augmented_preprocessing.ipynb

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  "metadata": {
    "anaconda-cloud": {},
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "colab": {
      "name": "augmented-preprocessing.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "toc_visible": true
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "i7x6wKsIGKLK",
        "colab_type": "text"
      },
      "source": [
        "**Reproduction of:**\n",
        "\n",
        "**Deep Convolutional Neural Networks and Data Augmentation for Environmental  Sound Classification** \n",
        "\n",
        "Justin Salamon and Juan Pablo Bello\n",
        "\n",
        "Some code taken from https://github.com/jaron/deep-listening/blob/master/4-us8k-cnn-salamon.ipynb"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_4ClKQ--Rcj0",
        "colab_type": "code",
        "outputId": "3b98ee16-66ca-41c1-c649-6c844621de27",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 119
        }
      },
      "source": [
        "# download jams\n",
        "!git clone https://github.com/justinsalamon/UrbanSound8K-JAMS/ \n",
        "# rename folders\n",
        "!mv UrbanSound8K-JAMS UrbanSound8K\n",
        "!cd UrbanSound8K && mv data audio"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Cloning into 'UrbanSound8K-JAMS'...\n",
            "remote: Enumerating objects: 183525, done.\u001b[K\n",
            "remote: Total 183525 (delta 0), reused 0 (delta 0), pack-reused 183525\u001b[K\n",
            "Receiving objects: 100% (183525/183525), 78.29 MiB | 31.91 MiB/s, done.\n",
            "Resolving deltas: 100% (182920/182920), done.\n",
            "Checking out files: 100% (183378/183378), done.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1xSScoEqRTWC",
        "colab_type": "code",
        "outputId": "7d4a266a-bcf0-4c1e-ebd5-824bb52d1c67",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "!wget -O UrbanSound8K.tar.gz https://goo.gl/8hY5ER\n",
        "!tar -xvf UrbanSound8K.tar.gz\n",
        "!rm UrbanSound8K.tar.gz"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
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            "UrbanSound8K/FREESOUNDCREDITS.txt\n",
            "UrbanSound8K/metadata/\n",
            "UrbanSound8K/metadata/.DS_Store\n",
            "UrbanSound8K/metadata/UrbanSound8K.csv\n",
            "UrbanSound8K/UrbanSound8K_README.txt\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "veOi_wKVRWtV",
        "colab_type": "code",
        "outputId": "6c5796ea-a6dd-4cb5-907c-7b81b9897826",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 503
        }
      },
      "source": [
        "# get latest librosa version for audio preprocessing\n",
        "!pip install --upgrade librosa"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting librosa\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/77/b5/1817862d64a7c231afd15419d8418ae1f000742cac275e85c74b219cbccb/librosa-0.7.2.tar.gz (1.6MB)\n",
            "\u001b[K     |████████████████████████████████| 1.6MB 2.8MB/s \n",
            "\u001b[?25hRequirement already satisfied, skipping upgrade: audioread>=2.0.0 in /usr/local/lib/python3.6/dist-packages (from librosa) (2.1.8)\n",
            "Requirement already satisfied, skipping upgrade: numpy>=1.15.0 in /usr/local/lib/python3.6/dist-packages (from librosa) (1.18.5)\n",
            "Requirement already satisfied, skipping upgrade: scipy>=1.0.0 in /usr/local/lib/python3.6/dist-packages (from librosa) (1.4.1)\n",
            "Requirement already satisfied, skipping upgrade: scikit-learn!=0.19.0,>=0.14.0 in /usr/local/lib/python3.6/dist-packages (from librosa) (0.22.2.post1)\n",
            "Requirement already satisfied, skipping upgrade: joblib>=0.12 in /usr/local/lib/python3.6/dist-packages (from librosa) (0.15.1)\n",
