),AudioItem 1.0 seconds (1 channels, 16000 samples @ 16000hz),AudioItem 1.0 seconds (1 channels, 16000 samples @ 16000hz),AudioItem 1.0 seconds (1 channels, 16000 samples @ 16000hz),AudioItem 1.0 seconds (1 channels, 16000 samples @ 16000hz)\n",
              "y: CategoryList\n",
              "f0001,f0001,f0001,f0001,f0001\n",
              "Path: /root/.fastai/data/ST-AEDS-20180100_1-OS;\n",
              "\n",
              "Valid: AudioLabelList (3806 items)\n",
              "x: AudioList\n",
              "AudioItem 1.0 seconds (1 channels, 16000 samples @ 16000hz),AudioItem 1.0 seconds (1 channels, 16000 samples @ 16000hz),AudioItem 1.0 seconds (1 channels, 16000 samples @ 16000hz),AudioItem 1.0 seconds (1 channels, 16000 samples @ 16000hz),AudioItem 1.0 seconds (1 channels, 16000 samples @ 16000hz)\n",
              "y: CategoryList\n",
              "f0005,f0005,f0005,f0005,f0003\n",
              "Path: /root/.fastai/data/ST-AEDS-20180100_1-OS;\n",
              "\n",
              "Test: None"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AlEHQKs3KzMQ",
        "colab_type": "code",
        "outputId": "1f464dfa-d555-452f-fbb9-f55a317ef346",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 881
        }
      },
      "source": [
        "db = audios.databunch(bs=128)\n",
        "db.show_batch()\n",
        "learn = audio_learner(db)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "------------------------------------------------------------\n",
            "File: /root/.fastai/cache/s_1000/f0001_us_f0001_00328.wav-7d1dacdd666ce4675322be69e5ee3a30/0.wav\n",
            "Total Length: 1.0 seconds\n",
            "Number of Channels: 1\n",
            "Label: f0001\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "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",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Channel 0.0 (128x63):\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAD8AAACACAYAAAC8w7F/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n",
            "image/jpeg": "/9j/4AAQSkZJRgABAQEAZABkAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0a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\ntH//2Q==\n",
            "text/plain": [
              "Image (1, 128, 63)"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "------------------------------------------------------------\n",
            "File: /root/.fastai/cache/s_1000/f0001_us_f0001_00328.wav-7d1dacdd666ce4675322be69e5ee3a30/1.wav\n",
            "Total Length: 1.0 seconds\n",
            "Number of Channels: 1\n",
            "Label: f0001\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "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",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Channel 0.0 (128x63):\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAD8AAACACAYAAAC8w7F/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nLlHmelIXIdM/IWa6/tv/D8UkgqvayPSIAAAAAElFTkSuQmCC\n",
            "image/jpeg": "/9j/4AAQSkZJRgABAQEAZABkAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0a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\n",
            "text/plain": [
