{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Инфраструктура Python. Медиа"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "todo\n",
    "Видео / анимация\n",
    "* открыть из файла\n",
    "* Скачать видео с youtube\n",
    "* видео с экрана\n",
    "* видео с вебкамеры\n",
    "* отобразить в IPython\n",
    "* извлечь аудио\n",
    "* извлечь кадры\n",
    "* Сшить обратно видео из кадров и аудио\n",
    "* Стримить (клиент-браузер? клиент-плеер?)\n",
    "\n",
    "Аудио\n",
    "* отобразить в IPython\n",
    "* ID3\n",
    "* поменять частоты\n",
    "* переконвертировать\n",
    "* сгенерировать речь TTS\n",
    "* подшить\n",
    "* распознать речь\n",
    "* спектрограмма\n",
    "* MFCC -> t-SNE?\n",
    "\n",
    "Изображения\n",
    "* resize, rotate\n",
    "* EXIF\n",
    "* надписи, рисование\n",
    "* блур\n",
    "* сделать цветокоррекцию\n",
    "* сохранить кадр отдельно\n",
    "* отобразить в IPython\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "http://imageio.readthedocs.io/en/stable/userapi.html\n",
    "    \n",
    "http://imageio.readthedocs.io/en/latest/examples.html\n",
    "        \n",
    "https://github.com/Zulko/moviepy/blob/master/moviepy/video/io/gif_writers.py\n",
    "    \n",
    "https://github.com/marso329/python-video-streamer\n",
    "\n",
    "http://pillow.readthedocs.io/en/stable/handbook/tutorial.html#image-sequences"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Изображения"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Python в качестве GD использует библиотеку PIL http://pillow.readthedocs.io/en/latest/reference/Image.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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410rBUcM/HMXPEABDdSaM1QatoT7mzOBayvAbPJZVIDLT5I1aAIAbNS9BiDCk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kg+9rFLB45VbdtdsULYt2uySkk0EmSsLIiiqovnnxs9wQY2D+oDFIRFGx4H8OQ93rDLlbLtuoFg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\nDv7UL18AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=191x192 at 0x1DEB6C18>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import PIL.Image, PIL.ImageDraw, PIL.ImageFont\n",
    "im = PIL.Image.open('files/wireshark.png')\n",
    "im.thumbnail((192,192), PIL.Image.ANTIALIAS)\n",
    "stars = randint(0, 191, (2000,2))\n",
    "for star in stars:\n",
    "    im.putpixel((star[0], star[1]), (255,0,0))\n",
    "\n",
    "dr = PIL.ImageDraw.Draw(im)\n",
    "dr.line((0,0, 200,200), fill=(255,128,0), width=3)\n",
    "dr.rectangle((160,10,180,30), fill=(255,255,0))\n",
    "dr.text((5,155), 'Hello', fill=(0,0,255), font=PIL.ImageFont.truetype('c:/windows/fonts/trebuc.ttf', 32))\n",
    "im"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "todo im.resize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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NJgRD+NVXiOdfEPbuwgImxCJEEIkUPQ4kHDmWU1KkrKmGs7sEh8Zd2RZTYZ4j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\ns/zJynJJIiFgnE7Tq9esW7P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XrdsUZrgUQ8hkUpMMiLffxM+/gA4ePNdOZGzR/fdDWxu8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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=191x192 at 0x16FC7C88>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "im.rotate(45, PIL.Image.BICUBIC)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Для конвертации между цветовыми схемами RGB, HSV, HLS, YIQ служит встроенная библиотека `colorsys`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import colorsys"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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gttTVCUB1dQKq6nt5Aqwwd5idF2Dq6gScV9+B+SRq7yFQyZ1GOZKrKEfjeJQnFvTnyRV/\ngByZfXJUVyegqt4a6GNOiZHclfYOca3YlTbGuLXliG+Zx9M61XbBkVr1OOw03iMpvspV7e+YUib3\nJ7zgSfUn21Qkb1JX5EF1xIyp+2t3qMutH6Le24/JHb2R/AEbUCXHosi3oeSWZEAdp/rqrYFO0/p1\n6iK5Y6RbAX6oWv2tBZM4folT/+DVWJrWjlBb8vEkPnb8K7ljsFfVMdh9dWf3qatzGmaS/w/Uv5L7\nqCj/Iy+/55vULyIXyd0RbuV1isV4E29TuSv8h18iuf+R18pvUf9K7n/kgfJLyP8DdhoDtRObbNcA\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=500x50 at 0x171A50F0>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "H, W = 50, 500\n",
    "im = zeros((H, W, 3))\n",
    "for i in range(H):\n",
    "    for j in range(W):\n",
    "        h = float(j) / W\n",
    "        s = float(i) / H\n",
    "        im[i,j,:] = colorsys.hsv_to_rgb(h,s,1)\n",
    "PIL.Image.fromarray((im * 255).astype(uint8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'ApertureValue': (170, 32),\n",
       " 'ColorSpace': 65535,\n",
       " 'ComponentsConfiguration': '\\x01\\x02\\x03\\x00',\n",
       " 'CompressedBitsPerPixel': (5, 1),\n",
       " 'CustomRendered': 0,\n",
       " 'DateTime': u'2006:03:02 11:07:04',\n",
       " 'DateTimeDigitized': u'2006:02:11 11:06:37',\n",
