Feature_Extraction - ADDITIONAL MusicNet DATA.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "ac118ebf",
   "metadata": {},
   "source": [
    "# Invoking music21 to extract features for 30 second intervals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ad082c75",
   "metadata": {},
   "outputs": [],
   "source": [
    "import music21\n",
    "import music21.features as features\n",
    "from music21 import midi\n",
    "from music21 import stream\n",
    "from helper_functions import *\n",
    "from numpy.random import randint\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "from collections import namedtuple"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "07c91e0f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 65 compositions by Bach\n",
      "There are 155 compositions by Beethoven\n",
      "There are 24 compositions by Brahms\n",
      "There are 30 compositions by Schubert\n"
     ]
    }
   ],
   "source": [
    "# get dictionary paths to *.mid files for each composer \n",
    "\n",
    "Composers = ['Bach','Beethoven','Brahms','Schubert']\n",
    "\n",
    "data_dir_musicnet = './MusicNet_KaggleData/'\n",
    "\n",
    "midi_files_musicnet = make_composer_dict(Composers,data_dir = data_dir_musicnet)\n",
    "\n",
    "# print number of files each folder\n",
    "\n",
    "for composer in Composers:\n",
    "    print(f'There are {len(midi_files_musicnet[composer])} compositions by {composer}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9e660fc6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./MusicNet_KaggleData/Beethoven/2379_qt08_4.mid\n"
     ]
    }
   ],
   "source": [
    "# play sample stream from MIDI file\n",
    " \n",
    "audio_path = midi_files_musicnet['Beethoven'][11]\n",
    "\n",
    "print(audio_path)\n",
    "\n",
    "mf = midi.MidiFile()\n",
    "mf.open(audio_path) # path='abc.midi'\n",
    "mf.read()\n",
    "mf.close()\n",
    "\n",
    "s = midi.translate.midiFileToStream(mf)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a659f3ab",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./MusicNet_KaggleData/Beethoven/2379_qt08_4.mid\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <div id=\"midiPlayerDiv114078\"></div>\n",
       "                <link rel=\"stylesheet\" href=\"//cuthbertLab.github.io/music21j/css/m21.css\"\n",
       "                    type=\"text/css\" />\n",
       "                \n",
       "                <script>\n",
       "                require.config({\n",
       "                    paths: {'music21': '//cuthbertLab.github.io/music21j/src/music21'}\n",
       "                });\n",
       "                require(['music21'], function() {\n",
       "                               mp = new music21.miditools.MidiPlayer();\n",
       "                               mp.addPlayer(\"#midiPlayerDiv114078\");\n",
       "                               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\");\n",
       "                        });\n",
       "                </script>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# play the stream by calling s.show('midi')\n",
    "print(audio_path)\n",
    "s.show('midi')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eb3907a1",
   "metadata": {},
   "source": [
    "## CHECK WHICH FILES I ALREADY HAVE FROM ORIGINAL PROBLEM SET DATA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "df76d6a1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 17 compositions by Bach\n",
      "There are 132 compositions by Beethoven\n",
      "There are 20 compositions by Brahms\n",
      "There are 25 compositions by Schubert\n"
     ]
    }
   ],
   "source": [
    "midi_files_original = make_composer_dict(Composers,data_dir = './')\n",
