Audio_cleaning.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Audio_cleaning.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "07a22HsPh1yi"
      },
      "source": [
        "<img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\">"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "kiNiTbaRTiv6"
      },
      "source": [
        "# **Cleaning the audio**\n",
        "#### Data preprocess representation for a single audio file\n",
        "\n",
        "___\n",
        "\n",
        "## **Seminar/Case Studies**\n",
        "Developed by **ManiDeepak P**\n",
        "\n",
        "Instructor: **Kiran Khatter**\n",
        "\n",
        "Computer Science & Engineering Dept.\n",
        "\n",
        "**BML Munjal University,  Gurgaon**\n",
        "\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hqMs-SJ863VO"
      },
      "source": [
        "### **LIBRARIES & GOOGLE AUTH**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gHJ3xFxuGoGS",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "7f16ec3a-6078-415f-cd91-75fb44277d79"
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive', force_remount = True)"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LJghrpAhGYju"
      },
      "source": [
        "%%capture\n",
        "!pip install pydub\n",
        "!pip install noisereduce"
      ],
      "execution_count": 14,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7_guP6zWGetC"
      },
      "source": [
        "%%capture\n",
        "import os\n",
        "import numpy as np\n",
        "\n",
        "from pydub import AudioSegment, effects\n",
        "import librosa\n",
        "import noisereduce as nr\n",
        "\n",
        "import matplotlib.pyplot as plt\n",
        "from librosa import display   \n",
        "import IPython.display as ipd "
      ],
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3vbIbhwkT8yK"
      },
      "source": [
        "### **DATA PREPROCESS REPRESENTATION**\n",
        "This notebook present the data preprocessing for a single audio file.\n",
        "The preprocess is described in the following diagram:\n",
        "![Data preprocessing.png](data:image/png;base64,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)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0upZ_anXVKRg"
      },
      "source": [
        "## **Diagram Explanation**\n",
        "In general, The following data is extracted from each audio file:\n",
        "1.   **Emotion representation**\n",
        "\n",
        "    *   RAVDESS: The filename contains a number that represents an emotion, e.g. 03 is happy.\n",
        "   \n",
        "\n",
        "\n",
        "2.   **Sample Rate**: number of audio samples per second. RAVDESS database was recorded in 48kHz, and the TESS database was recorded in 22.5kHz. \n",
        "\n",
        "3. **The audio** is processed in the following order:\n",
        "\n",
        "\n",
        "*   'AudioSegment' instance: The audio is loaded to an object by the library 'AudioSegment'.\n",
        "*   Normalization: Each 'AudioSegment' object is normalized to + 5.0 dBFS. \n",
        "\n",
        "*   Transforming the object to an array of samples is crucial for the rest of the preprocessing.\n",
        "*   Trimming the silence in the beginning and the end, to get rid of unnecessary data.\n",
        "*   Padding every audio file to the same length, for length equalization.\n",
        "*   Noise reduction is being performed.\n",
        "---\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "NyVdJeydVcI6"
      },
      "source": [
        "## **Audio preprocess for a single file**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "I_NnfcGLVzsX"
      },
      "source": [
        "# Define file path for a single file.\n",
        "path = '/content/drive/My Drive/RAVDESS/Actor_02/03-01-01-01-01-01-02.wav'"
      ],
      "execution_count": 16,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "j6685m1LGlPo",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 190
        },
        "outputId": "8e1505dc-4f39-4dee-aff6-84bf880538d0"
      },
      "source": [
        "# 1. Load the audio file into an 'AudioSegment' object, and extract the sample rate. \n",
        "#    'x' is an array of samples that is only relevant for visualization at this part.\n",
        "\n",
        "rawsound = AudioSegment.from_file(path)\n",
        "x, sr = librosa.load(path, sr = None)\n",
        "\n",
        "plt.figure(figsize=(12,1))\n",
        "librosa.display.waveplot(x, sr)\n",
        "plt.title('Initial audio')\n",
        "\n",
        "rawsound"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "\n",
              "                    <audio controls>\n",
              "                        <source 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\" type=\"audio/mpeg\"/>\n",
              "                        Your browser does not support the audio element.\n",
              "                    </audio>\n",
              "                  "
            ],
            "text/plain": [
              "<pydub.audio_segment.AudioSegment at 0x7f710b2de350>"
            ]
          },
          "metadata": {},
          "execution_count": 17
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x72 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "NiuwYMAGGrNy"
      },
      "source": [
        "The actual audio as well as the 'y' axis range suggests that the initial audio is very low-volumed. This can interfere with the feature extraction validity.\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hTAESvgMGvaI",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 245
        },
        "outputId": "f035b856-9fd0-4b97-ed9a-50d4ceba90bb"
      },
      "source": [
        "# 2. Normalize to +5.0 dBFS, Transform audio signals to an array.\n",
        "\n",
        "normalizedsound = effects.normalize(rawsound, headroom = 5.0) \n",
        "normal_x = np.array(normalizedsound.get_array_of_samples(), dtype = 'float32')\n",
        "\n",
        "plt.figure(figsize=(12,2))\n",
        "librosa.display.waveplot(normal_x, sr)\n",
        "plt.title('Normalized audio')\n",
        "\n",
        "normalizedsound"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "\n",
              "                    <audio controls>\n",
              "                        <source 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type=\"audio/mpeg\"/>\n",
              "                        Your browser does not support the audio element.\n",
              "                    </audio>\n",
              "                  "
            ],
            "text/plain": [
              "<pydub.audio_segment.AudioSegment at 0x7f710b2e05d0>"
            ]
          },
          "metadata": {},
          "execution_count": 18
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x144 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9F0-q7crGxWs",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 245
        },
        "outputId": "0b9e4f6b-a735-482d-f5ff-f68f873fe351"
      },
      "source": [
        "# 3. Trim silence in the beginning and end.\n",
        "\n",
        "xt, index = librosa.effects.trim(normal_x, top_db = 30)\n",
        "\n",
        "plt.figure(figsize=(6,2))\n",
        "librosa.display.waveplot(xt, sr)\n",
        "plt.title('Trimmed audio')\n",
        "\n",
        "ipd.display(ipd.Audio(data = xt, rate=sr))"
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "                <audio controls=\"controls\" >\n",
              "                    <source 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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": {}
        },
        {
          "output_type": "display_data",
          "data": {
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\n",
            "text/plain": [
              "<Figure size 432x144 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XwTgxvuGGzPt",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 245
        },
        "outputId": "5045db5f-a10c-4663-9ce8-5357ff3e94c0"
      },
      "source": [
        "# 4. Right-side padding for length equalization.\n",
        "#    173056 = maximum lengthed audio (the extraction of this value is performed in the \"SpeechEmotionRecognion_Model\" notebook.)\n",
        "\n",
        "padded_x = np.pad(xt, (0, 173056-len(xt)), 'constant')\n",
        "\n",
        "plt.figure(figsize=(12,2))\n",
        "librosa.display.waveplot(padded_x, sr)\n",
        "plt.title('Padded audio')\n",
        "\n",
        "ipd.display(ipd.Audio(data = padded_x, rate=sr))"
      ],
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "                <audio controls=\"controls\" >\n",
              "                    <source 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\n",
            "text/plain": [
              "<Figure size 864x144 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}