sep.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "ename": "ModuleNotFoundError",
     "evalue": "No module named 'librosa'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-32-0f0b779d7032>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mpandas\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mmatplotlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpyplot\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0mlibrosa\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      5\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mos\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'librosa'"
     ]
    }
   ],
   "source": [
    "import numpy as np \n",
    "import pandas as pd \n",
    "import matplotlib.pyplot as plt\n",
    "import librosa\n",
    "import os\n",
    "\n",
    "import librosa.display\n",
    "from PIL import Image\n",
    "from IPython.display import Audio, display\n",
    "\n",
    "from pydub import AudioSegment\n",
    "\n",
    "from tqdm import tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"test.tsv\",  sep='\\t') \n",
    "df = df[df['gender'].notna()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_male = df[df['gender'] == 'male']\n",
    "df_female = df[df['gender'] == 'female']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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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"
    }
   ],
   "source": [
    "display(Audio(audio, rate=16000, embed=True))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Extract Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "WORD_LENGTH = 5\n",
    "TIME_DURATION = [5.0, 5.5]\n",
    "SR = 16000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "males_file = []\n",
    "\n",
    "for index, row in df_male.iterrows():\n",
    "    print(index)\n",
    "    audio, sr = librosa.load('clips/' + row['path'], sr = SR)\n",
    "    sentence_char = len(row['sentence'].split(\" \"))\n",
    "    \n",
    "    if(sentence_char < WORD_LENGTH):\n",
    "        continue\n",
    "    \n",
    "    duration = librosa.get_duration(audio, sr)\n",
    "    \n",
    "    if(duration >= TIME_DURATION[0] and duration <= TIME_DURATION[1]):\n",
    "        males_file.append('clips/' + row['path'])\n",
    "    \n",
    "    if(len(males_file) == 100): break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.DataFrame({'path':males_file}).to_csv('male_100.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "female_file = []\n",
    "\n",
    "for index, row in df_female.iterrows():\n",
    "    audio, sr = librosa.load('clips/' + row['path'], sr = SR)\n",
    "    sentence_char = len(row['sentence'].split(\" \"))\n",
    "    \n",
    "    if(sentence_char < WORD_LENGTH):\n",
    "        continue\n",
    "    \n",
    "    duration = librosa.get_duration(audio, sr)\n",
    "    \n",
    "    if(duration >= TIME_DURATION[0] and duration <= TIME_DURATION[1]):\n",
    "        female_file.append('clips/' + row['path'])\n",
    "    \n",
    "    if(len(female_file) == 100): break\n",
    "    else: print(len(female_file))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.DataFrame({'path':female_file}).to_csv('female_100.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "36"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(female_file)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# To WAV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████████| 100/100 [00:12<00:00,  8.04it/s]\n"
     ]
    }
   ],
   "source": [
    "for path in tqdm(males_file):\n",
    "    audio = AudioSegment.from_mp3(path)\n",
    "    name = path.split('/')[1].split('.')[0]\n",
    "    audio.export(\"male_100/\"+ name + \".wav\", format=\"wav\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████████| 36/36 [00:03<00:00,  9.59it/s]\n"
     ]
    }
   ],
   "source": [
    "for path in tqdm(female_file):\n",
    "    audio = AudioSegment.from_mp3(path)\n",
    "    name = path.split('/')[1].split('.')[0]\n",
    "    audio.export(\"female_100/\"+ name + \".wav\", format=\"wav\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Extra from Training Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"train.tsv\",  sep='\\t') \n",
    "df = df[df['gender'].notna()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_male = df[df['gender'] == 'male']\n",
    "df_female = df[df['gender'] == 'female']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Extract Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "WORD_LENGTH = 5\n",
    "TIME_DURATION = [5.0, 5.5]\n",
    "SR = 16000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "males_file = []\n",
    "\n",
    "for index, row in df_male.iterrows():\n",
    "    print(index)\n",
    "    audio, sr = librosa.load('clips/' + row['path'], sr = SR)\n",
    "    sentence_char = len(row['sentence'].split(\" \"))\n",
    "    \n",
    "    if(sentence_char < WORD_LENGTH):\n",
    "        continue\n",
    "    \n",
    "    duration = librosa.get_duration(audio, sr)\n",
    "    \n",
    "    if(duration >= TIME_DURATION[0] and duration <= TIME_DURATION[1]):\n",
    "        males_file.append('clips/' + row['path'])\n",
    "    \n",
