ASR/remove-bad-audios.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torchaudio\n",
    "from glob import glob\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[-0.0007, -0.0008, -0.0005,  ..., -0.0014, -0.0014, -0.0014]])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torchaudio.load(\"imda_truncated/audio_part3/3000-1117.wav\")[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found buggy audio at imda_truncated/audio_part3/3262-2788.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3146-11024.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3146-11019.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3214-2621.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3241-21110.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3262-2791.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3223-1652.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3262-2841.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3262-1669.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3223-2607.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3205-1432.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3165-1858.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3205-2747.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3170-2850.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3262-1684.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3164-1842.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3181-11387.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3223-2624.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3265-1869.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3150-1789.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3122-2580.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3223-1681.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3241-21111.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3164-2804.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3164-1838.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3214-1806.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3176-11072.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3203-1980.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3223-2595.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3223-1705.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3175-1822.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3265-1885.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3200-2773.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3214-2614.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3164-1841.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3265-1848.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3164-1837.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3164-2819.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3205-2710.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3262-2787.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3223-1644.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3203-1986.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3122-2576.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3262-2828.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3262-2796.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3122-2579.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3262-1643.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3130-1815.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3232-1615.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3164-2829.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3223-1660.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3122-2584.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3167-21045.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3203-11003.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3262-2842.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3150-1774.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3255-2783.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3205-2725.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3122-2573.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3262-2809.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3214-1801.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3210-2924.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3200-2745.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3262-2816.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3262-1661.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3205-2732.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3166-2829.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3223-2587.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3255-2779.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3223-2569.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3130-1825.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3258-2703.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3262-1679.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3223-2559.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3164-2823.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3164-2808.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3200-2766.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3255-2780.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3214-1790.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3119-2814.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3119-2812.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3241-21112.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3223-2561.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3214-1804.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3223-2563.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3232-1611.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3262-1683.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3164-1839.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3164-2820.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3150-1763.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3232-1613.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3150-1775.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3167-21039.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3200-2746.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3175-2638.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3223-2570.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3164-2831.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3262-2778.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3223-1671.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3175-2657.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3262-2844.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3265-1864.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3200-2731.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3205-2721.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3262-2812.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3214-2606.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3205-1425.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3262-2845.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3265-1893.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3223-2552.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3158-21074.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3126-1800.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3223-1680.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3130-1819.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3167-11011.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3265-1836.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3265-1881.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3232-2833.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3262-2786.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3205-2709.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3150-1826.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3262-2793.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3265-2849.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3176-2693.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3146-11018.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3223-2597.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3262-2794.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3262-1685.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3255-2786.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3265-1868.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3265-1838.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3115-2 (Update 2850.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3122-2588.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3203-2519.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3203-2546.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3134-2797.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3223-2594.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3262-2799.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3265-1837.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3232-1601.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3223-2557.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3115-2 (Update 2845.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3203-1987.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3223-1659.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3150-1834.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3205-2729.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3262-2801.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3262-2837.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3126-1799.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3262-2802.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3262-2819.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3223-1691.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3223-2580.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3223-2575.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3130-1838.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3164-1846.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3175-1814.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3115-2 (Update 2844.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3223-1679.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3130-1817.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3223-2581.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3150-1838.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3130-1859.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3203-1991.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3214-1808.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3205-1441.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3262-1675.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3228-1607.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3164-2818.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3223-1678.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3150-1815.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3223-2578.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3203-11008.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3223-1643.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3223-2596.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3265-2846.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3262-2817.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3175-1827.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3265-1886.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3205-1421.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3167-21046.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3205-2727.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3130-1814.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3223-2588.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3164-2809.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3115-2 (Update 2848.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3228-1612.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3200-2755.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3262-2803.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3214-2619.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3115-2 (Update 2843.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3167-21043.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3228-1609.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3223-2619.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3158-21062.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3130-1818.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3200-2765.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3232-2830.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3126-1804.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3223-2577.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3214-2625.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3150-1744.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3203-1998.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3205-2742.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3262-1686.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3262-2779.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3223-2620.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3205-2704.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3208-1969.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3138-1607.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3228-2737.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3203-2535.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3232-1597.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3203-2533.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3164-1840.wav with shape torch.Size([1, 0])\n",
      "Found buggy audio at imda_truncated/audio_part3/3255-2778.wav with shape torch.Size([1, 0])\n",
      "216\n"
     ]
    }
   ],
   "source": [
    "num_buggy = 0\n",
    "buggy_audios = set()\n",
    "\n",
    "for path in glob(\"imda_truncated/audio_*/*.wav\"):\n",
    "  audio = torchaudio.load(path)[0]\n",
    "  if 0 in audio.shape:\n",
    "    num_buggy += 1\n",
    "    buggy_audios.add(path)\n",
    "    print(f\"Found buggy audio at {path} with shape {audio.shape}\")\n",
    "\n",
    "print(num_buggy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "import csv\n",
    "\n",
    "with open(\"imda_truncated_edited/metadata.csv\") as old_meta, \\\n",
    "     open(\"imda_truncated_edited/metadata_edited.csv\", \"w\") as new_meta:\n",
    "  reader = csv.reader(old_meta)\n",
    "  writer = csv.writer(new_meta)\n",
    "\n",
    "  header = next(reader)\n",
    "  writer.writerow(header)\n",
    "\n",
    "  for row in reader:\n",
    "    if \"imda_truncated/\" + row[0] not in buggy_audios:\n",
    "      writer.writerow(row)"
   ]
  }
 ],
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