       " 'DateTimeOriginal': u'2006:02:11 11:06:37',\n",
       " 'DigitalZoomRatio': (2272, 2272),\n",
       " 'ExifImageHeight': 852,\n",
       " 'ExifImageWidth': 1136,\n",
       " 'ExifOffset': 240,\n",
       " 'ExifVersion': '0220',\n",
       " 'ExposureBiasValue': (0, 3),\n",
       " 'ExposureMode': 0,\n",
       " 'ExposureTime': (1, 500),\n",
       " 'FNumber': (63, 10),\n",
       " 'FileSource': '\\x03',\n",
       " 'Flash': 24,\n",
       " 'FlashPixVersion': '0100',\n",
       " 'FocalLength': (749, 32),\n",
       " 'FocalPlaneResolutionUnit': 2,\n",
       " 'FocalPlaneXResolution': (2272000, 280),\n",
       " 'FocalPlaneYResolution': (1704000, 210),\n",
       " 'GPSInfo': {'GPSAltitude': (304, 1),\n",
       "  'GPSAltitudeRef': '\\x00',\n",
       "  'GPSLatitude': ((33, 1), (52, 1), (129675, 4096)),\n",
       "  'GPSLatitudeRef': u'N',\n",
       "  'GPSLongitude': ((116, 1), (18, 1), (23882, 4096)),\n",
       "  'GPSLongitudeRef': u'W',\n",
       "  'GPSMapDatum': u'WGS-84',\n",
       "  'GPSVersionID': '\\x02\\x00\\x00\\x00'},\n",
       " 'Make': u'Canon',\n",
       " 'MaxApertureValue': (147, 32),\n",
       " 'MeteringMode': 5,\n",
       " 'Model': u'Canon PowerShot A80',\n",
       " 'Orientation': 1,\n",
       " 'ResolutionUnit': 2,\n",
       " 'SceneCaptureType': 0,\n",
       " 'SensingMethod': 2,\n",
       " 'ShutterSpeedValue': (287, 32),\n",
       " 'Software': u'Adobe Photoshop Elements 2.0',\n",
       " 'UserComment': '\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00',\n",
       " 'WhiteBalance': 0,\n",
       " 'XResolution': (180, 1),\n",
       " 'YCbCrPositioning': 1,\n",
       " 'YResolution': (180, 1)}"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import PIL.ExifTags, PIL.Image\n",
    "im = PIL.Image.open(\"C:\\\\Users\\\\User\\\\Downloads\\\\IMG_4692.jpg\")\n",
    "exif = {PIL.ExifTags.TAGS.get(k, k): v for k, v in im._getexif().items()}\n",
    "if 'GPSInfo' in exif:\n",
    "    exif['GPSInfo'] = {PIL.ExifTags.GPSTAGS.get(k, k): v for k, v in exif['GPSInfo'].items()}\n",
    "exif"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```\n",
    "33 52' 31.65\" N 116 18' 5.83\" W\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "todo http://scikit-image.org/docs/dev/api/api.html\n",
    "\n",
    "skimage.color, skimage.data, skimage.draw, skimage.feature, skimage.filter, skimage.io, skimage.measure, skimage.segmentation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```\n",
    "conda install scikit-image\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import skimage.filters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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KUgqlVmpd9qShwcobAiGvMawUKQXzJAC5U5eFdrlE/4UpEIY1dEjYGcQu2JmM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q8t6HwyZV9+S5ule3rz82mV/pa8aYbdrFCzqixAhRr4wKf+XKfrvvuu0ZyBwVkITWbxCM/1E/9w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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1f5eecf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ima_ = skimage.filters.gaussian_filter(array(im), 2.0, multichannel=True)\n",
    "imshow(ima_);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Аудио"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Лучшим найденным оффлайн-движком распознавания речи оказался `pocketsphinx`, обертка для которого есть в библиотеке `SpeechRecognition`. Увы, он поддерживает только английский, французский, китайский и итальянский языки."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```\n",
    "pip install SpeechRecognition\n",
    "pip install https://github.com/Uberi/speech_recognition/raw/master/third-party/pocketsphinx-0.1.3-cp27-cp27m-win_amd64.whl\n",
    "или pip install pocketsphinx\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline\n",
    "import moviepy.audio.io.AudioFileClip\n",
    "import speech_recognition"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Попробуем распознать первые 30 секунд речи Фейнмана https://www.youtube.com/watch?v=v3pYRn5j7oI&list=PL322C334F17FABB17 и сравним с гугловыми субтитрами. Сырую звуковую дорожку в формате AAC `speech_recognition.AudioFile` понимать отказался."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "todo youtube_dl?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "438.07 44100\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:py.warnings:C:\\Users\\User\\Anaconda2\\lib\\site-packages\\moviepy\\audio\\io\\readers.py:198: UserWarning: Error in file C:\\Users\\User\\Desktop\\feinman_audio.aac, At time t=426.75-427.88 seconds, indices wanted: 82099-132018, but len(buffer)=82100\n",
      "index 82100 is out of bounds for axis 0 with size 82100\n",
      "  UserWarning)\n",
      "\n",