    "\n",
    "# print number of files each folder\n",
    "\n",
    "for composer in Composers:\n",
    "    print(f'There are {len(midi_files_original[composer])} compositions by {composer}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b487ef94",
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "\n",
    "song_ids_original = dict()\n",
    "\n",
    "for composer in Composers:\n",
    "    song_ids_original[composer]=[]\n",
    "    \n",
    "for composer in Composers:\n",
    "    \n",
    "    for filename in midi_files_original[composer]:\n",
    "    \n",
    "        ID = re.findall(r'_(\\d\\d\\d\\d)_',filename)[0]\n",
    "    \n",
    "        song_ids_original[composer].append(ID)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ca4aa172",
   "metadata": {},
   "outputs": [],
   "source": [
    "song_ids_musicnet = dict()\n",
    "\n",
    "for composer in Composers:\n",
    "    song_ids_musicnet[composer]=[]\n",
    "    \n",
    "for composer in Composers:\n",
    "    \n",
    "    for filename in midi_files_musicnet[composer]:\n",
    "    \n",
    "        ID = re.findall(r'\\/(\\d\\d\\d\\d)_',filename)[0]\n",
    "    \n",
    "        song_ids_musicnet[composer].append(ID)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "518f0acf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Bach 48\n",
      "Beethoven 24\n",
      "Brahms 4\n",
      "Schubert 5\n"
     ]
    }
   ],
   "source": [
    "for composer in Composers: \n",
    "    \n",
    "    song_id_list_musicnet = song_ids_musicnet[composer]\n",
    "    \n",
    "    song_id_list_original = song_ids_original[composer]\n",
    "    \n",
    "    new_songs = set(song_id_list_musicnet)-set(song_id_list_original)\n",
    "    \n",
    "    print(composer,len(new_songs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "dc032142",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 32 UNSEEN DATA by Bach in MUSICNET folder\n",
      "There are 77 UNSEEN DATA by Beethoven in MUSICNET folder\n",
      "There are 12 UNSEEN DATA by Brahms in MUSICNET folder\n",
      "There are 17 UNSEEN DATA by Schubert in MUSICNET folder\n"
     ]
    }
   ],
   "source": [
    "for composer in Composers: \n",
    "    \n",
    "    for filename in midi_files_musicnet[composer]:\n",
    "        \n",
    "        ID = re.findall(r'\\/(\\d\\d\\d\\d)_',filename)[0]\n",
    "        \n",
    "        if ID not in new_songs:\n",
    "            midi_files_musicnet[composer].pop(midi_files_musicnet[composer].index(filename))\n",
    "            \n",
    "for composer in Composers:\n",
    "    print(f'There are {len(midi_files_musicnet[composer])} UNSEEN DATA by {composer} in MUSICNET folder')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "343e16fa",
   "metadata": {},
   "source": [
    "## Extract 30 second duration streams from each composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "bd5116c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# for seeding random samples \n",
    "\n",
    "from numpy.random import Generator, PCG64\n",
    "rng = Generator(PCG64())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "9f3e5694",
   "metadata": {},
   "outputs": [],
   "source": [
    "# function to extract n streams, target duration T seconds for composer \n",
    "\n",
    "# extracts n_clips each from n_tracks\n",
    "\n",
    "# will use namedtuples as convient way to store clips, composer info\n",
    "\n",
    "Clip = namedtuple('Clip',['composer','path','start','stop','seconds','stream'])\n",
    "\n",
    "def extract_samples(composer,T=30,n_tracks=10,n_clips=3,show_streams=False):\n",
    "    delta_measures = list(range(5,50,1))\n",
    "\n",
    "    clips = []\n",
    "    \n",
