Youtube Chord OCR Notebook.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Youtube Chord OCR #\n",
    "\n",
    "This notebook shows how to create chord labeled audio files from youtube play along videos. The code works for videos from the channel Ukulele Underground, and will need some small modifications to work with other videos.\n",
    "\n",
    "The code for the video-ocr module can be found in the [youtube chord ocr github](https://github.com/henridwyer/youtube-chord-ocr) repository.\n",
    "\n",
    "The goal is to create a labeled data set in order train a machine learning algorithm to recognize chords. For context, see this post on [creating a chord classifier using neural networks](http://henri.io/posts//posts/chord-classification-using-neural-networks.html), and this post on [youtube chord ocr](http://henri.io/posts/youtube-chord-ocr.html).\n",
    "\n",
    "Here's an example of the type of video I'm referring to:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"400\"\n",
       "            height=\"300\"\n",
       "            src=\"https://www.youtube.com/embed/W9ae67wY8pc#t=35\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.YouTubeVideo at 0x10cc9f450>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import YouTubeVideo\n",
    "# \"Brown Eyed Girl\" (Van Morrison) Ukulele Play-Along!\n",
    "# By Ukulele Underground (Aldrine Guerrero)\n",
    "YouTubeVideo('W9ae67wY8pc#t=35')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Contents #\n",
    "- [Downloading Videos](#Downloading-Videos)\n",
    "- [Reading Chords](#Reading-Chords)\n",
    "- [Creating Labeled Audio Files](#Creating-Labeled-Audio-Files)\n",
    "- [Tying Everything Together](#Tying-Everything-Together)\n",
    "- [Profiling](#Profiling)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Downloading Videos ##\n",
    "\n",
    "First we will scrape a list of videos according to certain search criteria, and then download them.\n",
    "\n",
    "In order to download the videos, we will use the python package [youtube-dl](https://github.com/rg3/youtube-dl). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import lxml\n",
    "from lxml import html\n",
    "import requests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "USER = 'ukuleleunderground'\n",
    "QUERY = 'play along'\n",
    "req = requests.get('https://www.youtube.com/user/' + USER + '/search?query=' + QUERY).text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['http://www.youtube.com/watch?v=ZDeZv5cwbew',\n",
       " 'http://www.youtube.com/watch?v=-GxlGDXgT-I',\n",
       " 'http://www.youtube.com/watch?v=P0xzFcUoLYw',\n",
       " 'http://www.youtube.com/watch?v=HskwH5BvWL8',\n",
       " 'http://www.youtube.com/watch?v=9mvxDa57o0w']"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Use XPath to get the video links\n",
    "tree = html.fromstring(req)\n",
    "links = tree.xpath('//ul[@id=\"browse-items-primary\"]/li//h3/a')\n",
    "video_links = ['http://www.youtube.com' +  link.xpath('./@href')[0] for link in links if 'Ukulele Play-Along!' in link.xpath('string(.)')]\n",
    "video_links[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[youtube] ZDeZv5cwbew: Downloading webpage\n",
      "[youtube] ZDeZv5cwbew: Extracting video information\n",
      "[youtube] ZDeZv5cwbew: Downloading DASH manifest\n",
      "[download] Destination: 'Danny's Song' (Kenny Loggins) Ukulele Play-Along!-ZDeZv5cwbew.mp4\n",
      "[download] 100% of 59.25MiB in 02:12\n"
     ]
    }
   ],
   "source": [
    "import youtube_dl\n",
    "# by default, youtube-dl tries to get the highest quality video and audio possible. This is what we want.\n",
    "ydl_opts = {\"format\":\"mp4\"}\n",
    "with youtube_dl.YoutubeDL(ydl_opts) as ydl:\n",
    "    ydl.download(video_links[:1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Reading Chords ##\n",
    "\n",