      "WARNING:py.warnings:C:\\Users\\User\\Anaconda2\\lib\\site-packages\\moviepy\\audio\\io\\readers.py:198: UserWarning: Error in file C:\\Users\\User\\Desktop\\feinman_audio.aac, At time t=427.88-429.01 seconds, indices wanted: 82099-132018, but len(buffer)=82100\n",
      "index 82100 is out of bounds for axis 0 with size 82100\n",
      "  UserWarning)\n",
      "\n",
      "WARNING:py.warnings:C:\\Users\\User\\Anaconda2\\lib\\site-packages\\moviepy\\audio\\io\\readers.py:198: UserWarning: Error in file C:\\Users\\User\\Desktop\\feinman_audio.aac, At time t=429.01-430.15 seconds, indices wanted: 82099-132017, but len(buffer)=82100\n",
      "index 82100 is out of bounds for axis 0 with size 82100\n",
      "  UserWarning)\n",
      "\n",
      "WARNING:py.warnings:C:\\Users\\User\\Anaconda2\\lib\\site-packages\\moviepy\\audio\\io\\readers.py:198: UserWarning: Error in file C:\\Users\\User\\Desktop\\feinman_audio.aac, At time t=430.15-431.28 seconds, indices wanted: 82099-132018, but len(buffer)=82100\n",
      "index 82100 is out of bounds for axis 0 with size 82100\n",
      "  UserWarning)\n",
      "\n",
      "WARNING:py.warnings:C:\\Users\\User\\Anaconda2\\lib\\site-packages\\moviepy\\audio\\io\\readers.py:198: UserWarning: Error in file C:\\Users\\User\\Desktop\\feinman_audio.aac, At time t=431.28-432.41 seconds, indices wanted: 82099-132017, but len(buffer)=82100\n",
      "index 82100 is out of bounds for axis 0 with size 82100\n",
      "  UserWarning)\n",
      "\n",
      "WARNING:py.warnings:C:\\Users\\User\\Anaconda2\\lib\\site-packages\\moviepy\\audio\\io\\readers.py:198: UserWarning: Error in file C:\\Users\\User\\Desktop\\feinman_audio.aac, At time t=432.41-433.54 seconds, indices wanted: 82099-132018, but len(buffer)=82100\n",
      "index 82100 is out of bounds for axis 0 with size 82100\n",
      "  UserWarning)\n",
      "\n",
      "WARNING:py.warnings:C:\\Users\\User\\Anaconda2\\lib\\site-packages\\moviepy\\audio\\io\\readers.py:198: UserWarning: Error in file C:\\Users\\User\\Desktop\\feinman_audio.aac, At time t=433.54-434.67 seconds, indices wanted: 82099-132018, but len(buffer)=82100\n",
      "index 82100 is out of bounds for axis 0 with size 82100\n",
      "  UserWarning)\n",
      "\n",
      "WARNING:py.warnings:C:\\Users\\User\\Anaconda2\\lib\\site-packages\\moviepy\\audio\\io\\readers.py:198: UserWarning: Error in file C:\\Users\\User\\Desktop\\feinman_audio.aac, At time t=434.67-435.81 seconds, indices wanted: 82099-132017, but len(buffer)=82100\n",
      "index 82100 is out of bounds for axis 0 with size 82100\n",
      "  UserWarning)\n",
      "\n",
      "WARNING:py.warnings:C:\\Users\\User\\Anaconda2\\lib\\site-packages\\moviepy\\audio\\io\\readers.py:198: UserWarning: Error in file C:\\Users\\User\\Desktop\\feinman_audio.aac, At time t=435.81-436.94 seconds, indices wanted: 82099-132018, but len(buffer)=82100\n",
      "index 82100 is out of bounds for axis 0 with size 82100\n",
      "  UserWarning)\n",
      "\n",
      "WARNING:py.warnings:C:\\Users\\User\\Anaconda2\\lib\\site-packages\\moviepy\\audio\\io\\readers.py:198: UserWarning: Error in file C:\\Users\\User\\Desktop\\feinman_audio.aac, At time t=436.94-438.07 seconds, indices wanted: 82099-132018, but len(buffer)=82100\n",
      "index 82100 is out of bounds for axis 0 with size 82100\n",
      "  UserWarning)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(19318887L, 2L) float64\n",
      "38637774\n"
     ]
    }
   ],
   "source": [
    "audio = moviepy.audio.io.AudioFileClip.AudioFileClip(\"C:\\\\Users\\\\User\\\\Desktop\\\\feinman_audio.aac\")\n",
    "print audio.duration, audio.fps\n",
    "arr = audio.to_soundarray()\n",
    "print arr.shape, arr.dtype\n",
    "arr_h = (arr[:,0] * (2 ** 16)).astype(uint16)\n",
    "arr_hs = str(arr_h.data)\n",
    "print len(arr_hs)\n",
    "audio_fragment = arr_hs[:30 * audio.fps * 2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "recognize_audio = speech_recognition.AudioData(audio_fragment, audio.fps, 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#with speech_recognition.AudioFile(\"C:\\\\Users\\\\User\\\\Desktop\\\\feinman_audio.mp3\") as source:\n",
    "#    recognize_audio = r.record(source)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#with speech_recognition.Microphone() as source:\n",
    "#    recognize_audio = r.listen(source)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 15.9 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "recognized = speech_recognition.Recognizer().recognize_sphinx(recognize_audio, language=\"en-US\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"it's interesting that some big fight science that so easy and others five hundred dollar difficult to his thirty two to some of them 'cause he didn't have a wider think perhaps will also be trimmed with lots of people love music and i'm the county to the youth and with a great deal of pleasure and i'll let the people who love pleasure who finds time to go to the case of science and that one of the things\""