    "    for audio_path in midi_files_musicnet[composer][:n_tracks]:\n",
    "\n",
    "        mf = midi.MidiFile()\n",
    "        mf.open(audio_path) # path='abc.midi'\n",
    "        mf.read()\n",
    "        mf.close()\n",
    "        s = midi.translate.midiFileToStream(mf)\n",
    "\n",
    "        total_time = s.secondsMap[0]['durationSeconds']\n",
    "\n",
    "        number_of_measures = len(s[0])  # think this is total number of measures in the stream?\n",
    "\n",
    "        print(audio_path,'lasts approx ',total_time,' seconds')\n",
    "        \n",
    "        #pick n_clips random measures to start clipping from \n",
    "        \n",
    "        #start_measures = randint(1,number_of_measures//2,size=n_clips)\n",
    "        start_measures = rng.integers(1,number_of_measures//2,size=n_clips)\n",
    "        \n",
    "        for i,start in enumerate(start_measures):\n",
    "            \n",
    "            for delta in delta_measures:\n",
    "\n",
    "                stop = start+delta\n",
    "\n",
    "                excerpt_stream = s.measures(start,stop)\n",
    "\n",
    "                clip_time = excerpt_stream.secondsMap[0]['durationSeconds']\n",
    "\n",
    "                if clip_time>T: # clip sample streams until time is longer than T\n",
    "                    print('clip: ',i,' --> ','t = ',clip_time,'start = ',start,'stop =',stop,' delta = ',delta)\n",
    "\n",
    "                    #clip = (composer,audio_path,start,stop,clip_time,excerpt_stream)\n",
    "                    \n",
    "                    clip = Clip(composer=composer,\n",
    "                                path=audio_path,\n",
    "                                start=start,\n",
    "                                stop=stop,\n",
    "                                seconds=clip_time,\n",
    "                                stream = excerpt_stream)\n",
    "                    \n",
    "                    clips.append(clip)\n",
    "                    \n",
    "                    if show_streams: excerpt_stream.show('midi')\n",
    "                        \n",
    "                    break                 \n",
    "    \n",
    "    return clips"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5b7dbe81",
   "metadata": {},
   "source": [
    "## Extract Single clip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "26e05d7d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['./MusicNet_KaggleData/Brahms/2114_jb38_3.mid',\n",
       " './MusicNet_KaggleData/Brahms/2149_br25m2.mid',\n",
       " './MusicNet_KaggleData/Brahms/2117_brahms_sonata_opus_120-2.mid',\n",
       " './MusicNet_KaggleData/Brahms/2118_brahms_sonata_opus_120-3.mid',\n",
       " './MusicNet_KaggleData/Brahms/2156_br18m3.mid',\n",
       " './MusicNet_KaggleData/Brahms/2151_br25m4.mid',\n",
       " './MusicNet_KaggleData/Brahms/2131_bra11-6.mid',\n",
       " './MusicNet_KaggleData/Brahms/2155_br18m2.mid',\n",
       " './MusicNet_KaggleData/Brahms/2154_br18m1.mid',\n",
       " './MusicNet_KaggleData/Brahms/2158_bra40_1.mid',\n",
       " './MusicNet_KaggleData/Brahms/2112_jb38_1.mid',\n",
       " './MusicNet_KaggleData/Brahms/2161_bra40_4.mid']"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "midi_files_musicnet['Brahms'][:15]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "98f6b7db",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./MusicNet_KaggleData/Brahms/2114_jb38_3.mid lasts approx  367.5870634530251  seconds\n",
      "clip:  0  -->  t =  32.0 start =  67 stop = 82  delta =  15\n",
      "./MusicNet_KaggleData/Brahms/2149_br25m2.mid lasts approx  514.5827643166542  seconds\n",
      "clip:  0  -->  t =  31.5 start =  20 stop = 33  delta =  13\n",