              "Image (1, 128, 63)"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "------------------------------------------------------------\n",
            "File: /root/.fastai/cache/s_1000/f0001_us_f0001_00328.wav-7d1dacdd666ce4675322be69e5ee3a30/2.wav\n",
            "Total Length: 1.0 seconds\n",
            "Number of Channels: 1\n",
            "Label: f0001\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "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",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Channel 0.0 (128x63):\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAD8AAACACAYAAAC8w7F/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nB82z2Dnlijk9Af4fUuIfPYj/3J0AAAAASUVORK5CYII=\n",
            "image/jpeg": "/9j/4AAQSkZJRgABAQEAZABkAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0a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\nxaaX8y1+8VLEQj8Sa9HZfcf/2Q==\n",
            "text/plain": [
              "Image (1, 128, 63)"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jWlyhiTv6tCy",
        "colab_type": "code",
        "outputId": "0d7375db-2154-4819-abae-5662d5d4fa29",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 374
        }
      },
      "source": [
        "learn.lr_find()\n",
        "learn.recorder.plot()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "    <div>\n",
              "        <style>\n",
              "            /* Turns off some styling */\n",
              "            progress {\n",
              "                /* gets rid of default border in Firefox and Opera. */\n",
              "                border: none;\n",
              "                /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
              "                background-size: auto;\n",
              "            }\n",
              "            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
              "                background: #F44336;\n",
              "            }\n",
              "        </style>\n",
              "      <progress value='0' class='' max='1', style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
              "      0.00% [0/1 00:00<00:00]\n",
              "    </div>\n",
              "    \n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: left;\">\n",
              "      <th>epoch</th>\n",
              "      <th>train_loss</th>\n",
              "      <th>valid_loss</th>\n",
              "      <th>accuracy</th>\n",
              "      <th>time</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "  </tbody>\n",
              "</table><p>\n",
              "\n",
              "    <div>\n",
              "        <style>\n",
              "            /* Turns off some styling */\n",
              "            progress {\n",
              "                /* gets rid of default border in Firefox and Opera. */\n",
              "                border: none;\n",
              "                /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
              "                background-size: auto;\n",
              "            }\n",
              "            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
              "                background: #F44336;\n",