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "recognized"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "recognized_google = '''\n",
    "it's interesting that some people find science so easy and others find it kind of dull and difficult\n",
    "especially kids you know some of them are just heat it up and I don't know why it is it's the same perhaps but also\n",
    "teach for instance lots of people love music and I never could carry a tune and it's I lose a great deal of pleasure\n",
    "out of that and I think people lose a lot of pleasure who find a science doll in the case of science you think that\n",
    "one of the things that make it very difficult is it takes\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from ultra import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "            <style>\n",
       "                /*ins { color: green; background: #dfd; text-decoration: none; }\n",
       "                del { color: red; background: #fdd; text-decoration: none; }*/\n",
       "                ins { background: green; color: white; text-decoration: none; }\n",
       "                del { background: red; color: white; text-decoration: none; }\n",
       "            </style>\n",
       "            <pre><ins>\n",
       "</ins>it's interesting that some <del>big</del><ins>people</ins> fi<del>ght</del><ins>nd</ins> science <del>that </del>so easy and others fi<del>ve hu</del>nd<del>re</del><ins> it kin</ins>d <ins>of </ins>d<del>o</del><ins>u</ins>ll<ins> </ins>a<del>r</del><ins>nd</ins> difficult<ins>\n",
       "especially</ins> <del>to h</del><ins>k</ins>i<ins>d</ins>s <del>thirt</del>y<del> tw</del>o<ins>u</ins> <del>t</del><ins>kn</ins>o<ins>w</ins> some of them <del>'c</del>a<ins>re j</ins>us<del>e</del><ins>t</ins> he<ins>at it up and I</ins> d<del>id</del><ins>o</ins>n't <del>have a</del><ins>know</ins> w<ins>hy </ins>i<del>der</del><ins>t is it's</ins> th<del>ink</del><ins>e</ins> <ins>same </ins>perhaps <del>will</del><ins>but</ins> also<ins>\n",
       "teach</ins> <del>b</del><ins>for instanc</ins>e <del>trimmed with </del>lots of people love music and <del>i'm</del><ins>I</ins> <del>th</del><ins>n</ins>e<ins>ver</ins> cou<del>nt</del><ins>ld carr</ins>y <del>to</del><ins>a</ins> t<del>h</del><ins>un</ins>e <del>youth </del>and <del>w</del>it<del>h</del><ins>'s</ins> <ins>I lose </ins>a great deal of pleasure<ins>\n",
       "out</ins> <ins>of that </ins>and <del>i'll let</del><ins>I</ins> th<del>e</del><ins>ink</ins> people <del>wh</del><ins>l</ins>o<ins>se a</ins> lo<del>ve</del><ins>t</ins> <ins>of </ins>pleasure who find<ins> a </ins>s<del> t</del><ins>c</ins>i<del>m</del><ins>enc</ins>e <del>t</del><ins>d</ins>o<ins>ll</ins> <del>go</del><ins>in</ins> <del>to </del>the case of science <del>a</del><ins>you thi</ins>n<del>d</del><ins>k</ins> that<del> </del><ins>\n",
       "</ins>one of the things<ins> that make it very difficult is it takes\n",
       "</ins></pre>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_diff(recognized, recognized_google)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Даже не совсем чушь"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "todo\n",
    "\n",
    "    pydub, pyaudio? fft, wavelets, разный DSP\n",
    "        pyeeg is the one that has very good fractal dimensions computation but not installed here\n",
    "        LPF with features\n",
    "        signal.firwin signal.lfilter\n",
    "        Shannon's entropy, spectral edge frequency and correlation matrix\n",
    "        segments corresponding to frequency bands\n",
    "        lvl = np.array([0.1, 4, 8, 12, 30, 70, 180])  # Frequency levels in Hz\n",
    "        correlation matrix and its eigenvalues (b/w channels) (b/w freq)\n",
    "        Spectral entropy for dyadic bands\n",
    "        number of dyadic levels\n",
    "        power spectrum at each dyadic level\n",
    "        Fractal dimensions pyeeg.pfd pyeeg.hfd pyeeg.hurst pyeeg.hjorth\n",
    "        Skewness Kurtosis\n",
    "\n",
    "    import pyttsx -- похоже не умеет писать в файл\n",
    "\n",
    "    как проиграть звук? -- ultra.tada воспроизвести файл tada.wav (мб из строки?)\n",
    "    Написать функцию bingo, извещающую о конце долгой операции в ипутхоне\n",
    "\n",
    "    чтение-запись ID3?\n",
    "\n",
    "\n",
    "    import scipy.io\n",
    "    import scipy.io.wavfile\n",
    "    wavfile.write('file.wav', 44100, data)\n",
    "\n",
    "    rate, x = wavfile.read...\n",
    "    specgram(x)\n",