    "Before doing this, it's useful to check that all of the videos are the same format. Then move the correct ones to a folder called songs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'video_ocr' from 'video_ocr.py'>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reload(video_ocr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import video_ocr, cv2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[\"songs/'(I Can't Get No) Satisfaction' (The Rolling Stones) Ukulele Play-Along!-kXSIr2lumOE.mp4\",\n",
       " \"songs/'Best Day of My Life' (American Authors) Ukulele Play-Along!-U8z1NyrN3xQ.mp4\",\n",
       " \"songs/'Brown Eyed Girl' (Van Morrison) Ukulele Play-Along!-W9ae67wY8pc.mp4\",\n",
       " \"songs/'Danny's Song' (Kenny Loggins) Ukulele Play-Along!-ZDeZv5cwbew.mp4\",\n",
       " \"songs/'Escape (The Pin\\xcc\\x83a Colada Song)' Ukulele Play-Along!-iyI6wE4cm6g.mp4\"]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "videos = !ls songs | grep mp4\n",
    "videos = ['songs/' + v for v in videos]\n",
    "videos[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reading songs/'(I Can't Get No) Satisfaction' (The Rolling Stones) Ukulele Play-Along!-kXSIr2lumOE.mp4\n",
      "7491.0 frames\n"
     ]
    }
   ],
   "source": [
    "video = videos[0]\n",
    "print \"Reading \" + video\n",
    "vidcap = cv2.VideoCapture(video)\n",
    "video_nb_frames = vidcap.get(cv2.cv.CV_CAP_PROP_FRAME_COUNT)\n",
    "print video_nb_frames, \"frames\"\n",
    "vidcap.isOpened()\n",
    "video_fps = vidcap.get(cv2.cv.CV_CAP_PROP_FPS)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Read the active chord of a frame ###"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'E'"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    },
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       "IpFIJBKJRCKRSCQSiUQikUgkspH5/ytch1ReIIqqAAAAAElFTkSuQmCC\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f416110>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "video_ocr.skip_frames(vidcap, 400) # the first frames don't have chords\n",
    "success,image = vidcap.read()\n",
    "video_ocr.show_img(image)\n",
    "\n",
    "# In order to get the active chord of a frame, call:\n",
    "video_ocr.get_active_chord(image)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Read the active chords of each frame ###"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "vidcap = cv2.VideoCapture(video) # reopen the video to start at the beginning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
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       " False,\n",
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       " False,\n",
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       " False,\n",
       " False,\n",
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       " False,\n",
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       " False,\n",
       " False,\n",
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       " False,\n",
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       " False,\n",
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       " False,\n",
       " False,\n",
       " False,\n",
       " False,\n",
       " False,\n",
       " 'E',\n",
       " ...]"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame_chords = video_ocr.vidcap_to_frame_chords(vidcap, video_fps, nb_frames = -1)\n",
    "frame_chords"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Convert to intervals ###\n",
    "\n",
    "Chords generally come in intervals: several consecutive frames have the same chord. We can write this as a list:\n",
    "\n",
    "(start frame, end frame), chord name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "221\n"
     ]
    },
    {
     "data": {
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      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chord_intervals = video_ocr.frame_chords_to_chord_intervals(frame_chords)\n",