    "    if(len(males_file) == 100): break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.DataFrame({'path':males_file}).to_csv('male_100.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "female_file = []\n",
    "\n",
    "for index, row in df_female.iterrows():\n",
    "    audio, sr = librosa.load('clips/' + row['path'], sr = SR)\n",
    "    sentence_char = len(row['sentence'].split(\" \"))\n",
    "    \n",
    "    if(sentence_char < WORD_LENGTH):\n",
    "        continue\n",
    "    \n",
    "    duration = librosa.get_duration(audio, sr)\n",
    "    \n",
    "    if(duration >= TIME_DURATION[0] and duration <= TIME_DURATION[1]):\n",
    "        female_file.append('clips/' + row['path'])\n",
    "    \n",
    "    if(len(female_file) == 100): break\n",
    "    else: print(len(female_file))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.DataFrame({'path':female_file}).to_csv('female_100_train.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "100"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(female_file)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## To WAV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████████████| 100/100 [00:12<00:00,  8.19it/s]\n"
     ]
    }
   ],
   "source": [
    "for path in tqdm(female_file):\n",
    "    audio = AudioSegment.from_mp3(path)\n",
    "    name = path.split('/')[1].split('.')[0]\n",
    "    audio.export(\"female_100_train/\"+ name + \".wav\", format=\"wav\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Age Female"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_female_60 = df_female[df_female['age'] == 'twenties']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "female_file_60 = []\n",
    "\n",
    "for index, row in df_female_60.iterrows():\n",
    "    audio, sr = librosa.load('clips/' + row['path'], sr = SR)\n",
    "    sentence_char = len(row['sentence'].split(\" \"))\n",
    "    \n",
    "    if(sentence_char < WORD_LENGTH):\n",
    "        continue\n",
    "    \n",
    "    duration = librosa.get_duration(audio, sr)\n",
    "    \n",
    "    if(duration >= TIME_DURATION[0] and duration <= TIME_DURATION[1]):\n",
    "        female_file_60.append('clips/' + row['path'])\n",
    "    \n",
    "    if(len(female_file_60) == 50): break\n",
    "    else: print(len(female_file_60))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.DataFrame({'path':female_file_60}).to_csv('female_50_age_20_train.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Age Male"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_male_60 = df_male[df_male['age'] == 'sixties']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "male_file_60 = []\n",
    "\n",
    "for index, row in df_male_60.iterrows():\n",
    "    audio, sr = librosa.load('clips/' + row['path'], sr = SR)\n",
    "    sentence_char = len(row['sentence'].split(\" \"))\n",
    "    \n",
    "    if(sentence_char < WORD_LENGTH):\n",
    "        continue\n",
    "    \n",
    "    duration = librosa.get_duration(audio, sr)\n",
    "    \n",
    "    if(duration >= TIME_DURATION[0] and duration <= TIME_DURATION[1]):\n",
    "        male_file_60.append('clips/' + row['path'])\n",
    "    \n",
    "    if(len(male_file_60) == 50): break\n",
    "    else: print(len(male_file_60))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.DataFrame({'path':male_file_60}).to_csv('male_50_age_60_train.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## To WAV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "ages = [20, 30, 40, 50, 60]\n",
    "sex = 'male'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████████████████| 5/5 [00:57<00:00, 11.45s/it]\n"
     ]
    }
   ],
   "source": [
    "for age in tqdm(ages):\n",
    "    df = pd.read_csv(sex + \"_50_age_\" + str(age) + \"_train.csv\")\n",
    "    paths = list(df['path'])\n",
    "    os.system('mkdir ' + sex + \"_50_age_\" + str(age) + \"_train\")\n",
    "    for path in paths:\n",
    "        audio = AudioSegment.from_mp3(path)\n",
    "        name = path.split('/')[1].split('.')[0]\n",
    "        audio.export(sex + \"_50_age_\" + str(age) + \"_train\" + \"/\"+ name + \".wav\", format=\"wav\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Trim Video"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "import glob\n",
    "import pandas as pd\n",
    "from pydub import AudioSegment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('vggsound.csv', header = None)\n",
    "df = df.rename(columns={0: 'link', 1: 'start_second', 2:'description', 3:'train'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "paths_to_audio = glob.glob(\"asset/audio/people_sobbing/*.wav\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "for path in paths_to_audio:\n",
    "    link = path.split('/')[-1].split('.')[0]\n",
    "    start_sec = int(df[df['link'] == link].head(1)['start_second'].item())\n",
    "    t1 = start_sec * 1000 \n",
    "    t2 = (start_sec + 5) * 1000\n",
    "    \n",
    "    audio = AudioSegment.from_mp3(path)\n",
    "    audio = audio[t1:t2]\n",
    "    path = path.replace('people_sobbing/', 'people_sobbing/5s/')\n",
    "    audio.export(path, format=\"wav\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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