    "    specgram(muson, NFFT=1024, Fs=частота дискретизации (число отсчетов в секунду), noverlap=900);\n",
    "    noverlap : integer The number of points of overlap between blocks. The default value is 128. -- насколько перекрываются блоки для FFT (размером NFFT, noverlap должен быть 0..NFFT-1)\n",
    "\n",
    "    Мел-кепстральными коэффициентами распознавать числа от 0 до 9, произнесенные TTS-движком"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Видео"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Для удобного создания видео можно использовать библиотеку `moviepy`, которая умеет все, что умеет ffmpeg (в том числе webm &rarr; gif) и умеет качать его при необходимости. http://zulko.github.io/moviepy/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "[MoviePy] Building file img2.gif with imageio\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 98%|████████████████████████████████████████▏| 50/51 [00:00<00:00, 495.05it/s]\n"
     ]
    }
   ],
   "source": [
    "from moviepy.editor import VideoClip\n",
    "from PIL import Image\n",
    "import numpy, math\n",
    "\n",
    "w, h = 64, 64\n",
    "\n",
    "def make_frame(t):\n",
    "    antialias = 4\n",
    "    c = int((math.sin(t * math.pi) + 1.0) / 2 * 255)\n",
    "    im = Image.new(\"RGB\", (w * antialias, h * antialias), (c, c, c))\n",
    "    im = im.resize((w, h), Image.LANCZOS)\n",
    "    return numpy.asarray(im)\n",
    "\n",
    "clip = VideoClip(make_frame, duration=2.0)\n",
    "clip.write_gif(\"img2.gif\", fps=25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 98%|████████████████████████████████████████▏| 50/51 [00:00<00:00, 304.88it/s]\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div align=middle><video 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controls>Sorry, seems like your browser doesn't support HTML5 audio/video</video></div>"
      ],
      "text/plain": [
       "<moviepy.video.io.html_tools.HTML2 object>"
      ]
     },
     "execution_count": 145,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clip.ipython_display(fps=25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "im = PIL.Image.open('19505730.gif')\n",
    "frames = [frame.convert('RGB') for frame in PIL.ImageSequence.Iterator(im)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import imageio\n",
    "from io import BytesIO"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "14857318"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "io = BytesIO()\n",
    "writer = imageio.get_writer(io, format='gif')\n",
    "for frame in frames:\n",
    "    writer.append_data(array(frame))\n",
    "writer.close()\n",
    "len(io.getvalue())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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A0AZAo9FGQFMLdZ3YTF5ho9FoWj/aCOzHJFasJLZaSF7Bkq7yrryKJd2YfHWV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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x181a9080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "im_screen = imageio.imread('<screen>')\n",
    "imshow(im_screen);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "todo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "not a PNG file",
     "output_type": "error",
     "traceback": [
      "\u001b[1;36m  File \u001b[1;32m\"<string>\"\u001b[1;36m, line \u001b[1;32munknown\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m not a PNG file\n"
     ]
    }
   ],
   "source": [
    "im_screen = imageio.imread('<video0>')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import PIL.ImageSequence"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "64 127.0 64 143.0 64 159.0 64 174.0 64 188.0 64 202.0 64 214.0 64 225.0 64 235.0 64 242.0 64 248.0 64 252.0 64 254.0 64 254.0 64 252.0 64 248.0 64 242.0 64 235.0 64 225.0 64 214.0 64 202.0 64 188.0 64 174.0 64 159.0 64 143.0 64 127.0 64 111.0 64 95.0 64 80.0 64 66.0 64 52.0 64 40.0 64 29.0 64 19.0 64 12.0 64 6.0 64 2.0 64 0.0 64 0.0 64 2.0 64 6.0 64 12.0 64 19.0 64 29.0 64 40.0 64 52.0 64 66.0 64 80.0 64 95.0 64 111.0\n"
     ]
    }
   ],
   "source": [
    "im = PIL.Image.open('img2.gif')\n",
    "for frame in PIL.ImageSequence.Iterator(im):\n",
    "    print frame.width, array(frame.convert('RGB')).mean(),"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "Could not find a format to write the specified file in mode '?'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-47-11905e1f76a7>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mio\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mBytesIO\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      2\u001b[0m \u001b[0mio\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mBytesIO\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[0mclip\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwrite_gif\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mio\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfps\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m25\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m<decorator-gen-179>\u001b[0m in \u001b[0;36mwrite_gif\u001b[1;34m(self, filename, fps, program, opt, fuzz, verbose, loop, dispose, colors, tempfiles)\u001b[0m\n",