    "print len(chord_intervals.items())\n",
    "chord_intervals.items()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Clean intervals ###\n",
    "\n",
    "Sometimes some frames get misread, so first we'll remove any interval that is too short. Then we'll merge intervals that are separated by only a few frames without any chord."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "139\n"
     ]
    }
   ],
   "source": [
    "video_ocr.filter_chord_intervals(chord_intervals, video_fps)\n",
    "print len(chord_intervals.items())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "138\n"
     ]
    }
   ],
   "source": [
    "merged = video_ocr.merge_chord_intervals(chord_intervals, video_fps)\n",
    "print len(merged.items())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "OrderedDict([((262, 295), 'E'), ((311, 348), 'D'), ((349, 368), 'A'), ((369, 401), 'E'), ((417, 454), 'D'), ((455, 474), 'A'), ((475, 507), 'E'), ((524, 560), 'D'), ((561, 570), 'A'), ((580, 685), 'E'), ((686, 787), 'A'), ((791, 894), 'E'), ((895, 967), 'A'), ((999, 1049), 'E'), ((1050, 1102), 'B7'), ((1103, 1153), 'E'), ((1154, 1175), 'A'), ((1207, 1241), 'E'), ((1257, 1293), 'D'), ((1312, 1346), 'E'), ((1362, 1396), 'D'), ((1398, 1417), 'A'), ((1418, 1452), 'E'), ((1468, 1502), 'D'), ((1503, 1522), 'A'), ((1523, 1557), 'E'), ((1574, 1609), 'D'), ((1610, 1629), 'A'), ((1630, 1665), 'E'), ((1681, 1714), 'D'), ((1715, 1735), 'A'), ((1736, 1771), 'E'), ((1786, 1820), 'D'), ((1821, 1841), 'A'), ((1842, 1876), 'E'), ((1892, 1925), 'D'), ((1926, 1946), 'A'), ((1947, 1981), 'E'), ((1997, 2033), 'D'), ((2035, 2052), 'A'), ((2053, 2077), 'E'), ((2159, 2192), 'E'), ((2208, 2244), 'D'), ((2245, 2264), 'A'), ((2265, 2299), 'E'), ((2313, 2348), 'D'), ((2370, 2478), 'E'), ((2479, 2583), 'A'), ((2584, 2688), 'E'), ((2689, 2761), 'A'), ((2795, 2844), 'E'), ((2845, 2898), 'B7'), ((2899, 2949), 'E'), ((2950, 2971), 'A'), ((3005, 3039), 'E'), ((3055, 3088), 'D'), ((3109, 3144), 'E'), ((3159, 3192), 'D'), ((3193, 3214), 'A'), ((3215, 3250), 'E'), ((3266, 3299), 'D'), ((3300, 3319), 'A'), ((3321, 3357), 'E'), ((3372, 3406), 'D'), ((3407, 3427), 'A'), ((3428, 3463), 'E'), ((3477, 3512), 'D'), ((3513, 3534), 'A'), ((3535, 3570), 'E'), ((3583, 3620), 'D'), ((3621, 3640), 'A'), ((3641, 3676), 'E'), ((3690, 3726), 'D'), ((3727, 3746), 'A'), ((3748, 3782), 'E'), ((3798, 3833), 'D'), ((3835, 3853), 'A'), ((3854, 3878), 'E'), ((3960, 3995), 'E'), ((4011, 4045), 'D'), ((4066, 4101), 'E'), ((4117, 4149), 'D'), ((4173, 4279), 'E'), ((4280, 4384), 'A'), ((4385, 4491), 'E'), ((4492, 4562), 'A'), ((4598, 4649), 'E'), ((4650, 4702), 'B7'), ((4703, 4754), 'E'), ((4756, 4779), 'A'), ((4809, 4843), 'E'), ((4859, 4894), 'D'), ((4915, 4950), 'E'), ((4965, 4999), 'D'), ((5000, 5020), 'A'), ((5021, 5057), 'E'), ((5071, 5106), 'D'), ((5107, 5126), 'A'), ((5127, 5161), 'E'), ((5177, 5211), 'D'), ((5212, 5233), 'A'), ((5234, 5268), 'E'), ((5284, 5319), 'D'), ((5320, 5339), 'A'), ((5340, 5374), 'E'), ((5390, 5425), 'D'), ((5426, 5446), 'A'), ((5447, 5480), 'E'), ((5496, 5530), 'D'), ((5531, 5551), 'A'), ((5552, 5587), 'E'), ((5603, 5628), 'D'), ((5639, 5658), 'A'), ((5659, 5682), 'E'), ((5766, 5800), 'E'), ((5816, 5851), 'D'), ((5872, 5906), 'E'), ((5923, 5957), 'D'), ((5958, 5978), 'A'), ((5979, 6014), 'E'), ((6029, 6064), 'D'), ((6065, 6085), 'A'), ((6086, 6121), 'E'), ((6137, 6172), 'D'), ((6173, 6193), 'A'), ((6194, 6227), 'E'), ((6243, 6277), 'D'), ((6278, 6299), 'A'), ((6300, 6335), 'E'), ((6351, 6385), 'D'), ((6386, 6406), 'A'), ((6407, 6441), 'E'), ((6457, 6493), 'D'), ((6494, 6515), 'A'), ((6516, 6550), 'E'), ((6565, 6601), 'D'), ((6603, 6622), 'A'), ((6624, 6657), 'E')])"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Creating Labeled Audio Files ##\n",
    "\n",
    "First, we will create a wav file that contains the audio from the video using ffmpeg. Then we will split the audio file according to the intervals creating above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"'(I Can't Get No) Satisfaction' (The Rolling Stones) Ukulele Play-Along!-kXSIr2lumOE.wav\""