            "Requirement already satisfied, skipping upgrade: decorator>=3.0.0 in /usr/local/lib/python3.6/dist-packages (from librosa) (4.4.2)\n",
            "Requirement already satisfied, skipping upgrade: six>=1.3 in /usr/local/lib/python3.6/dist-packages (from librosa) (1.12.0)\n",
            "Requirement already satisfied, skipping upgrade: resampy>=0.2.2 in /usr/local/lib/python3.6/dist-packages (from librosa) (0.2.2)\n",
            "Requirement already satisfied, skipping upgrade: numba>=0.43.0 in /usr/local/lib/python3.6/dist-packages (from librosa) (0.48.0)\n",
            "Collecting soundfile>=0.9.0\n",
            "  Downloading https://files.pythonhosted.org/packages/eb/f2/3cbbbf3b96fb9fa91582c438b574cff3f45b29c772f94c400e2c99ef5db9/SoundFile-0.10.3.post1-py2.py3-none-any.whl\n",
            "Requirement already satisfied, skipping upgrade: llvmlite<0.32.0,>=0.31.0dev0 in /usr/local/lib/python3.6/dist-packages (from numba>=0.43.0->librosa) (0.31.0)\n",
            "Requirement already satisfied, skipping upgrade: setuptools in /usr/local/lib/python3.6/dist-packages (from numba>=0.43.0->librosa) (47.1.1)\n",
            "Requirement already satisfied, skipping upgrade: cffi>=1.0 in /usr/local/lib/python3.6/dist-packages (from soundfile>=0.9.0->librosa) (1.14.0)\n",
            "Requirement already satisfied, skipping upgrade: pycparser in /usr/local/lib/python3.6/dist-packages (from cffi>=1.0->soundfile>=0.9.0->librosa) (2.20)\n",
            "Building wheels for collected packages: librosa\n",
            "  Building wheel for librosa (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for librosa: filename=librosa-0.7.2-cp36-none-any.whl size=1612885 sha256=2c6fe7f60021216fdf9026885b57fcb73c2a5b7e8d339b73014332359424e4d8\n",
            "  Stored in directory: /root/.cache/pip/wheels/4c/6e/d7/bb93911540d2d1e44d690a1561871e5b6af82b69e80938abef\n",
            "Successfully built librosa\n",
            "Installing collected packages: soundfile, librosa\n",
            "  Found existing installation: librosa 0.6.3\n",
            "    Uninstalling librosa-0.6.3:\n",
            "      Successfully uninstalled librosa-0.6.3\n",
            "Successfully installed librosa-0.7.2 soundfile-0.10.3.post1\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "09NvgO20Rfun",
        "colab_type": "code",
        "outputId": "8306a313-b6dc-40ce-e717-f0a350da586c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "# Install muda for audio augmentation\n",
        "# custom muda version compatible with old jams background_noise transformers\n",
        "!apt-get install -y rubberband-cli\n",
        "!pip uninstall muda -y\n",
        "!pip install git+https://github.com/grudloff/muda"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Reading package lists... Done\n",
            "Building dependency tree       \n",
            "Reading state information... Done\n",
            "The following NEW packages will be installed:\n",
            "  rubberband-cli\n",
            "0 upgraded, 1 newly installed, 0 to remove and 32 not upgraded.\n",
            "Need to get 81.5 kB of archives.\n",
            "After this operation, 237 kB of additional disk space will be used.\n",
            "Get:1 http://archive.ubuntu.com/ubuntu bionic/universe amd64 rubberband-cli amd64 1.8.1-7ubuntu2 [81.5 kB]\n",
            "Fetched 81.5 kB in 0s (213 kB/s)\n",
            "Selecting previously unselected package rubberband-cli.\n",
            "(Reading database ... 144467 files and directories currently installed.)\n",
            "Preparing to unpack .../rubberband-cli_1.8.1-7ubuntu2_amd64.deb ...\n",
            "Unpacking rubberband-cli (1.8.1-7ubuntu2) ...\n",
            "Setting up rubberband-cli (1.8.1-7ubuntu2) ...\n",
            "Processing triggers for man-db (2.8.3-2ubuntu0.1) ...\n",