      "\u001b[1;32mC:\\Users\\User\\Anaconda2\\lib\\site-packages\\moviepy\\decorators.pyc\u001b[0m in \u001b[0;36mrequires_duration\u001b[1;34m(f, clip, *a, **k)\u001b[0m\n\u001b[0;32m     52\u001b[0m         \u001b[1;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Attribute 'duration' not set\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     53\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 54\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mclip\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mk\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     55\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     56\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m<decorator-gen-178>\u001b[0m in \u001b[0;36mwrite_gif\u001b[1;34m(self, filename, fps, program, opt, fuzz, verbose, loop, dispose, colors, tempfiles)\u001b[0m\n",
      "\u001b[1;32mC:\\Users\\User\\Anaconda2\\lib\\site-packages\\moviepy\\decorators.pyc\u001b[0m in \u001b[0;36mconvert_masks_to_RGB\u001b[1;34m(f, clip, *a, **k)\u001b[0m\n\u001b[0;32m     20\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mclip\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mismask\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     21\u001b[0m         \u001b[0mclip\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mclip\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mto_RGB\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 22\u001b[1;33m     \u001b[1;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mclip\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mk\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     23\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     24\u001b[0m \u001b[1;33m@\u001b[0m\u001b[0mdecorator\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdecorator\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\Users\\User\\Anaconda2\\lib\\site-packages\\moviepy\\video\\VideoClip.pyc\u001b[0m in \u001b[0;36mwrite_gif\u001b[1;34m(self, filename, fps, program, opt, fuzz, verbose, loop, dispose, colors, tempfiles)\u001b[0m\n\u001b[0;32m    448\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mprogram\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m'imageio'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    449\u001b[0m             write_gif_with_image_io(self, filename, fps=fps, opt=opt, loop=loop,\n\u001b[1;32m--> 450\u001b[1;33m                                     verbose=verbose, colors=colors)\n\u001b[0m\u001b[0;32m    451\u001b[0m         \u001b[1;32melif\u001b[0m \u001b[0mtempfiles\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    452\u001b[0m             \u001b[1;31m# convert imageio opt variable to something that can be used with\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\Users\\User\\Anaconda2\\lib\\site-packages\\moviepy\\video\\io\\gif_writers.pyc\u001b[0m in \u001b[0;36mwrite_gif_with_image_io\u001b[1;34m(clip, filename, fps, opt, loop, colors, verbose)\u001b[0m\n\u001b[0;32m    279\u001b[0m         \u001b[0mquantizer\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mquantizer\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    280\u001b[0m         \u001b[0mpalettesize\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcolors\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 281\u001b[1;33m         \u001b[0mloop\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mloop\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    282\u001b[0m         )\n\u001b[0;32m    283\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\Users\\User\\Anaconda2\\lib\\site-packages\\imageio\\core\\functions.pyc\u001b[0m in \u001b[0;36mget_writer\u001b[1;34m(uri, format, mode, **kwargs)\u001b[0m\n\u001b[0;32m    168\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mformat\u001b[0m \u001b[1;32mis\u001b[0m \u001b[0mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    169\u001b[0m         raise ValueError('Could not find a format to write the specified file '\n\u001b[1;32m--> 170\u001b[1;33m                          'in mode %r' % mode)\n\u001b[0m\u001b[0;32m    171\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    172\u001b[0m     \u001b[1;31m# Return its writer object\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mValueError\u001b[0m: Could not find a format to write the specified file in mode '?'"