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wav_file = video_ocr.extract_audio_from_video(video)\n",
    "wav_file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "'(I Can't Get No) Satisfaction' (The Rolling Stones) Ukulele Play-Along!-kXSIr2lumOE/\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "output_dir = video_ocr.get_file_name(video) + '/'\n",
    "print output_dir\n",
    "\n",
    "# if the directory doesn't exist, create it. Otherwise, delete the contents.\n",
    "try:\n",
    "    os.mkdir(output_dir)\n",
    "except OSError:\n",
    "    files = ! ls {json.dumps(output_dir)}\n",
    "    for f in files:\n",
    "        os.remove(output_dir + f)\n",
    "    pass #directory already exists, clear contents"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "video_ocr.chord_intervals_to_audio_snips(chord_intervals, wav_file, output_dir, video_nb_frames)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "video_ocr.cleanup()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tying Everything Together ##\n",
    "\n",
    "This function creates a folder output, with 1 subfolder for each video, containing the labeled audio files."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now reading songs/'(I Can't Get No) Satisfaction' (The Rolling Stones) Ukulele Play-Along!-kXSIr2lumOE.mp4\n",
      "Output directory output/'(I Can't Get No) Satisfaction' (The Rolling Stones) Ukulele Play-Along!-kXSIr2lumOE/\n",
      "Output directory not empty. Deleting files\n",
      "Reading songs/'(I Can't Get No) Satisfaction' (The Rolling Stones) Ukulele Play-Along!-kXSIr2lumOE.mp4\n",
      "Reading frame chords...\n",
      "Finished reading frame chords.\n",
      "Creating chords intervals...\n",
      "Finished creating chord intervals.\n",
      "Extracting audio from video...\n",
      "Finished extracting audio from video.\n",
      "Creating audio snips...\n",
      "Finished creating audio snips.\n",
      "Cleaning up...\n",
      "Now reading songs/'Best Day of My Life' (American Authors) Ukulele Play-Along!-U8z1NyrN3xQ.mp4\n",
      "Output directory output/'Best Day of My Life' (American Authors) Ukulele Play-Along!-U8z1NyrN3xQ/\n",
      "Reading songs/'Best Day of My Life' (American Authors) Ukulele Play-Along!-U8z1NyrN3xQ.mp4\n",
      "Reading frame chords...\n",
      "Finished reading frame chords.\n",
      "Creating chords intervals...\n",
      "Finished creating chord intervals.\n",
      "Extracting audio from video...\n",
      "Finished extracting audio from video.\n",
      "Creating audio snips...\n",
      "Finished creating audio snips.\n",
      "Cleaning up...\n",
      "Now reading songs/'Brown Eyed Girl' (Van Morrison) Ukulele Play-Along!-W9ae67wY8pc.mp4\n",
      "Output directory output/'Brown Eyed Girl' (Van Morrison) Ukulele Play-Along!-W9ae67wY8pc/\n",
      "Reading songs/'Brown Eyed Girl' (Van Morrison) Ukulele Play-Along!-W9ae67wY8pc.mp4\n",
      "Reading frame chords...\n",
      "Finished reading frame chords.\n",
      "Creating chords intervals...\n",
      "Finished creating chord intervals.\n",
      "Extracting audio from video...\n",
      "Finished extracting audio from video.\n",
      "Creating audio snips...\n",
      "Finished creating audio snips.\n",
      "Cleaning up...\n",
      "Now reading songs/'Danny's Song' (Kenny Loggins) Ukulele Play-Along!-ZDeZv5cwbew.mp4\n",
      "Output directory output/'Danny's Song' (Kenny Loggins) Ukulele Play-Along!-ZDeZv5cwbew/\n",
      "Reading songs/'Danny's Song' (Kenny Loggins) Ukulele Play-Along!-ZDeZv5cwbew.mp4\n",
      "Reading frame chords...\n",
      "Finished reading frame chords.\n",
      "Creating chords intervals...\n",
      "Finished creating chord intervals.\n",
      "Extracting audio from video...\n",