            "\u001b[33mWARNING: Skipping muda as it is not installed.\u001b[0m\n",
            "Collecting git+https://github.com/grudloff/muda\n",
            "  Cloning https://github.com/grudloff/muda to /tmp/pip-req-build-e81510o0\n",
            "  Running command git clone -q https://github.com/grudloff/muda /tmp/pip-req-build-e81510o0\n",
            "Requirement already satisfied: librosa>=0.4 in /usr/local/lib/python3.6/dist-packages (from muda==0.4.1) (0.7.2)\n",
            "Collecting pyrubberband>=0.1\n",
            "  Downloading https://files.pythonhosted.org/packages/66/03/079d3adead19dc0af62a02c7850318055aa2dec9453c92886219b642b904/pyrubberband-0.3.0.tar.gz\n",
            "Requirement already satisfied: pandas in /usr/local/lib/python3.6/dist-packages (from muda==0.4.1) (1.0.4)\n",
            "Collecting jams>=0.3.0\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/cc/1a/761a500a9512937931e325b8950195f17e5ba991c92d38d2079a2d8c5590/jams-0.3.4.tar.gz (51kB)\n",
            "\u001b[K     |████████████████████████████████| 61kB 1.9MB/s \n",
            "\u001b[?25hCollecting pysoundfile>=0.8\n",
            "  Downloading https://files.pythonhosted.org/packages/2a/b3/0b871e5fd31b9a8e54b4ee359384e705a1ca1e2870706d2f081dc7cc1693/PySoundFile-0.9.0.post1-py2.py3-none-any.whl\n",
            "Requirement already satisfied: six in /usr/local/lib/python3.6/dist-packages (from muda==0.4.1) (1.12.0)\n",
            "Collecting jsonpickle\n",
            "  Downloading https://files.pythonhosted.org/packages/af/ca/4fee219cc4113a5635e348ad951cf8a2e47fed2e3342312493f5b73d0007/jsonpickle-1.4.1-py2.py3-none-any.whl\n",
            "Requirement already satisfied: numba>=0.43.0 in /usr/local/lib/python3.6/dist-packages (from librosa>=0.4->muda==0.4.1) (0.48.0)\n",
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            "Requirement already satisfied: scipy>=1.0.0 in /usr/local/lib/python3.6/dist-packages (from librosa>=0.4->muda==0.4.1) (1.4.1)\n",
            "Requirement already satisfied: soundfile>=0.9.0 in /usr/local/lib/python3.6/dist-packages (from librosa>=0.4->muda==0.4.1) (0.10.3.post1)\n",
            "Requirement already satisfied: decorator>=3.0.0 in /usr/local/lib/python3.6/dist-packages (from librosa>=0.4->muda==0.4.1) (4.4.2)\n",
            "Requirement already satisfied: joblib>=0.12 in /usr/local/lib/python3.6/dist-packages (from librosa>=0.4->muda==0.4.1) (0.15.1)\n",
            "Requirement already satisfied: scikit-learn!=0.19.0,>=0.14.0 in /usr/local/lib/python3.6/dist-packages (from librosa>=0.4->muda==0.4.1) (0.22.2.post1)\n",
            "Requirement already satisfied: audioread>=2.0.0 in /usr/local/lib/python3.6/dist-packages (from librosa>=0.4->muda==0.4.1) (2.1.8)\n",
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            "Requirement already satisfied: pytz>=2017.2 in /usr/local/lib/python3.6/dist-packages (from pandas->muda==0.4.1) (2018.9)\n",
            "Requirement already satisfied: sortedcontainers>=2.0.0 in /usr/local/lib/python3.6/dist-packages (from jams>=0.3.0->muda==0.4.1) (2.1.0)\n",
            "Collecting jsonschema>=3.0.0\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/c5/8f/51e89ce52a085483359217bc72cdbf6e75ee595d5b1d4b5ade40c7e018b8/jsonschema-3.2.0-py2.py3-none-any.whl (56kB)\n",
            "\u001b[K     |████████████████████████████████| 61kB 6.5MB/s \n",
            "\u001b[?25hCollecting mir_eval>=0.5\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/0a/fe/be4f7a59ed71938e21e89f23afe93eea0d39eb3e77f83754a12028cf1a68/mir_eval-0.6.tar.gz (87kB)\n",
            "\u001b[K     |████████████████████████████████| 92kB 8.0MB/s \n",
            "\u001b[?25hRequirement already satisfied: cffi>=0.6 in /usr/local/lib/python3.6/dist-packages (from pysoundfile>=0.8->muda==0.4.1) (1.14.0)\n",