     ]
    }
   ],
   "source": [
    "from io import BytesIO\n",
    "io = BytesIO()\n",
    "clip.write_gif(io, fps=25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import IPython, PIL.Image\n",
    "from ultra import png2img, file_get\n",
    "IPython.display.HTML(png2img(file_get('img2.gif')).replace('image/png', 'image/gif'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAEAAAABACAMAAACdt4HsAAADAFBMVEV/f38AAAAAAAAAAAAAAAAA\nAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\nAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\nAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\nAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\nAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\nAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\nAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\nAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\nAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\nAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\nAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\nAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\nAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\nAAAAAAAAAAAAAABUbVzUAAAAG0lEQVR4nO3BgQAAAADDoPlT3+AEVQEAAAB8AxBAAAFGOA0dAAAA\nAElFTkSuQmCC\n",
      "text/plain": [
       "<PIL.GifImagePlugin.GifImageFile image mode=P size=64x64 at 0x1F60F400>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "PIL.Image.open('img2.gif')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "todo PIL не поддерживает анимированные гифки? IPython? Можно ли выводить APNG, чтобы не было проблем с цветами?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<img src=\"files/img2.gif\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import IPython\n",
    "IPython.display.HTML('<img src=\"files/img2.gif\">')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "todo Как писать видеофайлы в памяти?\n",
    "\n",
    "todo Как стримить?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "todo\n",
    "\n",
    "чтение-запись видео, анимации gif, webp -- pymedia? Pyffmpeg?\n",
    "\n",
    "    Как сделать видео, которое будет играться в видео-тэге\n",
    "\n",
    "    VIDEO_TAG = \"\"\"<video controls width=\"640\" height=\"360\">\n",
    "        <source src=\"data:video/webm;base64,{0}\" type=\"video/webm\">\n",
    "        Your browser does not support the video tag.\n",
    "    </video>\"\"\"\n",
    "    \n",
    "    или src=\"data:video/mp4;base64,...\"\n",
    "\n",
    "    anim.save(f.name, fps=fps, extra_args=['-vcodec', 'libvpx'])\n",
    "\n",
    "\n",
    "    ffmpeg -i {input}.mov -vcodec h264 -acodec aac -strict -2 {output}.mp4\n",
    "    поддерживаются ogv (Theora), mp4 (H.264), webm\n",
    "    ffmpeg -i test_mpeg.avi -codec:v libtheora -qscale:v 7 -codec:a libvorbis -qscale:a 5 output.ogv\n",
    "    Хорошо бы понять, как писать сразу в ogv http://experienceopencv.blogspot.com.tr/2012/04/adding-ogg-video-to-videowriter.html"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## QR"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Самой повседневной задачей классического машинного зрения, которая революционизировала логистику и розничную торговлю, является задача распознавания штрих-кодов. Их распознавание включено в библиотеку `zbar`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "todo сбилдить zbar, ZXing, zbarlight https://habr.com/post/213291/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "ImportError",
     "evalue": "No module named zbar",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mImportError\u001b[0m                               Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-52-0508e8fff600>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;32mimport\u001b[0m \u001b[0mzbar\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mImportError\u001b[0m: No module named zbar"
     ]
    }
   ],
   "source": [
    "import zbar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "qr = pyqrcode.create(\"HORN O.K. PLEASE.\")\n",
    "qr.png(\"horn.png\", scale=6)\n",
    "\n",
    "import qrtools\n",
    "qr = qrtools.QR()\n",
    "qr.decode(\"horn.png\")\n",