      "Finished extracting audio from video.\n",
      "Creating audio snips...\n",
      "Finished creating audio snips.\n",
      "Cleaning up...\n",
      "Now reading songs/'Escape (The Piña Colada Song)' Ukulele Play-Along!-iyI6wE4cm6g.mp4\n",
      "Output directory output/'Escape (The Piña Colada Song)' Ukulele Play-Along!-iyI6wE4cm6g/\n",
      "Reading songs/'Escape (The Piña Colada Song)' Ukulele Play-Along!-iyI6wE4cm6g.mp4\n",
      "Reading frame chords...\n",
      "Finished reading frame chords.\n",
      "Creating chords intervals...\n",
      "Finished creating chord intervals.\n",
      "Extracting audio from video...\n",
      "Finished extracting audio from video.\n",
      "Creating audio snips...\n",
      "Finished creating audio snips.\n",
      "Cleaning up...\n",
      "Now reading songs/'Fire and Rain' (James Taylor) Ukulele Play-Along!-xL-aU2oPMyQ.mp4\n",
      "Output directory output/'Fire and Rain' (James Taylor) Ukulele Play-Along!-xL-aU2oPMyQ/\n",
      "Reading songs/'Fire and Rain' (James Taylor) Ukulele Play-Along!-xL-aU2oPMyQ.mp4\n",
      "Reading frame chords...\n",
      "Finished reading frame chords.\n",
      "Creating chords intervals...\n",
      "Finished creating chord intervals.\n",
      "Extracting audio from video...\n",
      "Finished extracting audio from video.\n",
      "Creating audio snips...\n",
      "Finished creating audio snips.\n",
      "Cleaning up...\n",
      "Now reading songs/'Fly Me To The Moon' (Frank Sinatra) Ukulele Play-Along!-U8zvLvfUzCQ.mp4\n",
      "Output directory output/'Fly Me To The Moon' (Frank Sinatra) Ukulele Play-Along!-U8zvLvfUzCQ/\n",
      "Reading songs/'Fly Me To The Moon' (Frank Sinatra) Ukulele Play-Along!-U8zvLvfUzCQ.mp4\n",
      "Reading frame chords...\n",
      "Finished reading frame chords.\n",
      "Creating chords intervals...\n",
      "Finished creating chord intervals.\n",
      "Extracting audio from video...\n",
      "Finished extracting audio from video.\n",
      "Creating audio snips...\n",
      "Finished creating audio snips.\n",
      "Cleaning up...\n",
      "Now reading songs/'I Saw The Light' (Todd Rundgren) - Ukulele Play-Along!-Yx7S5czFJNs.mp4\n",
      "Output directory output/'I Saw The Light' (Todd Rundgren) - Ukulele Play-Along!-Yx7S5czFJNs/\n",
      "Reading songs/'I Saw The Light' (Todd Rundgren) - Ukulele Play-Along!-Yx7S5czFJNs.mp4\n",
      "Reading frame chords...\n",
      "Finished reading frame chords.\n",
      "Creating chords intervals...\n",
      "Finished creating chord intervals.\n",
      "Extracting audio from video...\n",
      "Finished extracting audio from video.\n",
      "Creating audio snips...\n",
      "Finished creating audio snips.\n",
      "Cleaning up...\n",
      "Now reading songs/'La Vie En Rose' Ukulele Play-Along!-M_iQqa9k7tg.mp4\n",
      "Output directory output/'La Vie En Rose' Ukulele Play-Along!-M_iQqa9k7tg/\n",
      "Reading songs/'La Vie En Rose' Ukulele Play-Along!-M_iQqa9k7tg.mp4\n",
      "Reading frame chords...\n",
      "Finished reading frame chords.\n",
      "Creating chords intervals...\n",
      "Finished creating chord intervals.\n",
      "Extracting audio from video...\n",
      "Finished extracting audio from video.\n",
      "Creating audio snips...\n",
      "Finished creating audio snips.\n",
      "Cleaning up...\n",
      "Now reading songs/'Let It Be' (The Beatles) - Ukulele Play-Along!-LoVvrLPX4eQ.mp4\n",
      "Output directory output/'Let It Be' (The Beatles) - Ukulele Play-Along!-LoVvrLPX4eQ/\n",
      "Reading songs/'Let It Be' (The Beatles) - Ukulele Play-Along!-LoVvrLPX4eQ.mp4\n",
      "Reading frame chords...\n",
      "Finished reading frame chords.\n",
      "Creating chords intervals...\n",
      "Finished creating chord intervals.\n",
      "Extracting audio from video...\n",
      "Finished extracting audio from video.\n",
      "Creating audio snips...\n",