              "            }\n",
              "        </style>\n",
              "      <progress value='90' class='' max='119', style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
              "      75.63% [90/119 00:50<00:16 10.4921]\n",
              "    </div>\n",
              "    "
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAEGCAYAAACZ0MnKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0\ndHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nO3deXhU5fXA8e/JnpCFhAQMCRBWAVkC\nhEURF1zqigtasaLiWndb7WbtT6u12qp111a07kutOyIuVFEKsoU1LFFAdgIEshCSkPX8/pgJpjEh\nA8nN3Jmcz/Pchzt33rlzXmaSk/e+954rqooxxhjjixB/B2CMMSZwWNIwxhjjM0saxhhjfGZJwxhj\njM8saRhjjPFZmL8DOFTJycmakZHh7zCMMSagLF68eLeqprR0PwGXNDIyMsjOzvZ3GMYYE1BEZFNr\n7McOTxljjPGZJQ1jjDE+s6RhjDHGZ5Y0jDHG+MyShjHGGJ9Z0jDGGOMzx5OGiISKyFIRmd7Ic7eJ\nyGoRWSEiX4hID6fjMcYYc/jaYqRxK7CmieeWAlmqOgR4B3iwDeIxxpiAsr+qhoc+y2X5liJ/h+Js\n0hCRdOBM4PnGnlfVWapa5n04H0h3Mh5jjAlEe0oreXrWetbk7fV3KI6PNB4DfgPU+tD2KuATZ8Mx\nxpjAU1xWBUBCdLifI3EwaYjIWcAuVV3sQ9vJQBbwUBPPXysi2SKSnZ+f38qRGmOMuxWXt4OkAYwF\nJojIRuBfwHgRea1hIxE5GbgTmKCqFY3tSFWnqmqWqmalpLS43pYxxgSUuqQRH8xJQ1XvUNV0Vc0A\nJgFfqurk+m1EZBjwLJ6EscupWIwxJpDtbScjjUaJyL0iMsH78CEgFnhbRJaJyLS2jscYY9zuwOGp\nGP8njTYpja6qXwFfedfvqrf95LZ4f2OMCWTF5VWECMRG+P9uFnZFuDHGuFxxeRXx0eGEhIi/Q7Gk\nYYwxbldcXuWK+QywpGGMMa5nScMYY4zPLGkYY4zx2V7vnIYbWNIwxhiXs5GGMcYYn6iqJQ1jjDG+\nKausobpWLWkYY4xpnpuKFYIlDWOMcTVLGsYYY3xmScMYY4zPLGkYY4zxmSUNY4wxPtvrohswgSUN\nY4xxteLyKkQgLtL/ZdHBkoYxxrhacXkV8VHuKIsOljSMMcbV3HQ1OFjSMMYYV7OkYYwxxmfF5VV0\ndMG9wetY0jDGGBcrdlFZdGiDpCEioSKyVESmN/JcpIi8JSLrRGSBiGQ4HY8xxgSSve3w8NStwJom\nnrsKKFTVPsCjwF/bIB5jjAkIbiuLDg4nDRFJB84Enm+iyTnAy971d4CTRMQd55UZY4yflVfVUFXj\nnrLo4PxI4zHgN0BtE8+nAVsAVLUaKAY6NWwkIteKSLaIZOfn5zsVqzHGuIrbSoiAg0lDRM4Cdqnq\n4pbuS1WnqmqWqmalpKS0QnTGGON+7SppAGOBCSKyEfgXMF5EXmvQZhvQDUBEwoAEYI+DMRljTMAo\nLmtHSUNV71DVdFXNACYBX6rq5AbNpgGXe9cv8LZRp2IyxphA4saRRptXwBKRe4FsVZ0G/BN4VUTW\nAQV4kosxxhjacdJQ1a+Ar7zrd9Xbvh+4sC1iMMaYQFPssrLoYFeEG2OMa+11WVl0sKRhjDGu5bay\n6GBJwxhjXMttV4ODJQ1jjHEtSxrGGGN8ZknDGGOMzyxpGGOM8VlxebWrTrcFSxrGGONKquq6e2mA\nJQ1jjHGl/VW1VNbUWtIwxhjTvKLySsBdJUTAkoYxxriSG+tOgSUNY4xxJTeWRQdLGsYY40o20jDG\nGOMzSxrGGGN8ZknDGGOMzw6URY9yT1l0sKRhjDGuVFxeRVxkmKvKooMlDWOMcaXi8ioSYtx1aAos\naRhjjCu5sVghOJg0RCRKRBaKyHIRWSUi9zTSpruIzBKRpSKyQkTOcCoeY4wJJO0uaQAVwHhVHQpk\nAqeJyJgGbf4A/FtVhwGTgGccjMcYYwKGW5OGY9PyqqrAPu/DcO+iDZsB8d71BGC7U/EYY0wgKS6v\ndmXScHROQ0RCRWQZsAuYqaoLGjT5IzBZRLYCM4CbnYzHGGMCQV1ZdLfdSwMcThqqWqOqmUA6MEpE\nBjVocjHwkqqmA2cAr4rIj2ISkWtFJFtEsvPz850M2Rhj/M6tZdGhjc6eUtUiYBZwWoOnrgL+7W0z\nD4gCkht5/VRVzVLVrJSUFKfDNcYYv3Lr1eDg7NlTKSLS0bseDZwC5DZothk4ydtmAJ6kYUMJY0y7\n5uak4eT16anAyyISiic5/VtVp4vIvUC2qk4DbgeeE5Ff4pkUn+KdQDfGmHaroNRzA6akmAg/R/Jj\nTp49tQIY1sj2u+qtrwbGOhWDMcYEoqIyT9JI7OC+pGFXhBtjjMsUeJNGkiUNY4wxzSn0Hp7qaLWn\njDHGNKewrIoOEaFEhoX6O5QfsaRhjDEuU1haSUcXToKDJQ1jjHGdwrJKV85ngCUNY4xxnYKyKlee\nOQWWNIwxxnUKSytJdOEkOFjSMMYY1yksqyTR5jSMMcY0p6qmlpL91ZY0jDHGNK/wwIV9dnjKGGNM\nM4rKPMUKbSLcGGNMs+qKFbr18JSTVW6Nl6qycEMB01fkMbxHR87NTENEmn1dRXUNghARZrndmPbi\nQLFCSxrtz979Vby/ZBuvL9jEdzv3ERYivDp/E+8t2cb95w2mW1LM/7RXVdbu2sfs7/L5+rt8Fm4o\noLpW6ZEUQ+/OsfTtHMuYXp04tk8yISHNJx1jTOApKPUcnnLrxX2WNA5Tyf4qvttZQlR4KMmxkSR1\niCAsRPh2Zwmzv8vnv2t3s2BDAZXVtQxJT+DBiUM4c0gq7yzeyoOf5nLqo7O5/dR+DEiNZ9mWIpZu\nLmLZliJ276sAoE/nWH42ujuxkWGs3bmPtbtKmJW7i2e+Wk+vlA5MOSaD84enExtpH6ExwaRuItyN\nxQrBkobP9lVUM335dhZvKmTZliLW5e+j4e2iosNDKa+qAaBv51guHdODCUO7MrRbxwNtLj8mg1MG\nduEPH6zkvo/XHNjeK7kDx/VNZlTPJMb1SyGtY/SPYqioruGTnB28OHcDd324ioc+/ZazM7ty4pGd\nOaZ3JzpYAjEm4BWWVhITEUpUuPuKFUI7TBpVNbXMW7+HGTl5LN1cRFR4CDERYXSIDKVjTARj+3Ti\nhH6dD5y5UFhayYvfbOTlbzZSXF5FYkw4w7oncvbQrhzVNZ6qmlp276tk974KisqqGJgaz7h+yaQm\n/PiXfp2uHaP55+VZfLN+DzW1ytD0jiT48FdFZFgo5w5L49xhaSzdXMhL32zkg6XbeGPBZiJCQxjZ\nM5ELR3Tj3GFprfb/ZYxpWwUuvrAP2lHSWLK5kDcXbObz1TspLveUHR7VMwkFSiuq2V5UxZLNRbyz\neCshAsO7J9I7JZaPVmynrLKGUwd24foTepPZraNPk9jNERHG9kk+7NcP657IsO6JVFTXkL2xkK++\n3cUXubv4xVvL2LC7lF+c3LdV4jTGtK3C0koSXXqNBrSjpLFqWzGfrtzBKQO7cPrgVMb1Tf7R8K+2\nVsnZVswXubv4Mncn7y7ZyllDUrnhxD706xLnp8gPLjIslLF9khnbJ5nfntaf372Xw+NfrKVkfzV/\nOHOATZgbE2AKy6pspOEGF4zoxk9HdjvoTU1CQoSh3ToytFtHbjulH7W1GlC/dMNCQ3hw4hDiosJ4\nYe4GSvZX8ZeJQwgNoD4Y094VllXSvcGZlW7iWNIQkShgNhDpfZ93VPXuRtr9FPgjoMByVf2ZE/FE\nRxz6pFIgJYw6ISHCXWcNJD4qnMe/WEv+vgpuP+VIBqcn+Ds0Y4wPCkvdey8NcHakUQGMV9V9IhIO\nzBGRT1R1fl0DEekL3AGMVdVCEensYDzthojwy1P6kdQhggc/zeXsp+YwMiORK8f2ZPyAzuQV7WfD\n7lK+311KdU0tF2Z1c/WX1Jj2oqqmlr0uLlYIDiYNVVVgn/dhuHdpcJIq1wBPq2qh9zW7nIqnPbr8\nmAzOG57G29lbeembDVz/+pJG2z3+xVouOzqDa8b1pFNsZBtHaYyp80PdqXY6ES4iocBioA+e5LCg\nQZN+3nZzgVDgj6r6aSP7uRa4FqB79+5Ohhx04qPCuerYnkw5JoOZq3eyclsx3TvF0Cu5Az2TO1BQ\nWsmTX67j2dnreWXeRiaP6cFFI7vROyXW36Eb0+64vYQIgGjDK9SceBORjsD7wM2qurLe9ulAFfBT\nIB3PHMhgVS1qal9ZWVmanZ3tcMTtz7pdJTz55To+Wr6dWoWh3Tpy/rA0zh7a1Q5dGdNGFny/h4um\nzue1q0ZzbN/DPyW/MSKyWFWzWrqfNjl7SlWLRGQWcBqwst5TW4EFqloFbBCR74C+wKK2iMv8oE/n\nOB6fNIw7zxjAtOXbeXfJNu6etop7PlrF4LQEju6dzNG9O5HVI9GuPDfGIYXt+fCUiKQAVd6EEQ2c\nAvy1QbMPgIuBF0UkGc/hqu+disk0r3N8FFeP68XV43qxJm8vn+Tk8c36PTz/3+/5x9frAUiIDqdT\nhwiSOkTQJSGKK47JICsjyc+RGxP4frgBk3tH9z4lDRHpDWxV1QoROQEYArxysMNIQCrwsndeIwT4\nt6pOF5F7gWxVnQZ8BpwqIquBGuDXqrqnBf0xrWhAajwDUuO5DSirrCZ7YyFLN3uKKhaUVVKwr5IF\n3+/h4xV5TBjald+d3p+ujdTMMsb4xu330gDfRxrvAlki0geYCnwIvAGc0dQLVHUFMKyR7XfVW1fg\nNu9iXCwmIozj+qVwXL+U/9leVlnNP75az7Ozv+fz1Tu47vjenDrwCHqldHBtwTVj3KqorJLocPcW\nKwTfk0atqlaLyHnAk6r6pIgsdTIwExhiIsK47dQjuTCrG3/5JJfH/rOWx/6zlhCBjOQO9D8ijvOH\npXPSgM5WC8uYZhSUVrn60BT4njSqRORi4HLgbO82987UmDbXLSmGpy8Zzu35+1i1fS9rd5bw7c4S\nFm8qZEbODvofEceNJ/bhjMGpVtbEmCYUllW69j4adXxNGlcA1wF/VtUNItITeNW5sEyg6pUSS696\n13hU19Qybfl2np61jpvfXMqjM7/jopHdOH1QKt07ube+jjH+UFjm7hIi4GPSUNXVwC0AIpIIxKlq\nwzOhjPmRsNAQzh+ezjmZaXy6cgdT//s9D3ySywOf5HJU13hOH3QE5w5LIz3REogxhaWVrv9Z8PXs\nqa+ACd72i4FdIjJXVW0C2/gkNEQ4c0gqZw5JZUtBGZ+t2sGMnDwe/vw7Hpn5HeP7d+Gyo3vY/c9N\nu1ZYVkVSkByeSlDVvSJyNZ5Tbe8WkRVOBmaCV7ekmAPXgmwrKufNBZt5c+Fm/rNmJz2TO3DJ6O6c\nPzzd9cN0Y1pTdU2t5+6gLv/eh/jYLkxEUvGU+5juYDymnUnrGM2vfnIk39wxnscuyiQxJpz7Pl7D\nmPu/4KY3ljB33W5qa50vdWOMvxWVe68Gd/E1GuD7SONePBfizVXVRSLSC1jrXFimval///Nvd5Tw\nr0WbeW/JNqavyOOorvH831kDGdOrk7/DNMYxB4oVBsNIQ1XfVtUhqnq99/H3qjrR2dBMe3XkEXHc\nffZRLPj9STx84VAKSyuZNHU+1726mE17Sv0dnjGOKCitG2m4e07Dp6QhIuki8r6I7PIu74pIutPB\nmfYtKjyUC0ak8+WvTuBXp/Zj9tp8TnlkNne8t4LsjQW0RYVmY9pKIJQQAd8PT72Ip2zIhd7Hk73b\nTnEiKGPqiwoP5abxfflpVjce/c93fLB0O28u3EK3pGjOy0zj4tHdSU2wmlcmsBUFQLFC8H0iPEVV\nX1TVau/yEpDS3IuMaU2d46N44PwhLPrDyfztwqH0SOrAk7PWceYTc8jZWuzv8IxpkYIAuAET+J40\n9ojIZBEJ9S6TAatGa/wiNjKMiSPSee3q0cz85