            "Requirement already satisfied: importlib-metadata in /usr/local/lib/python3.6/dist-packages (from jsonpickle->muda==0.4.1) (1.6.0)\n",
            "Requirement already satisfied: llvmlite<0.32.0,>=0.31.0dev0 in /usr/local/lib/python3.6/dist-packages (from numba>=0.43.0->librosa>=0.4->muda==0.4.1) (0.31.0)\n",
            "Requirement already satisfied: setuptools in /usr/local/lib/python3.6/dist-packages (from numba>=0.43.0->librosa>=0.4->muda==0.4.1) (47.1.1)\n",
            "Requirement already satisfied: pyrsistent>=0.14.0 in /usr/local/lib/python3.6/dist-packages (from jsonschema>=3.0.0->jams>=0.3.0->muda==0.4.1) (0.16.0)\n",
            "Requirement already satisfied: attrs>=17.4.0 in /usr/local/lib/python3.6/dist-packages (from jsonschema>=3.0.0->jams>=0.3.0->muda==0.4.1) (19.3.0)\n",
            "Requirement already satisfied: future in /usr/local/lib/python3.6/dist-packages (from mir_eval>=0.5->jams>=0.3.0->muda==0.4.1) (0.16.0)\n",
            "Requirement already satisfied: pycparser in /usr/local/lib/python3.6/dist-packages (from cffi>=0.6->pysoundfile>=0.8->muda==0.4.1) (2.20)\n",
            "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.6/dist-packages (from importlib-metadata->jsonpickle->muda==0.4.1) (3.1.0)\n",
            "Building wheels for collected packages: muda, pyrubberband, jams, mir-eval\n",
            "  Building wheel for muda (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for muda: filename=muda-0.4.1-cp36-none-any.whl size=20641 sha256=ec45855104b28a4962df8cc40e0169aea3bb8aaa15d3c79aacb68b4e850114f3\n",
            "  Stored in directory: /tmp/pip-ephem-wheel-cache-ggsiwuk5/wheels/82/43/9a/42d5042da412c94455f408ab13ecf85d7ed458ff684508bfc0\n",
            "  Building wheel for pyrubberband (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for pyrubberband: filename=pyrubberband-0.3.0-cp36-none-any.whl size=4283 sha256=eb190acdd1d37b9b265b8f6254c5620b34af6516b0c510d50f1883b4c55f8241\n",
            "  Stored in directory: /root/.cache/pip/wheels/aa/b3/2e/e1f66716b0d9b1e18136227ee204682100d837e72c5ea57b1d\n",
            "  Building wheel for jams (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for jams: filename=jams-0.3.4-cp36-none-any.whl size=64926 sha256=2054be45763ea680c2e4a2c5e5b67a165540bd1befafc51c58170a00c998c2ba\n",
            "  Stored in directory: /root/.cache/pip/wheels/2b/b8/c7/092096a3af0eb864cca4e79a44bc883dee5b9767da2c6f8ab3\n",
            "  Building wheel for mir-eval (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for mir-eval: filename=mir_eval-0.6-cp36-none-any.whl size=96515 sha256=eee89ad8b9c59144b2011be180060536998f83eac539b4a7767f7e60f8a2c5a5\n",
            "  Stored in directory: /root/.cache/pip/wheels/49/ce/30/730fa72addf275e49d90683b01b3613048b4be3bf7ff8eb6ec\n",
            "Successfully built muda pyrubberband jams mir-eval\n",
            "Installing collected packages: pysoundfile, pyrubberband, jsonschema, mir-eval, jams, jsonpickle, muda\n",
            "  Found existing installation: jsonschema 2.6.0\n",
            "    Uninstalling jsonschema-2.6.0:\n",
            "      Successfully uninstalled jsonschema-2.6.0\n",
            "Successfully installed jams-0.3.4 jsonpickle-1.4.1 jsonschema-3.2.0 mir-eval-0.6 muda-0.4.1 pyrubberband-0.3.0 pysoundfile-0.9.0.post1\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YjOAr_FdRkel",
        "colab_type": "code",
        "outputId": "e3ba3e47-bfa8-477e-a35b-e318af4afd8f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 367
        }
      },
      "source": [
        "# Modify path to background noise in jams files\n",
        "!apt-get install rpl\n",
        "!cd UrbanSound8K/audio/ && rpl -R /Users/justin/datasets/UrbanSound8K/deepsonyc/background_noise/converted/ UrbanSound8K/background_noise/ ."