      "Finished creating audio snips.\n",
      "Cleaning up...\n",
      "Now reading songs/'Me and Julio Down by the Schoolyard' (Paul Simon) Ukulele Play-Along!-ATtaAdYGY0w.mp4\n",
      "Output directory output/'Me and Julio Down by the Schoolyard' (Paul Simon) Ukulele Play-Along!-ATtaAdYGY0w/\n",
      "Reading songs/'Me and Julio Down by the Schoolyard' (Paul Simon) Ukulele Play-Along!-ATtaAdYGY0w.mp4\n",
      "Reading frame chords...\n",
      "Finished reading frame chords.\n",
      "Creating chords intervals...\n",
      "Finished creating chord intervals.\n",
      "Extracting audio from video...\n",
      "Finished extracting audio from video.\n",
      "Creating audio snips...\n",
      "Finished creating audio snips.\n",
      "Cleaning up...\n",
      "Now reading songs/'One Note Samba' (Instrumental) Ukulele Play-Along!-NLmTQgjvZCM.mp4\n",
      "Output directory output/'One Note Samba' (Instrumental) Ukulele Play-Along!-NLmTQgjvZCM/\n",
      "Reading songs/'One Note Samba' (Instrumental) Ukulele Play-Along!-NLmTQgjvZCM.mp4\n",
      "Reading frame chords...\n",
      "Finished reading frame chords.\n",
      "Creating chords intervals...\n",
      "Finished creating chord intervals.\n",
      "Extracting audio from video...\n",
      "Finished extracting audio from video.\n",
      "Creating audio snips...\n",
      "Finished creating audio snips.\n",
      "Cleaning up...\n",
      "Now reading songs/'Only Mine' (Aldrine Guerrero) Ukulele Play-Along!-RM_WzZKvTso.mp4\n",
      "Output directory output/'Only Mine' (Aldrine Guerrero) Ukulele Play-Along!-RM_WzZKvTso/\n",
      "Reading songs/'Only Mine' (Aldrine Guerrero) Ukulele Play-Along!-RM_WzZKvTso.mp4\n",
      "Reading frame chords...\n",
      "Finished reading frame chords.\n",
      "Creating chords intervals...\n",
      "Finished creating chord intervals.\n",
      "Extracting audio from video...\n",
      "Finished extracting audio from video.\n",
      "Creating audio snips...\n",
      "Finished creating audio snips.\n",
      "Cleaning up...\n",
      "Now reading songs/'Oye Como Va' (Santana) Ukulele Play-Along!-DjqYfBPIz-o.mp4\n",
      "Output directory output/'Oye Como Va' (Santana) Ukulele Play-Along!-DjqYfBPIz-o/\n",
      "Reading songs/'Oye Como Va' (Santana) Ukulele Play-Along!-DjqYfBPIz-o.mp4\n",
      "Reading frame chords...\n",
      "Finished reading frame chords.\n",
      "Creating chords intervals...\n",
      "Finished creating chord intervals.\n",
      "Extracting audio from video...\n",
      "Finished extracting audio from video.\n",
      "Creating audio snips...\n",
      "Finished creating audio snips.\n",
      "Cleaning up...\n",
      "Now reading songs/'Say It Ain't So' (Weezer) Ukulele Play-Along-nDUXVVx-jnQ.mp4\n",
      "Output directory output/'Say It Ain't So' (Weezer) Ukulele Play-Along-nDUXVVx-jnQ/\n",
      "Reading songs/'Say It Ain't So' (Weezer) Ukulele Play-Along-nDUXVVx-jnQ.mp4\n",
      "Reading frame chords...\n",
      "Finished reading frame chords.\n",
      "Creating chords intervals...\n",
      "Finished creating chord intervals.\n",
      "Extracting audio from video...\n",
      "Finished extracting audio from video.\n",
      "Creating audio snips...\n",
      "Finished creating audio snips.\n",
      "Cleaning up...\n",
      "Now reading songs/'Scar Tissue' (by Red Hot Chili Peppers) Ukulele Play-Along!--GxlGDXgT-I.mp4\n",
      "Output directory output/'Scar Tissue' (by Red Hot Chili Peppers) Ukulele Play-Along!--GxlGDXgT-I/\n",
      "Reading songs/'Scar Tissue' (by Red Hot Chili Peppers) Ukulele Play-Along!--GxlGDXgT-I.mp4\n",
      "Reading frame chords...\n",
      "Finished reading frame chords.\n",
      "Creating chords intervals...\n",
      "Finished creating chord intervals.\n",
      "Extracting audio from video...\n",
      "Finished extracting audio from video.\n",
      "Creating audio snips...\n",
      "Finished creating audio snips.\n",