    "print qr.data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Классическое машинное зрение"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "todo OpenCV, image processing, фильтры Собеля, Viola-Jones framework, SURF\n",
    "\n",
    "https://github.com/handee/opencv-gettingstarted\n",
    "\n",
    "    opencv\n",
    "\thttp://anaconda.org/menpo/opencv все же есть opencv под анаконду?\n",
    "\tпохоже все же есть conda install opencv (2.4.10) -- http://anaconda.org/anaconda/opencv/files\n",
    "\n",
    "\tAnaconda Windows x64\n",
    "\tconda install -c http://conda.anaconda.org/menpo opencv\n",
    "\t\tчтобы работал cv2.VideoCapture из файла, надо взять свежий opencv и скопировать в Anaconda2/Lib/site-packages оттуда opencv\\build\\python\\2.7\\x64\\cv2.pyd и opencv\\build\\x64\\vc10\\bin\\opencv*.dll\n",
    "\t\thttp://stackoverflow.com/questions/23119413/how-to-install-python-opencv-through-conda/33908648"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Веб-камера? VideoCapture, an extension for accessing video devices.\n",
    "    \n",
    "VideoCapture.get(CV_CAP_PROP_POS_MSEC) # FRAME_COUNT, FPS, FRAME_WIDTH, FRAME_HEIGHT\n",
    "\n",
    "VideoCapture.set(CV_CAP_PROP_POS_FRAMES, frame_idx)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Вычитание фона, сегментация?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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4J1E8Tytwq7+X3gokjwErKe7YjNHQdvcpgewQ04XzagTFoRbQSVLvogFbg8wh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rSf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5Rb6dHlZh70/9XLX7jdL23e/zmxHNb1q+c6AtGXP7ia3RX53JSDCIFSDaN8xqNuTpDxB/iZ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\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1Y4DjJ3Cwj1QRhqiVRcRQp25xn9pNacuVhFZ3sOXsFNCGNszKRvE9Qx0ITC8m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\nvxtkqia+ax7vAbC3H2AepN8/uKj1sIqsR3EUryVSa/me8+cYljmb/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YEHnyOEgLImetdV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\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FIl+BNqQYUrwi5SNJcSJYA2Xp59DR4E3NMhCwLRQzhw7xlr/7HqKPfAkKcuz4zGjnjna/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\nslKXkZGRkZGRkZGRkZGxwvj/oQyTVi/YXWsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20a82e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "filenames = [\n",
    "    \"D:\\\\(clips)\\\\Las Ketchup - Asereje.avi\",\n",
    "    \"D:\\\\(clips)\\\\Jem - They.divx\",\n",
    "    \"D:\\\\(clips)\\\\Pomplamoose - Telephone.flv\",\n",
    "    \"D:\\\\(clips)\\\\Daft Punk-Harder Better Faster Stronger.m2v\",\n",
    "    \"D:\\\\(clips)\\\\Kamelot - One Cold Winter's Night.mkv\",\n",
    "    \"D:\\\\(clips)\\\\Miku Hatsune - Romeo and Cinderella.mov\",\n",
    "    \"D:\\\\(clips)\\\\Hugh Laurie's Song for America - A Bit of Fry and Laurie - BBC.mp4\",\n",
    "    \"D:\\\\(clips)\\\\14710280649770.webm\",\n",
    "    \"D:\\\\(clips)\\\\Reflex - Танцы.wmv\",\n",
    "]\n",
    "figure(figsize=(16,8))\n",
    "for i, filename in enumerate(filenames):\n",
    "    video = cv2.VideoCapture(filename)\n",
    "    video.set(cv2.cv.CV_CAP_PROP_POS_FRAMES, 5 * video.get(cv2.cv.CV_CAP_PROP_FPS))\n",
    "    success, frame = video.read()\n",
    "    video.release()\n",
    "    frame = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB)\n",
    "    subplot(3, (len(filenames) + 2) / 3, i + 1)\n",
    "    imshow(frame);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "todo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "video = cv2.VideoCapture(\"D:\\\\(clips)\\\\Kamelot - One Cold Winter's Night.mkv\")\n",
    "while True:\n",
    "    success, image = video.read()\n",
    "    ret, jpeg = cv2.imencode('.jpg', image)\n",
    "    frame = jpeg.tobytes()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "todo\n",
    "\n",
    "sample RTSP rtsp://184.72.239.149/vod/mp4:BigBuckBunny_175k.mov , должен читаться OpenCV, KMPlayer читает с артефактами\n",
    "\n",
    "мб придется setting the environment variable OPENCV_FFMPEG_CAPTURE_OPTIONS to something (e.g. dummy)."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}