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Reading package lists... Done\n",
            "Building dependency tree       \n",
            "Reading state information... Done\n",
            "The following NEW packages will be installed:\n",
            "  rpl\n",
            "0 upgraded, 1 newly installed, 0 to remove and 32 not upgraded.\n",
            "Need to get 8,510 B of archives.\n",
            "After this operation, 34.8 kB of additional disk space will be used.\n",
            "Get:1 http://archive.ubuntu.com/ubuntu bionic/universe amd64 rpl all 1.5.7-1 [8,510 B]\n",
            "Fetched 8,510 B in 0s (47.5 kB/s)\n",
            "Selecting previously unselected package rpl.\n",
            "(Reading database ... 144472 files and directories currently installed.)\n",
            "Preparing to unpack .../archives/rpl_1.5.7-1_all.deb ...\n",
            "Unpacking rpl (1.5.7-1) ...\n",
            "Setting up rpl (1.5.7-1) ...\n",
            "Processing triggers for man-db (2.8.3-2ubuntu0.1) ...\n",
            "Replacing \"/Users/justin/datasets/UrbanSound8K/deepsonyc/background_noise/converted/\" with \"UrbanSound8K/background_noise/\" (case sensitive) (partial words matched)\n",
            ".......................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................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            "A Total of 174640 matches replaced in 192104 files searched.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ocCk7DPMRmix",
        "colab_type": "code",
        "outputId": "49a4ceb2-0124-49cf-bd1d-55a575c54dc8",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "!sudo apt-get install sox"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Reading package lists... Done\n",
            "Building dependency tree       \n",
            "Reading state information... Done\n",
            "The following additional packages will be installed:\n",
            "  libmagic-mgc libmagic1 libopencore-amrnb0 libopencore-amrwb0 libsox-fmt-alsa\n",
            "  libsox-fmt-base libsox3\n",
            "Suggested packages:\n",
            "  file libsox-fmt-all\n",
            "The following NEW packages will be installed:\n",
            "  libmagic-mgc libmagic1 libopencore-amrnb0 libopencore-amrwb0 libsox-fmt-alsa\n",
            "  libsox-fmt-base libsox3 sox\n",
            "0 upgraded, 8 newly installed, 0 to remove and 32 not upgraded.\n",
            "Need to get 760 kB of archives.\n",
            "After this operation, 6,717 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 1:5.32-2ubuntu0.4 [184 kB]\n",
            "Get:4 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libmagic1 amd64 1:5.32-2ubuntu0.4 [68.6 kB]\n",
            "Get:5 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 libsox3 amd64 14.4.2-3ubuntu0.18.04.1 [226 kB]\n",
            "Get:6 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:7 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:8 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 sox amd64 14.4.2-3ubuntu0.18.04.1 [101 kB]\n",
            "Fetched 760 kB in 1s (939 kB/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 8.)\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 ... 144481 files and directories currently installed.)\n",
            "Preparing to unpack .../0-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 .../1-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 .../2-libmagic-mgc_1%3a5.32-2ubuntu0.4_amd64.deb ...\n",
            "Unpacking libmagic-mgc (1:5.32-2ubuntu0.4) ...\n",
            "Selecting previously unselected package libmagic1:amd64.\n",