      "Cleaning up...\n",
      "Now reading songs/'Summer Paradise' (Simple Plan) Ukulele Play-Along!-HskwH5BvWL8.mp4\n",
      "Output directory output/'Summer Paradise' (Simple Plan) Ukulele Play-Along!-HskwH5BvWL8/\n",
      "Reading songs/'Summer Paradise' (Simple Plan) Ukulele Play-Along!-HskwH5BvWL8.mp4\n",
      "Reading frame chords...\n",
      "Finished reading frame chords.\n",
      "Creating chords intervals...\n",
      "Finished creating chord intervals.\n",
      "Extracting audio from video...\n",
      "Finished extracting audio from video.\n",
      "Creating audio snips...\n",
      "Finished creating audio snips.\n",
      "Cleaning up...\n",
      "Now reading songs/'Sweet Home Alabama' (Lynyrd Skynyrd) - Ukulele Play-Along!-LDCzpvvSvjY.mp4\n",
      "Output directory output/'Sweet Home Alabama' (Lynyrd Skynyrd) - Ukulele Play-Along!-LDCzpvvSvjY/\n",
      "Reading songs/'Sweet Home Alabama' (Lynyrd Skynyrd) - Ukulele Play-Along!-LDCzpvvSvjY.mp4\n",
      "Reading frame chords...\n",
      "Finished reading frame chords.\n",
      "Creating chords intervals...\n",
      "Finished creating chord intervals.\n",
      "Extracting audio from video...\n",
      "Finished extracting audio from video.\n",
      "Creating audio snips...\n",
      "Finished creating audio snips.\n",
      "Cleaning up...\n",
      "Now reading songs/'Take On Me' (A-Ha) Ukulele Play-Along!-DeMWKwg61aU.mp4\n",
      "Output directory output/'Take On Me' (A-Ha) Ukulele Play-Along!-DeMWKwg61aU/\n",
      "Reading songs/'Take On Me' (A-Ha) Ukulele Play-Along!-DeMWKwg61aU.mp4\n",
      "Reading frame chords...\n",
      "Finished reading frame chords.\n",
      "Creating chords intervals...\n",
      "Finished creating chord intervals.\n",
      "Extracting audio from video...\n",
      "Finished extracting audio from video.\n",
      "Creating audio snips...\n",
      "Finished creating audio snips.\n",
      "Cleaning up...\n",
      "Now reading songs/'The Christmas Song' (Nat King Cole) Ukulele Play-Along!-jNdlMvaB_hQ.mp4\n",
      "Output directory output/'The Christmas Song' (Nat King Cole) Ukulele Play-Along!-jNdlMvaB_hQ/\n",
      "Reading songs/'The Christmas Song' (Nat King Cole) Ukulele Play-Along!-jNdlMvaB_hQ.mp4\n",
      "Reading frame chords...\n",
      "Finished reading frame chords.\n",
      "Creating chords intervals...\n",
      "Finished creating chord intervals.\n",
      "Extracting audio from video...\n",
      "Finished extracting audio from video.\n",
      "Creating audio snips...\n",
      "Finished creating audio snips.\n",
      "Cleaning up...\n",
      "Now reading songs/'Under The Bridge' (Red Hot Chili Peppers) Ukulele Play-Along!-I6fqABle09E.mp4\n",
      "Output directory output/'Under The Bridge' (Red Hot Chili Peppers) Ukulele Play-Along!-I6fqABle09E/\n",
      "Reading songs/'Under The Bridge' (Red Hot Chili Peppers) Ukulele Play-Along!-I6fqABle09E.mp4\n",
      "Reading frame chords...\n",
      "Finished reading frame chords.\n",
      "Creating chords intervals...\n",
      "Finished creating chord intervals.\n",
      "Extracting audio from video...\n",
      "Finished extracting audio from video.\n",
      "Creating audio snips...\n",
      "Finished creating audio snips.\n",
      "Cleaning up...\n",
      "Now reading songs/'Uptown Funk' (Mark Ronson feat. Bruno Mars) Ukulele Play-Along!-qefaeyjaOq4.mp4\n",
      "Output directory output/'Uptown Funk' (Mark Ronson feat. Bruno Mars) Ukulele Play-Along!-qefaeyjaOq4/\n",
      "Reading songs/'Uptown Funk' (Mark Ronson feat. Bruno Mars) Ukulele Play-Along!-qefaeyjaOq4.mp4\n",
      "Reading frame chords...\n",
      "Finished reading frame chords.\n",
      "Creating chords intervals...\n",
      "Finished creating chord intervals.\n",
      "Extracting audio from video...\n",
      "Finished extracting audio from video.\n",
      "Creating audio snips...\n",
