data analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "55119a81",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "def audio_files_histogram(folder_path):\n",
    "    subfolders = [f.path for f in os.scandir(folder_path) if f.is_dir()]\n",
    "    audio_files_count = []\n",
    "    subfolder_names = []\n",
    "    for subfolder in subfolders:\n",
    "        count = 0\n",
    "        for file in os.listdir(subfolder):\n",
    "            if file.endswith('.mp3') or file.endswith('.wav'):\n",
    "                count += 1\n",
    "        audio_files_count.append(count)\n",
    "        subfolder_names.append(os.path.basename(subfolder))\n",
    "    plt.figure(figsize=(14, 5))\n",
    "    plt.bar(subfolder_names, audio_files_count)\n",
    "    plt.title('Number of Audio Files in Each Subfolder')\n",
    "    plt.xlabel('Subfolder')\n",
    "    plt.ylabel('Number of Audio Files')\n",
    "    plt.xticks(rotation=90, fontsize=8)\n",
    "    plt.show()\n",
    "    print(f'Total number of audio files in the entire folder: {sum(audio_files_count)}')\n",
    "    print(f'Average number of audio files in the entire folder: {sum(audio_files_count)/len(audio_files_count)}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "83336372",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1400x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of audio files in the entire folder: 4991\n",
      "Average number of audio files in the entire folder: 499.1\n"
     ]
    }
   ],
   "source": [
    "audio_files_histogram(\"Numbers\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "0f256062",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "from tabulate import tabulate\n",
    "\n",
    "pd.set_option('display.max_rows', None)\n",
    "\n",
    "def audio_files_table(folder_path):\n",
    "    subfolders = [f.path for f in os.scandir(folder_path) if f.is_dir()]\n",
    "    audio_files_count = []\n",
    "    subfolder_names = []\n",
    "    for subfolder in subfolders:\n",
    "        count = 0\n",
    "        for file in os.listdir(subfolder):\n",
    "            if file.endswith('.mp3') or file.endswith('.wav'):\n",
    "                count += 1\n",
    "        audio_files_count.append(count)\n",
    "        subfolder_names.append(os.path.basename(subfolder))\n",
    "    data = {'Subfolder': subfolder_names, 'Number of Audio Files': audio_files_count}\n",
    "    df = pd.DataFrame(data)\n",
    "    df['Subfolder'] = df['Subfolder'].str.extract('(\\d+)').astype(int)  # Extract and convert the numerical part of subfolder names\n",
    "    df = df.sort_values(by='Subfolder', ascending=True)  # Sort ascending by subfolder numerical values\n",
    "    df['Subfolder'] = 'Subfolder ' + df['Subfolder'].astype(str)  # Add 'Subfolder' prefix to subfolder names\n",
    "\n",
    "    # Format the output using tabulate\n",
    "    table = tabulate(df, headers='keys', tablefmt='fancy_grid', showindex=False)\n",
    "\n",
    "    print(\"Audio Files Summary\")\n",
    "    print(\"-------------------\")\n",
    "    print(table)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "15902fcc",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Audio Files Summary\n",
      "-------------------\n",
      "╒═════════════╤═════════════════════════╕\n",
      "│ Subfolder   │   Number of Audio Files │\n",
      "╞═════════════╪═════════════════════════╡\n",
      "│ Subfolder 0 │                     493 │\n",
      "├─────────────┼─────────────────────────┤\n",
      "│ Subfolder 1 │                     500 │\n",
      "├─────────────┼─────────────────────────┤\n",
      "│ Subfolder 2 │                     500 │\n",
      "├─────────────┼─────────────────────────┤\n",
      "│ Subfolder 3 │                     500 │\n",
      "├─────────────┼─────────────────────────┤\n",
      "│ Subfolder 4 │                     499 │\n",
      "├─────────────┼─────────────────────────┤\n",
      "│ Subfolder 5 │                     500 │\n",
      "├─────────────┼─────────────────────────┤\n",
      "│ Subfolder 6 │                     500 │\n",
      "├─────────────┼─────────────────────────┤\n",
      "│ Subfolder 7 │                     500 │\n",
      "├─────────────┼─────────────────────────┤\n",
      "│ Subfolder 8 │                     499 │\n",
      "├─────────────┼─────────────────────────┤\n",
      "│ Subfolder 9 │                     500 │\n",
      "╘═════════════╧═════════════════════════╛\n"
     ]
    }
   ],
   "source": [
    "audio_files_table(\"Numbers\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "4be1f184",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saved augmented audio: Arg Numbers\\0\\S01.01.01_augmented_0.wav\n",
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      "Saved augmented audio: Arg Numbers\\9\\S50.09.10_augmented_0.wav\n",
      "Saved augmented audio: Arg Numbers\\9\\S50.09.10_augmented_1.wav\n",
      "Saved augmented audio: Arg Numbers\\9\\S50.10.10_augmented_0.wav\n",
      "Saved augmented audio: Arg Numbers\\9\\S50.10.10_augmented_1.wav\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import librosa\n",
    "import numpy as np\n",
    "import soundfile as sf\n",
    "\n",
    "# Function to perform data augmentation on a single audio file\n",
    "def augment_audio(file_path, output_dir):\n",
    "    # Load the audio file\n",
    "    audio, sr = librosa.load(file_path, sr=None)\n",
    "    \n",
    "    # Data augmentation techniques\n",
    "    augmented_audios = []\n",
    "    \n",
    "    # Add noise\n",
    "    noise = np.random.randn(len(audio))\n",
    "    augmented_audios.append(audio + 0.05 * noise)\n",
    "    \n",
    "    # Pitch shifting\n",
    "    n_steps = 2\n",
    "    pitch_shifted = librosa.effects.pitch_shift(audio, sr=sr, n_steps=n_steps)\n",
    "    augmented_audios.append(pitch_shifted)\n",
    "    \n",
    "    # Get the subfolder labels from the original file's path\n",
    "    subfolder = os.path.relpath(os.path.dirname(file_path), root_directory)\n",
    "    output_subfolder = os.path.join(output_dir, subfolder)\n",
    "    \n",
    "    # Save augmented audio files in the corresponding subfolder\n",
    "    file_name = os.path.basename(file_path)\n",
    "    file_name = os.path.splitext(file_name)[0]  # Remove file extension\n",
    "    for i, augmented_audio in enumerate(augmented_audios):\n",
    "        output_path = os.path.join(output_subfolder, f\"{file_name}_augmented_{i}.wav\")\n",
    "        os.makedirs(os.path.dirname(output_path), exist_ok=True)\n",
    "        sf.write(output_path, augmented_audio, sr, 'PCM_16')\n",
    "        print(f\"Saved augmented audio: {output_path}\")\n",
    "\n",
    "# Main function to traverse through subfolders and perform data augmentation\n",
    "def augment_audio_files(root_dir, output_dir):\n",
    "    for root, dirs, files in os.walk(root_dir):\n",
    "        for file in files:\n",
    "            if file.endswith(\".wav\"):\n",
    "                file_path = os.path.join(root, file)\n",
    "                augment_audio(file_path, output_dir)\n",
    "\n",
    "# Example usage\n",
    "root_directory = \"Numbers\"\n",
    "output_directory = \"Arg Numbers\"\n",
    "\n",
    "augment_audio_files(root_directory, output_directory)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f1a6c3c6-d0c9-46de-bacb-aa329e956182",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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