      "./MusicNet_KaggleData/Brahms/2117_brahms_sonata_opus_120-2.mid lasts approx  141.92857142857142  seconds\n",
      "clip:  0  -->  t =  31.0 start =  15 stop = 45  delta =  30\n",
      "./MusicNet_KaggleData/Brahms/2118_brahms_sonata_opus_120-3.mid lasts approx  249.5  seconds\n",
      "clip:  0  -->  t =  31.5 start =  21 stop = 41  delta =  20\n",
      "./MusicNet_KaggleData/Brahms/2156_br18m3.mid lasts approx  221.9384362852206  seconds\n",
      "clip:  0  -->  t =  30.83595109791997 start =  76 stop = 104  delta =  28\n",
      "./MusicNet_KaggleData/Brahms/2151_br25m4.mid lasts approx  480.1360988926574  seconds\n",
      "clip:  0  -->  t =  30.91013986013986 start =  17 stop = 49  delta =  32\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/carlbrady/miniconda3/lib/python3.10/site-packages/music21/midi/translate.py:863: TranslateWarning: Unable to determine instrument from <music21.midi.MidiEvent SEQUENCE_TRACK_NAME, track=17, channel=None, data=b'Copyright \\xa92007 by'>; getting generic Instrument\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./MusicNet_KaggleData/Brahms/2131_bra11-6.mid lasts approx  315.4285714285714  seconds\n",
      "clip:  0  -->  t =  31.0 start =  93 stop = 123  delta =  30\n",
      "./MusicNet_KaggleData/Brahms/2155_br18m2.mid lasts approx  473.7170802419302  seconds\n",
      "clip:  0  -->  t =  30.00067155067155 start =  36 stop = 52  delta =  16\n",
      "./MusicNet_KaggleData/Brahms/2154_br18m1.mid lasts approx  696.1934786300759  seconds\n",
      "clip:  0  -->  t =  30.82142857142857 start =  98 stop = 120  delta =  22\n",
      "./MusicNet_KaggleData/Brahms/2158_bra40_1.mid lasts approx  484.7308941926688  seconds\n",
      "clip:  0  -->  t =  30.203125 start =  71 stop = 88  delta =  17\n",
      "./MusicNet_KaggleData/Brahms/2112_jb38_1.mid lasts approx  811.6363636363636  seconds\n",
      "clip:  0  -->  t =  32.0 start =  28 stop = 43  delta =  15\n",
      "./MusicNet_KaggleData/Brahms/2161_bra40_4.mid lasts approx  389.24536539595204  seconds\n",
      "clip:  0  -->  t =  31.5 start =  131 stop = 151  delta =  20\n"
     ]
    }
   ],
   "source": [
    "Bach_clips = extract_samples('Brahms',T=30,n_tracks=15,n_clips=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "d4c7da79",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Brahms ./MusicNet_KaggleData/Brahms/2114_jb38_3.mid 67 82 32.0 <music21.stream.Score 0x7f1d7efb1f60>\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <div id=\"midiPlayerDiv742509\"></div>\n",
       "                <link rel=\"stylesheet\" href=\"//cuthbertLab.github.io/music21j/css/m21.css\"\n",
       "                    type=\"text/css\" />\n",
       "                \n",
       "                <script>\n",
       "                require.config({\n",
       "                    paths: {'music21': '//cuthbertLab.github.io/music21j/src/music21'}\n",
       "                });\n",
       "                require(['music21'], function() {\n",
       "                               mp = new music21.miditools.MidiPlayer();\n",
       "                               mp.addPlayer(\"#midiPlayerDiv742509\");\n",
       "                               mp.base64Load(\"data:audio/midi;base64,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\");\n",
       "                        });\n",
       "                </script>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# check that can access and play the clip streams\n",
    "\n",
    "clip_tuple = Bach_clips[0]  # Using Bach Sonata B minor , as above \n",
    "\n",
    "clip_stream = clip_tuple.stream\n",
    "\n",
    "print(*clip_tuple)\n",
    "\n",
    "clip_stream.show('midi')\n",
    "\n",