fHERIQyaeo8vlm/29+hGXPYisqqiAoPITrCvcUK\nwfekcSWe0213AHnABcAUh2Iyxmd9Osfy7vXHkJ4Yw5QXFvHpyjx/h2TMYSkorSTJ5aMM8P3sqU2q\nOkFVU1S1s6qeC9jZU8YVusRH8dbPxzAoLZ4bXl/Cmws3+zskYw5ZYWklHYMlaTTBSogY1+gYE8Fr\nV4/muH4p3PFeDg98ssYuCjQBJRCKFULLkoYVCDKuEhMRxvOXZTF5THee/fp7rnttMWWV1f4Oyxif\nFJZVub4sOrQsadifccZ1wkJD+NM5g7j77IH8Z81OLvzHPHYU7/d3WMY0KyhGGiJSIiJ7G1lKgK5t\nFKMxh0REuGJsT56/PIuNu0s5+6k5LNpY4O+wjGnSgWKFgT6noapxqhrfyBKnqge9MFBEokRkoYgs\nF5FVInLPQdpOFBEVkazD7YgxDY3v34X3bhhLbGQYF0+dzz/nbLCryI0rFZdXoer+EiLQssNTzakA\nxqvqUCATOE1ExjRsJCJxwK3AAgdjMe3UkUfE8eFNYxnfvzN/mr6am99cSmmFzXMYdyks89adCvTD\nUy2hHvu8D8O9S2N/5v0J+CtgB56NI+Kjwnn20hH89rT+zMjJ47xn5rKloMzfYRlzwPaicgA6x0X5\nOZLmOTnSwHv1+DJgFzBTVRc0eH440E1VP3YyDmNEhOtP6M2rV41mR/F+zntmLks3F/o7LGMAWJO3\nF4ABqXF+jqR5jiYNVa1R1UwgHRglIoPqnhOREOAR4Pbm9iMi14pItohk5+fnOxewCXpj+yTz3g1j\niYkIY9LU+czIsSvIjf/l7ighNSEq6C/u85mqFgGzgNPqbY4DBgFfichGYAwwrbHJcFWdqqpZqpqV\nkmJ1Ek3L9Okcy/s3HMOgtARueH0JT89aZxcCGr9ak7eX/ke4f5QBDiYNEUkRkY7e9Wg8ZdRz655X\n1WJVTVbVDFXNAOYDE1Q126mYjKnTKTaS168ezTmZXXnos2+Z8tIidpXYtJppe5XVtazbtY8BqfH+\nDsUnTo40UoFZIrICWIRnTmO6iNwrIhMcfF9jfBIVHspjF2Vy37mDWPD9Hs54/L/M+naXv8My7cy6\nXfuorlX6B0jS8PUmTIdMVVcAwxrZflcT7U9wKhZjmiIiTB7Tg1E9k7jlzaVc8eIirhzbkzvO6E94\naJscvTXtXN0k+MAAmASHNprTMMbt+nWJ44Mbx3L50T14Ye4GLnluAfklFf4Oy7QDuTv2EhkWQkan\nDv4OxSeWNIzxigoP5Z5zBvH4pExWbCvi7Cfn2Gm5xnFr8kro1yWOsAAZ2QZGlMa0oXMy03jv+rGE\nhQoXPTuftxbZ/TmMc3J37A2I6zPqWNIwphEDu8bz0U3HMrpXEr99N4e7PlxJVU2tv8MyQWZXyX52\n76uk/xGBMQkOljSMaVJihwheumIU14zrySvzNnHpPxdQUFrp77BMEMnNKwEImNNtwZKGMQcVGiLc\neeZAHvnpUJZsLmLCU3MOnO1iTEsFUvmQOpY0jPHB+cPT+ffPj6aqppaJf/+Gb9bt9ndIJgisydsb\nMOVD6ljSMMZHmd06Mu2mY0lPjOaKlxbx9XdWB820TO6OkoApH1LHkoYxh6BLfBT/uvZoeqfEcs3L\n2XyxZqe/QzIBqqK6JqDKh9SxpGHMIUrqEMEb14ymf2oc1722mE9X7vB3SCYArd9VGlDlQ+pY0jDm\nMHSMieC1q0czOC2BG99YwofLtvk7JBNgAq18SB1LGsYcpviocF65ajQjMxL5xVvLeGOBXQRofBdo\n5UPqWNIwpgViI8N46YpRnHhkZ37/fg5TZ6/3d0gmQARa+ZA6gRWtMS4UFR7KPyaP4Mwhqdw/I5e/\nff4tqnZTJ9M0VWVNXmCVD6njWGl0Y9qTiLAQnpg0jLjIMJ78ch0hIvzylH7+Dsu4VP6+CvaUBlb5\nkDqWNIxpJaEhwgPnD6ZWlce/WEtCdDhXHtvT32EZF1q9ve5KcEsaxrRrIsL95w2muLyKe6evJiE6\nnIkj0v0dlnGZFVuLEYFBaYGXNGxOw5hWFhYawuOThjG2Tyd+8+4KZq62CwDN/1q+pYjeKbHERYX7\nO5RDZknDGAdEhYfy7KVZDOoaz41vLOHV+ZuoqbXJceOZBF++tYih6R39HcphsaRhjEPqTscdmZHI\n/32wkvOemcvyLUX+Dsv42fZizz00Mrsl+DuUw+JY0hCRKBFZKCLLRWSViNzTSJvbRGS1iKwQkS9E\npIdT8RjjD4kdInjtqtE8PimTvOL9nPvMXP7wQQ4l+6v8HZrxk7o/HIZ2s5FGQxXAeFUdCmQCp4nI\nmAZtlgJZqjoEeAd40MF4jPELEeGczDS+uP14phyTwRsLNnPhP+axrajc36EZP1i+pYiI0JCAPN0W\nHEwa6rHP+zDcu2iDNrNUtcz7cD5gp5mYoBUfFc7dZx/Fy1eOYltROec8NZdldriq3Vm2pYgBXeOJ\nCAvM2QFHoxaRUBFZBuwCZqrqgoM0vwr4pIn9XCsi2SKSnZ9v9zAwgW1c3xTeu/4YoiNCuOjZeczI\nyfN3SKaN1NQqOduKyUwPzPkMcDhpqGqNqmbiGUGMEpFBjbUTkclAFvBQE/uZqqpZqpqVkpLiXMDG\ntJG+XeJ4/4axHNU1nhteX8LL32z0d0imDazP30dZZU3AzmdAG509papFwCzgtIbPicjJwJ3ABFWt\naIt4jHGD5NhI3rhmDKcM7MLd01bxyryN/g7JOKzucOSQAD3dFpw9eypFRDp616OBU4DcBm2GAc/i\nSRi7nIrFGLeKCg/l6Z8N55SBXbjrw1W8Om+jv0MyDlq+pYi4yDB6JQdWOfT6nBxppAKzRGQFsAjP\nnMZ0EblXRCZ42zwExAJvi8gyEZnmYDzGuFJEWAhP/2w4Jw/ozP99uIrX5m/yd0jGIcu3FjGkWwIh\nIeLvUA6bY7WnVHUFMKyR7XfVWz/Zqfc3JpBEhIXw9CXDueG1Jfzhg5VsKSjjpvF9ArLMhGnc/qoa\ncvNKuPa4Xv4OpUUC85wvY4JQZFgoz0wezk+z0nl29vec+PDXvLVos5UfCRKr8/ZSXasBPQkOljSM\ncZXIsFAevGAoH944lh6dYvjtuzmc/eQcVm4r9ndopoUOXAkewJPgYEnDGFca2q0j71x3NE9cPIyC\n0kouenYec9ft9ndYpgWWbymiS3wkRyRE+TuUFrGkYYxLiQgThnblw5vGkp4YwxUvLuLTlXYhYKBa\nvrU44EcZYEnDGNfrEh/FWz8fw6A0z4WAby3a7O+QzCEqLqtiw+7SgJ/PAEsaxgSEjjERvHb1aI7t\nm8Jv383h1n8tZUZOnlXLDRDLt3rmMzKDIGnY7V6NCRAxEWE8f1kW989YwwfLtvHhsu2EhQijeiZx\nTmZXzh2WRmRYqL/DNI1YvKmQEIEhAVxzqo6oBtbpfFlZWZqdne3vMIzxq+qaWpZuKeKLNbuYuXoH\n6/NL6RIfyVXH9uTiUd3t+g6XueT5+RSWVjHj1nF+i0FEFqtqVkv3Y4enjAlAYaEhjMxI4nen9+c/\ntx3Pq1eNondKLPfPyOWYv3xpdaxcpLqmlqWbi8jKSPR3KK3CDk8ZE+BEhHF9UxjXN4XlW4p4+PNv\nuevDVVRW13L1uMC++jgYrMkroayyhqyMJH+H0ipspGFMEBnarSMvThnJmYNTue/jNbw4d4O/Q2r3\nsjcVADDSRhrGGDcKCw3hsUmZVNfWcs9HqwkLDeHSMT38HVa7lb2xkLSO0aQmRPs7lFZhIw1jglB4\naAhPXjyck/p35v8+WMlzs7+nuqbW32G1O6rKoo0FQTOfAZY0jAlaEWEhPDPZU3L9zzPW8JPHZvPp\nyh0E2hmTgWxrYTm7SirI6mFJwxgTACLDQnnusiyevXQEANe9tpjz//4Nc9fttuTRBhZt9MxnBMsk\nONichjFBT0T4yVFHcFL/zry7ZCuPzlzLJc8voHdKBy4Z3YOJI9JJiLbrOpyQvamQuKgw+nWJ83co\nrcZGGsa0E2GhIVw0sjtf/foE/nbhUOKiwrl3+mpG3/8f7nw/h/ySCn+HGHSyNxYwvHsioQF8p76G\nbKRhTDsTFR7KxBHpTByRzsptxbw2fxNvLdrCh8u2c8tJfZhyTE8iwuzvyZYqKqvku537mDC0q79D\naVX2zTCmHRuUlsBfJg7hs18ex6ieSdw/I5dTH/2aL3N3+ju0gLdkcyEQXPMZYEnDGAP0TonlhSkj\neemKkYSGCFe+lM3v38+hvLLG36EFrEUbCwkLkaC4h0Z9jiUNEYkSkYUislxEVonIPY20iRSRt0Rk\nnYgsEJEMp+IxxjTvhCM788mtx/Hz43vxxoLNTHhqDmvy9vo7rICUvbGAQWkJREcEV+VhJ0caFcB4\nVR0KZAKniciYBm2uAgpVtQ/wKPBXB+MxxvggIiyEO04fwKtXjaKovIpznp7L1NnrKSit9HdoAaOi\nuoblW4uD6vqMOo4lDfXY530Y7l0anhh+DvCyd/0d4CQRCZ7TDIwJYOP6pvDJreMY27sT98/IJeu+\nmUyaOo8X524gr7jc3+G52sptxVRW1wbdfAY4PKchIqEisgzYBcxU1QUNmqQBWwBUtRooBjo1sp9r\nRSRbRLLz8/OdDNkYU09ybCQvTBnJ9JuP5cYT+7BnXyX3fLSa4x6cxbNfr6e21i4QbKiiuob7Z+QS\nFR7CqJ6WNA6JqtaoaiaQDowSkUGHuZ+pqpqlqlkpKSmtG6Qx5qBEhEFpCdx+6pHMvO14vrj9eE7q\n34UHPsnl0hcWsHPvfn+H6Bqqyh/eX8niTYU8fOFQkjpE+DukVtcmZ0+pahEwCzitwVPbgG4AIhIG\nJAB72iImY8zh6Z0Sy98nD+cv5w9myaYiTntsNp+v2uHvsFzhhbkbeXvxVm4Z34ezhgTX9Rl1nDx7\nKkVEOnrXo4FTgNwGzaYBl3vXLwC+VCuIY4zriQiTRnVn+i3HkpYYzbWvLua52d/7Oyy/mv1dPn/+\neDU/OaoLvzi5n7/DcYyTI41UYJaIrAAW4ZnTmC4i94rIBG+bfwKdRGQdcBvwOwfjMca0st4psbx7\n/TGcOSSVP89Yw8OffdsuCyHmbC3mpjeW0K9LHI/8NJOQICob0pBjZURUdQUwrJHtd9Vb3w9c6FQM\nxhjnRYaF8sSkYcRHhfHUrDVOkNAAAA3wSURBVHUUl1dxz4SjgvoXZ53SimoemfkdL87dQEpcJM9d\nlkWHyOCuzhTcvTPGtInQEOH+8wYTHx3Os19/z979VTxw/mBiIoL3V8znq3Zw97RV5BXv55LR3fnN\naf3bRbXg4P1EjTFtSkS44/QBJESH8+Cn37JwQwG/P2MAZw1JJZguv1JV/vzxGp6fs4H+R8Tx1M+G\nMyIIL+JritWeMsa0qhtO6MM71x1NYkwEN7+5lIufm0/ujuApRfLkl+t4fs4GLju6Bx/dfGy7Shhg\nScMY44CsjCQ+uvlY7jt3ELk7SjjziTm8t2Srv8NqsVfnbeSRmd8xcXg6fzz7KMJD29+v0PbXY2NM\nmwgNESaP6cGs209gdM8kbn97OW9nb/F3WIftw2XbuGvaKk4e0IW/ThzcLib6G2NJwxjjqMQOEfzz\n8pEc2yeZ37y7gn8t3OzvkA7ZnLW7uf3fyxmVkcRTPxtGWDscYdRpvz03xrSZ6IhQnrssi+P6pvC7\n93J4fcEmf4fks9pa5U/TV9MtKYbnL88iKjy4Sp0fKksaxpg2ERUeyrOXjmB8/87c+f5Knp61LiAu\nBPwydxff7izhlpP6EBcV/KfUNseShjGmzUSFh/L3ycOZMLQrD332Lb97N4eqmlp/h9UkVeWpWetI\nT4zm7CCtJXWo7DoNY0ybigwL5fFJmWR0iuGJL9extaiMZy4Z4coL4+Z9v4dlW4q479xB7Xoeoz77\nXzDGtDkR4bZTj+ThC4eycEMBE//+DRt3l/o7rB95ZtZ6UuIiuWBEur9DcQ1LGsYYv7lgRDqvXDma\n3fsqOOvJOUxbvt3fIR2wbEsRc9bt5ppxPdv95Hd9ljSMMX51dO9OfHzLOI48Io5b3lzKHe/lsL+q\nxt9h8cysdSREh/Oz0T38HYqrWNIwxvhdWsdo/nXtGK4/oTdvLtzMuU/PZc7a3W12dlVNrbK9qPzA\nsnBDAZ+v3smUYzKIDfKqtYfK/jeMMa4QHhrCb0/rz+ieSfzq7RVM/ucCeqV0YPLoHkwcke7YRPnm\nPWVc+2o2uTtK/md7TEQoU47JcOQ9A5kEwnnS9WVlZWl2dra/wzDGOGh