            "Preparing to unpack .../3-libmagic1_1%3a5.32-2ubuntu0.4_amd64.deb ...\n",
            "Unpacking libmagic1:amd64 (1:5.32-2ubuntu0.4) ...\n",
            "Selecting previously unselected package libsox3:amd64.\n",
            "Preparing to unpack .../4-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 .../5-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-base:amd64.\n",
            "Preparing to unpack .../6-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 sox.\n",
            "Preparing to unpack .../7-sox_14.4.2-3ubuntu0.18.04.1_amd64.deb ...\n",
            "Unpacking sox (14.4.2-3ubuntu0.18.04.1) ...\n",
            "Setting up libmagic-mgc (1:5.32-2ubuntu0.4) ...\n",
            "Setting up libmagic1:amd64 (1:5.32-2ubuntu0.4) ...\n",
            "Setting up libopencore-amrnb0:amd64 (0.1.3-2.1) ...\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-base:amd64 (14.4.2-3ubuntu0.18.04.1) ...\n",
            "Setting up libsox-fmt-alsa:amd64 (14.4.2-3ubuntu0.18.04.1) ...\n",
            "Setting up sox (14.4.2-3ubuntu0.18.04.1) ...\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",
            "Processing triggers for mime-support (3.60ubuntu1) ...\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2v1UASrZRn8W",
        "colab_type": "code",
        "outputId": "b82177e1-148d-4803-d3aa-82c053a414b9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 121
        }
      },
      "source": [
        "# Download repository\n",
        "!git clone https://github.com/grudloff/Salomon2017Replication.git\n",
        "!mv Salomon2017Replication/*.py .\n",
        "!rm Salomon2017Replication -r"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Cloning into 'Salomon2017Replication'...\n",
            "remote: Enumerating objects: 59, done.\u001b[K\n",
            "remote: Counting objects:   1% (1/59)\u001b[K\rremote: Counting objects:   3% (2/59)\u001b[K\rremote: Counting objects:   5% (3/59)\u001b[K\rremote: Counting objects:   6% (4/59)\u001b[K\rremote: Counting objects:   8% (5/59)\u001b[K\rremote: Counting objects:  10% (6/59)\u001b[K\rremote: Counting objects:  11% (7/59)\u001b[K\rremote: Counting objects:  13% (8/59)\u001b[K\rremote: Counting objects:  15% (9/59)\u001b[K\rremote: Counting objects:  16% (10/59)\u001b[K\rremote: Counting objects:  18% (11/59)\u001b[K\rremote: Counting objects:  20% (12/59)\u001b[K\rremote: Counting objects:  22% (13/59)\u001b[K\rremote: Counting objects:  23% (14/59)\u001b[K\rremote: Counting objects:  25% (15/59)\u001b[K\rremote: Counting objects:  27% (16/59)\u001b[K\rremote: Counting objects:  28% (17/59)\u001b[K\rremote: Counting objects:  30% (18/59)\u001b[K\rremote: Counting objects:  32% (19/59)\u001b[K\rremote: Counting objects:  33% (20/59)\u001b[K\rremote: Counting objects:  35% (21/59)\u001b[K\rremote: Counting objects:  37% (22/59)\u001b[K\rremote: Counting objects:  38% (23/59)\u001b[K\rremote: Counting objects:  40% (24/59)\u001b[K\rremote: Counting objects:  42% (25/59)\u001b[K\rremote: Counting objects:  44% (26/59)\u001b[K\rremote: Counting objects:  45% (27/59)\u001b[K\rremote: Counting objects:  47% (28/59)\u001b[K\rremote: Counting objects:  49% (29/59)\u001b[K\rremote: Counting objects:  50% (30/59)\u001b[K\rremote: Counting objects:  52% (31/59)\u001b[K\rremote: Counting objects:  54% (32/59)\u001b[K\rremote: Counting objects:  55% (33/59)\u001b[K\rremote: Counting objects:  57% (34/59)\u001b[K\rremote: Counting objects:  59% (35/59)\u001b[K\rremote: Counting objects:  61% (36/59)\u001b[K\rremote: Counting objects:  62% (37/59)\u001b[K\rremote: Counting objects:  