      "Finished creating audio snips.\n",
      "Cleaning up...\n",
      "Now reading songs/'Wanted Dead or Alive' (Bon Jovi) Ukulele Play-Along!-9mvxDa57o0w.mp4\n",
      "Output directory output/'Wanted Dead or Alive' (Bon Jovi) Ukulele Play-Along!-9mvxDa57o0w/\n",
      "Reading songs/'Wanted Dead or Alive' (Bon Jovi) Ukulele Play-Along!-9mvxDa57o0w.mp4\n",
      "Reading frame chords...\n",
      "Finished reading frame chords.\n",
      "Creating chords intervals...\n",
      "Finished creating chord intervals.\n",
      "Extracting audio from video...\n",
      "Finished extracting audio from video.\n",
      "Creating audio snips...\n",
      "Finished creating audio snips.\n",
      "Cleaning up...\n",
      "Now reading songs/'Watching You Watch Him' (Eric Hutchinson) Ukulele Play-Along!-LEH7DKiLXMA.mp4\n",
      "Output directory output/'Watching You Watch Him' (Eric Hutchinson) Ukulele Play-Along!-LEH7DKiLXMA/\n",
      "Reading songs/'Watching You Watch Him' (Eric Hutchinson) Ukulele Play-Along!-LEH7DKiLXMA.mp4\n",
      "Reading frame chords...\n",
      "Finished reading frame chords.\n",
      "Creating chords intervals...\n",
      "Finished creating chord intervals.\n",
      "Extracting audio from video...\n",
      "Finished extracting audio from video.\n",
      "Creating audio snips...\n",
      "Finished creating audio snips.\n",
      "Cleaning up...\n",
      "Now reading songs/'White Christmas' (Bing Crosby) - Ukulele Play-Along!-pXEMfIWVx5o.mp4\n",
      "Output directory output/'White Christmas' (Bing Crosby) - Ukulele Play-Along!-pXEMfIWVx5o/\n",
      "Reading songs/'White Christmas' (Bing Crosby) - Ukulele Play-Along!-pXEMfIWVx5o.mp4\n",
      "Reading frame chords...\n",
      "Finished reading frame chords.\n",
      "Creating chords intervals...\n",
      "Finished creating chord intervals.\n",
      "Extracting audio from video...\n",
      "Finished extracting audio from video.\n",
      "Creating audio snips...\n",
      "Finished creating audio snips.\n",
      "Cleaning up...\n",
      "Now reading songs/'Wishing On Your Love' (Sammy J) Ukulele Play-Along!-riBnp1K2SNw.mp4\n",
      "Output directory output/'Wishing On Your Love' (Sammy J) Ukulele Play-Along!-riBnp1K2SNw/\n",
      "Reading songs/'Wishing On Your Love' (Sammy J) Ukulele Play-Along!-riBnp1K2SNw.mp4\n",
      "Reading frame chords...\n",
      "Finished reading frame chords.\n",
      "Creating chords intervals...\n",
      "Finished creating chord intervals.\n",
      "Extracting audio from video...\n",
      "Finished extracting audio from video.\n",
      "Creating audio snips...\n",
      "Finished creating audio snips.\n",
      "Cleaning up...\n"
     ]
    }
   ],
   "source": [
    "video_ocr.video_list_to_audio_snips(videos, True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Profiling #\n",
    "\n",
    "Run this code to profile the get_active_chord function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reading songs/'(I Can't Get No) Satisfaction' (The Rolling Stones) Ukulele Play-Along!-kXSIr2lumOE.mp4\n",
      "7491.0\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "video = videos[0]\n",
    "print \"Reading \" + video\n",
    "vidcap = cv2.VideoCapture(video)\n",
    "print(vidcap.get(cv2.cv.CV_CAP_PROP_FRAME_COUNT))\n",
    "vidcap.isOpened()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def read_frames(nb_frames):\n",
    "    frame_chords = []\n",
    "    previous_frame = None\n",
    "    for i in range(nb_frames):\n",
    "        success,image = vidcap.read()\n",
    "        frame_chords.append(get_active_chord(image))\n",
    "    return frame_chords"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# run cprofilev cprofile_output.txt\n",
    "pr = cProfile.Profile()\n",
    "pr.runctx('read_frames(500)', None, locals())\n",
    "pr.dump_stats(\"cprofile_output.txt\")"
   ]
  }
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