/VQ0zcvJ4Zd4mlm0pIjo8\nlCHpCfTpHHtgGdY9scWjgLnrdnPjG0tQhVtP6kuHyB/mLvp2iWN49+ApRigii1U1q6X7sZGGMcZ1\nosJDOX94OucPTydnazH/zt7Cqu3FfLR8O3v3VwMQGRbCSQM6c/aQrpzYv/NBJ6t376tgb3kVyXGR\nxHkTzUvfbOS+j9fQO6UDz12WRY9OHdqkb4HOkoYxxtUGpycwOD0B8Fxst3tfJd/uKGHm6h18nJPH\njJwddIgIZWyfZEb1TGJMr04MSI2noLSST1fmMX1FHgs3FlB3UCUyLISOMeHs3FvBqQO78MhFmTZv\ncQjs8JQxJmBV19SyYEMB01dsZ+66PWwuKAOgQ0Qo5VU11Cr06RzLmYNTyUiOYXdJJfn7KsgvqeCo\nrvFcObZnu6lW6/rDUyLSDXgF6AIoMFVVH2/QJgF4DejujeVhVX3RqZiMMcElLDSEsX2SGdsnGYC8\nYs+ZT9kbC0mMCefMIV3p1yU2qO4c6G+OjTREJBVIVdUlIhIHLAbOVdXV9dr8HkhQ1d+KSArwLXCE\nqlY2tV8baRhjzKFrrZGGY9dpqGqeqi7xrpcAa4C0hs2AOPH8GRALFADVTsVkjDGmZdrk4j4RyQCG\nAQsaPPUUMADYDuQAt6rqj0peisi1IpItItn5+fkOR2uMMaYpjicNEYkF3gV+oaoN7y7/E2AZ0BXI\nBJ4SkfiG+1DVqaqapapZKSkpTodsjDGmCY4mDREJx5MwXlfV9xppcgXwnnqsAzYA/Z2MyRhjzOFz\nLGl45yn+CaxR1UeaaLYZOMnbvgtwJPC9UzEZY4xpGSevaBkLXArkiMgy77bf4zm9FlX9B/An4CUR\nyQEE+K2q7nYwJmOMMS3gWNJQ1Tl4EsHB2mwHTnUqBmOMMa3LSqMbY4zxWcCVERGRfGBTg80JQHEz\n2w72uG697t9koCWHyRqLx9c2h9qX5tZb0peW9KOp5wKxL639/YLA6YuTn8nB4vSljZv64oaflea+\nXz1UteWnn6pqwC94SpQcdNvBHtet1/s3u7Xj8bXNofalufWW9KUl/QimvrT29yuQ+uLkZxJMfXHD\nz0prfb+aW4Ll8NRHPmw72OOPmmjTmvH42uZQ++LL+uFqST+aei4Q+2Lfr4Ovt0Sw9MUNPyut9Zkc\nVMAdnmoLIpKtrVCjxQ2sL+4ULH0Jln6A9cVXwTLSaG1T/R1AK7K+uFOw9CVY+gHWF5/YSMMYY4zP\nbKRhjDHGZ5Y0jDHG+Czok4aIvCAiu0Rk5WG8doSI5IjIOhF5Qurd/ktEbhaRXBFZJSIPtm7UTcbT\n6n0RkT+KyDYRWeZdzmj9yBuNx5HPxfv87SKiIpLcehE3GYsTn8mfRGSF9/P4XES6tn7kjcbjRF8e\n8v6crBCR90WkY+tH3mg8TvTlQu/Pe62IODph3pL4m9jf5SKy1rtcXm/7QX+WGuXUubxuWYDjgOHA\nysN47UJgDJ5yKJ8Ap3u3nwj8B4j0Pu4cwH35I/CrYPhcvM91Az7DcwFociD2A4iv1+YW4B+B+png\nKRMU5l3/K/DXAO7LADxFVb8CstwYvze2jAbbkvAUgk0CEr3riQfr68GWoB9pqOpsPHcEPEBEeovI\npyKyWET+KyI/KsfuvV1tvKrOV8//7ivAud6nrwf+oqoV3vfY5WwvPBzqi1842JdHgd/guSuk45zo\nh/7vfWc6ENh9+VxV6+7GOR9Id7YXHg71ZY2qfuvm+JvwE2CmqhaoaiEwEzjtcH8vBH3SaMJU4GZV\nHQH8CnimkTZpwNZ6j7fyw+1q+wHjRGSBiHwtIiMdjfbgWtoXgJu8hw9eEJFE50JtVov6IiLnANtU\ndbnTgTajxZ+JiPxZRLYAlwB3ORhrc1rj+1XnSjx/zfpLa/bFH3yJvzFpwJZ6j+v6dFh9dbI0uiuJ\n506CxwBv1zt8F3mIuwnDM9QbA4wE/i0ivbzZus20Ul/+jqdEvXr//RueH+421dK+iEgMntL7fq2a\n3EqfCap6J3CniNwB3ATc3WpB+qi1+uLd151ANfB660R3yO/fan3xh4PFLyJXALd6t/UBZohIJbBB\nVc9r7VjaXdLAM7oqUtXM+htFJBRY7H04Dc8v0/pD6XRgm3d9K947DgILRaQWT4Gwtr6BeYv7oqo7\n673uOWC6kwEfREv70hvoCSz3/lClA0tEZJSq7nA49vpa4/tV3+vADPyQNGilvojIFOAs4KS2/sOq\nntb+XNpao/EDqOqLwIsAIvIVMEVVN9Zrsg04od7jdDxzH9s4nL46OZnjlgXIoN6EEvANcKF3XYCh\nTbyu4STRGd7t1wH3etf74Rn6SYD2JbVem18C/wrUz6VBm420wUS4Q59J33ptbgbeCdTPBDgNWA2k\ntFUfnP5+0QYT4YcbP01PhG/AMwme6F1P8qWvjcbV1h+kH744bwJ5QBWeEcJVeP4i/RRY7v1C39XE\na7OAlcB64Cl+uII+AnjN+9wSYHwA9+VVIAdYgecvrdRA7UuDNhtpm7OnnPhM3vVuX4GnCF1aoH4m\nwDo8f1Qt8y5tdSaYE305z7uvCmAn8Jnb4qeRpOHdfqX3s1gHXHEoP0sNFysjYowxxmft9ewpY4wx\nh8GShjHGGJ9Z0jDGGOMzSxrGGGN8ZknDGGOMzyxpmIAnIvva+P2eF5GBrbSvGvFUs10pIh81VwVW\nRDqKyA2t8d7GHA475dYEPBHZp6qxrbi/MP2hyJ6j6scuIi8D36nqnw/SPgOYrqqD2iI+YxqykYYJ\nSiKSIiLvisgi7zLWu32UiMwTkaUi8o2IHOndPkVEponIl8AXInKCiHwlIu+I534Qr9fda8C7Pcu7\nvs9bXHC5iMwXkS7e7b29j3NE5D4fR0Pz+KH4YqyIfCEiS7z7OMfb5i9Ab+/o5CFv2197+7hCRO5p\nxf9GY37EkoYJVo8Dj6rqSGAi8Lx3ey4wTlWH4akee3+91wwHLlDV472PhwG/AAYCvYCxjbxPB2C+\nqg4FZgPX1Hv/x1V1MP9bSbRR3hpIJ+G5Kh9gP3Ceqg7Hc/+Wv3mT1u+A9aqaqaq/FpFTgb7AKCAT\nGCEixzX3fsYcrvZYsNC0DycDA+tVBI33VgpNAF4Wkb54KvuG13vNTFWtfw+Dhaq6