64% (38/59)\u001b[K\rremote: Counting objects:  66% (39/59)\u001b[K\rremote: Counting objects:  67% (40/59)\u001b[K\rremote: Counting objects:  69% (41/59)\u001b[K\rremote: Counting objects:  71% (42/59)\u001b[K\rremote: Counting objects:  72% (43/59)\u001b[K\rremote: Counting objects:  74% (44/59)\u001b[K\rremote: Counting objects:  76% (45/59)\u001b[K\rremote: Counting objects:  77% (46/59)\u001b[K\rremote: Counting objects:  79% (47/59)\u001b[K\rremote: Counting objects:  81% (48/59)\u001b[K\rremote: Counting objects:  83% (49/59)\u001b[K\rremote: Counting objects:  84% (50/59)\u001b[K\rremote: Counting objects:  86% (51/59)\u001b[K\rremote: Counting objects:  88% (52/59)\u001b[K\rremote: Counting objects:  89% (53/59)\u001b[K\rremote: Counting objects:  91% (54/59)\u001b[K\rremote: Counting objects:  93% (55/59)\u001b[K\rremote: Counting objects:  94% (56/59)\u001b[K\rremote: Counting objects:  96% (57/59)\u001b[K\rremote: Counting objects:  98% (58/59)\u001b[K\rremote: Counting objects: 100% (59/59)\u001b[K\rremote: Counting objects: 100% (59/59), done.\u001b[K\n",
            "remote: Compressing objects:   1% (1/58)\u001b[K\rremote: Compressing objects:   3% (2/58)\u001b[K\rremote: Compressing objects:   5% (3/58)\u001b[K\rremote: Compressing objects:   6% (4/58)\u001b[K\rremote: Compressing objects:   8% (5/58)\u001b[K\rremote: Compressing objects:  10% (6/58)\u001b[K\rremote: Compressing objects:  12% (7/58)\u001b[K\rremote: Compressing objects:  13% (8/58)\u001b[K\rremote: Compressing objects:  15% (9/58)\u001b[K\rremote: Compressing objects:  17% (10/58)\u001b[K\rremote: Compressing objects:  18% (11/58)\u001b[K\rremote: Compressing objects:  20% (12/58)\u001b[K\rremote: Compressing objects:  22% (13/58)\u001b[K\rremote: Compressing objects:  24% (14/58)\u001b[K\rremote: Compressing objects:  25% (15/58)\u001b[K\rremote: Compressing objects:  27% (16/58)\u001b[K\rremote: Compressing objects:  29% (17/58)\u001b[K\rremote: Compressing objects:  31% (18/58)\u001b[K\rremote: Compressing objects:  32% (19/58)\u001b[K\rremote: Compressing objects:  34% (20/58)\u001b[K\rremote: Compressing objects:  36% (21/58)\u001b[K\rremote: Compressing objects:  37% (22/58)\u001b[K\rremote: Compressing objects:  39% (23/58)\u001b[K\rremote: Compressing objects:  41% (24/58)\u001b[K\rremote: Compressing objects:  43% (25/58)\u001b[K\rremote: Compressing objects:  44% (26/58)\u001b[K\rremote: Compressing objects:  46% (27/58)\u001b[K\rremote: Compressing objects:  48% (28/58)\u001b[K\rremote: Compressing objects:  50% (29/58)\u001b[K\rremote: Compressing objects:  51% (30/58)\u001b[K\rremote: Compressing objects:  53% (31/58)\u001b[K\rremote: Compressing objects:  55% (32/58)\u001b[K\rremote: Compressing objects:  56% (33/58)\u001b[K\rremote: Compressing objects:  58% (34/58)\u001b[K\rremote: Compressing objects:  60% (35/58)\u001b[K\rremote: Compressing objects:  62% (36/58)\u001b[K\rremote: Compressing objects:  63% (37/58)\u001b[K\rremote: Compressing objects:  65% (38/58)\u001b[K\rremote: Compressing objects:  67% (39/58)\u001b[K\rremote: Compressing objects:  68% (40/58)\u001b[K\rremote: Compressing objects:  70% (41/58)\u001b[K\rremote: Compressing objects:  72% (42/58)\u001b[K\rremote: Compressing objects:  74% (43/58)\u001b[K\rremote: Compressing objects:  75% (44/58)\u001b[K\rremote: Compressing objects:  77% (45/58)\u001b[K\rremote: Compressing objects:  79% (46/58)\u001b[K\rremote: Compressing objects:  81% (47/58)\u001b[K\rremote: Compressing objects:  82% (48/58)\u001b[K\rremote: Compressing objects:  84% (49/58)\u001b[K\rremote: Compressing objects:  86% (50/58)\u001b[K\rremote: Compressing objects:  87% (51/58)\u001b[K\rremote: Compressing objects:  89% (52/58)\u001b[K\rremote: Compressing objects:  91% (53/58)\u001b[K\rremote: Compressing objects:  93% (54/58)\u001b[K\rremote: Compressing objects:  94% (55/58)\u001b[K\rremote: Compressing objects:  96% (56/58)\u001b[K\rremote: Compressing objects:  98% (57/58)\u001b[K\rremote: Compressing objects: 100% (58/58)\u001b[K\rremote: Compressing objects: 100% (58/58), done.\u001b[K\n",
            "remote: Total 59 (delta 30), reused 0 (delta 0), pack-reused 0\u001b[K\n",
            "Unpacking objects:   1% (1/59)   \rUnpacking objects:   3% (2/59)   \rUnpacking objects:   5% (3/59)   \rUnpacking objects:   6% (4/59)   \rUnpacking objects:   8% (5/59)   \rUnpacking objects:  10% (6/59)   \rUnpacking objects:  11% (7/59)   \rUnpacking objects:  13% (8/59)   \rUnpacking objects:  15% (9/59)   \rUnpacking objects:  16% (10/59)   \rUnpacking objects:  18% (11/59)   \rUnpacking objects:  20% (12/59)   \rUnpacking objects:  22% (13/59)   \rUnpacking objects:  23% (14/59)   \rUnpacking objects:  25% (15/59)   \rUnpacking objects:  27% (16/59)   \rUnpacking objects:  28% (17/59)   \rUnpacking objects:  30% (18/59)   \rUnpacking objects:  32% (19/59)   \rUnpacking objects:  33% (20/59)   \rUnpacking objects:  35% (21/59)   \rUnpacking objects:  37% (22/59)   \rUnpacking objects:  38% (23/59)   \rUnpacking objects:  40% (24/59)   \rUnpacking objects:  42% (25/59)   \rUnpacking objects:  44% (26/59)   \rUnpacking objects:  45% (27/59)   \rUnpacking objects:  47% (28/59)   \rUnpacking objects:  49% (29/59)   \rUnpacking objects:  50% (30/59)   \rUnpacking objects:  52% (31/59)   \rUnpacking objects:  54% (32/59)   \rUnpacking objects:  55% (33/59)   \rUnpacking objects:  57% (34/59)   \rUnpacking objects:  59% (35/59)   \rUnpacking objects:  61% (36/59)   \rUnpacking objects:  62% (37/59)   \rUnpacking objects:  64% (38/59)   \rUnpacking objects:  66% (39/59)   \rUnpacking objects:  67% (40/59)   \rUnpacking objects:  69% (41/59)   \rUnpacking objects:  71% (42/59)   \rUnpacking objects:  72% (43/59)   \rUnpacking objects:  74% (44/59)   \rUnpacking objects:  76% (45/59)   \rUnpacking objects:  77% (46/59)   \rUnpacking objects:  79% (47/59)   \rUnpacking objects:  81% (48/59)   \rUnpacking objects:  83% (49/59)   \rUnpacking objects:  84% (50/59)   \rUnpacking objects:  86% (51/59)   \rUnpacking objects:  88% (52/59)   \rUnpacking objects:  89% (53/59)   \rUnpacking objects:  91% (54/59)   \rUnpacking objects:  93% (55/59)   \rUnpacking objects:  94% (56/59)   \rUnpacking objects:  96% (57/59)   \rUnpacking objects:  98% (58/59)   \rUnpacking objects: 100% (59/59)   \rUnpacking objects: 100% (59/59), done.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QS2LHTTZSoq8",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from preprocessing_augmented import save_folds_augmented\n",
        "from preprocessing import save_folds"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wGKP96udTq38",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "data_dir = \"UrbanSound8K/audio\" # Where you have saved the UrbanSound8K data set\"       \n",
        "save_dir = \"CNN-Sound/data/us8k\"\n",
        "save_folds(data_dir, save_dir)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zfsYQdRHTDh3",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "data_dir = \"UrbanSound8K/audio\" # Where you have saved the UrbanSound8K data set\"       \n",
        "save_dir = \"CNN-Sound/data/us8k-augmented\"\n",
        "save_folds_augmented(data_dir, save_dir)"
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}