FUBEluGpBTSn\nwftU8kORx8XAKd71o/nh3gRvAA83EWe0d99pwBo89zoATy2g+70JoNb7fJdGXn+qd1nqfRyLJ4nM\nbuL9jGkRSxomWIUAY1R1f/2NIvIUMEtVz/POD3xV7+nSBvuoqLdeQ+M/L1X6w8RgU20OplxVM72l\n3T8DbgSewHMfjRRghKpWichGIKqR1wvwgKo+e4jva8xhscNTJlh9jqdCLAAiUldSOoEfyj9PcfD9\n5+M5LAYwqbnGqlqG59aut4tIGJ44d3kTxolAD2/TEiCu3ks/A670jqIQkTQR6dxKfTDmRyxpmGAQ\nIyJb6y234fkFnOWdHF6Np5w9wIPAAyKyFGdH2r8AbhORFXhujFPc3AtUdSmeyrYX47mPRpaI5ACX\n4ZmLQVX3AHO9p+g+pKqf4zn8Nc/b9h3+N6kY06rslFtjHOA93FSuqioik4CLVfWc5l5njNvZnIYx\nzhgBPOU946kIP9xC1xgn2EjDGGOMz2xOwxhjjM8saRhjjPGZJQ1jjDE+s6RhjDHGZ5Y0jDHG+Oz/\nAZhSniB04XB2AAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ARv-yYsO6xmF",
        "colab_type": "code",
        "outputId": "94ac5a1b-7d0e-4fcf-e458-c501be3d2e24",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 111
        }
      },
      "source": [
        "learn.fit_one_cycle(2, slice(1e-4, 4e-3))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: left;\">\n",
              "      <th>epoch</th>\n",
              "      <th>train_loss</th>\n",
              "      <th>valid_loss</th>\n",
              "      <th>accuracy</th>\n",
              "      <th>time</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <td>0</td>\n",
              "      <td>1.405800</td>\n",
              "      <td>0.710532</td>\n",
              "      <td>0.741198</td>\n",
              "      <td>00:37</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1</td>\n",
              "      <td>0.607299</td>\n",
              "      <td>0.471753</td>\n",
              "      <td>0.829217</td>\n",
              "      <td>00:08</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6ZLqcEjl6zgC",
        "colab_type": "code",
        "outputId": "e500a8b0-f546-4317-94d0-dd4ede1a01d9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 396
        }
      },
      "source": [
        "interp = ClassificationInterpretation.from_learner(learn)\n",
        "interp.plot_confusion_matrix()\n",
        "interp.most_confused()[:5]"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              ""
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[('f0004', 'm0005', 36),\n",
              " ('f0004', 'f0005', 33),\n",
              " ('f0001', 'f0004', 29),\n",
              " ('f0001', 'm0005', 27),\n",
              " ('m0004', 'm0003', 21)]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAARYAAAEmCAYAAACnN7/iAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n4vwXJgwzn88IOQ0AAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hEa-ATo56zym",
        "colab_type": "code",
        "outputId": "7e4bc03c-62b4-4523-de5b-ae0af586d667",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 85
        }
      },
      "source": [
        "preds = audio_predict(learn, AudioItem(path=data_folder.ls()[500])); preds"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(Category f0002,\n",
              " tensor(1),\n",
              " tensor([9.4534e-05, 9.5850e-01, 7.3491e-03, 9.1389e-04, 3.2946e-02, 1.2781e-06,\n",
              "         5.2155e-07, 8.0248e-05, 1.0010e-04, 1.1170e-05]))"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1qdSKkpT-nIb",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}