    "# note, the clip sounds correct, but it's also render with piano audio only for first part, render missing harpsicohrd part "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d2e53444",
   "metadata": {},
   "source": [
    "# Batch Processing and Feature Extraction\n",
    "\n",
    "- should now be ready to loop over all files, extracting desired number of samples clips of target length\n",
    "\n",
    "- will use music21 library methods to extract list of ponetially useful single value numeric features from the streams"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c091a011",
   "metadata": {},
   "outputs": [],
   "source": [
    "#MORE DATA FROM KAGGLE DATA REPOSITORY -   MUSIC NET \n",
    "\n",
    "target_time = 15 # desired time in seconds for audio clips\n",
    "\n",
    "n_clips = 8 # since clips range from 2 - 4 minutes, will get few different slices with some but not a lot of overlap\n",
    "\n",
    "n_tracks = 15 # this will give 8*15 = 120 per composer , 480 in total\n",
    "\n",
    "# keep track of extracted clips lists in a dictionary\n",
    "\n",
    "composer_clips = dict()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "74ad3cf6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./MusicNet_KaggleData/Bach/2247_fugue9.mid lasts approx  101.93138981561442  seconds\n",
      "clip:  0  -->  t =  16.0 start =  7 stop = 14  delta =  7\n",
      "clip:  1  -->  t =  16.0 start =  13 stop = 20  delta =  7\n",
      "clip:  2  -->  t =  16.0 start =  7 stop = 14  delta =  7\n",
      "clip:  3  -->  t =  16.0 start =  4 stop = 11  delta =  7\n",
      "clip:  4  -->  t =  16.0 start =  12 stop = 19  delta =  7\n",
      "clip:  5  -->  t =  16.0 start =  11 stop = 18  delta =  7\n",
      "clip:  6  -->  t =  16.0 start =  8 stop = 15  delta =  7\n",
      "clip:  7  -->  t =  16.0 start =  3 stop = 10  delta =  7\n",
      "./MusicNet_KaggleData/Bach/2213_fugue2.mid lasts approx  113.23200285073294  seconds\n",
      "clip:  0  -->  t =  16.0 start =  3 stop = 10  delta =  7\n",
      "clip:  1  -->  t =  16.0 start =  11 stop = 18  delta =  7\n",
      "clip:  2  -->  t =  16.0 start =  12 stop = 19  delta =  7\n",
      "clip:  3  -->  t =  16.0 start =  14 stop = 21  delta =  7\n",
      "clip:  4  -->  t =  16.0 start =  13 stop = 20  delta =  7\n",
      "clip:  5  -->  t =  16.0 start =  13 stop = 20  delta =  7\n",
      "clip:  6  -->  t =  16.0 start =  6 stop = 13  delta =  7\n",
      "clip:  7  -->  t =  16.0 start =  12 stop = 19  delta =  7\n",
      "./MusicNet_KaggleData/Bach/2244_vs1_4.mid lasts approx  210.98081300966984  seconds\n",
      "clip:  0  -->  t =  15.293252399774138 start =  91 stop = 110  delta =  19\n",
      "clip:  1  -->  t =  15.005434782608695 start =  55 stop = 74  delta =  19\n",
      "clip:  2  -->  t =  15.75 start =  20 stop = 40  delta =  20\n",
      "clip:  3  -->  t =  15.75 start =  22 stop = 42  delta =  20\n",
      "clip:  4  -->  t =  15.75 start =  16 stop = 36  delta =  20\n",
      "clip:  5  -->  t =  15.75 start =  116 stop = 136  delta =  20\n",
      "clip:  6  -->  t =  15.75 start =  131 stop = 151  delta =  20\n",
      "clip:  7  -->  t =  15.556646000769065 start =  1 stop = 20  delta =  19\n",
      "./MusicNet_KaggleData/Bach/2282_vhs1_1.mid lasts approx  147.22533542670672  seconds\n",
      "clip:  0  -->  t =  18.0 start =  9 stop = 14  delta =  5\n",
      "clip:  1  -->  t =  18.0 start =  16 stop = 21  delta =  5\n",
      "clip:  2  -->  t =  18.0 start =  6 stop = 11  delta =  5\n",
      "clip:  3  -->  t =  18.0 start =  15 stop = 20  delta =  5\n",
      "clip:  4  -->  t =  18.0 start =  6 stop = 11  delta =  5\n",
      "clip:  5  -->  t =  18.0 start =  3 stop = 8  delta =  5\n",
      "clip:  6  -->  t =  18.0 start =  3 stop = 8  delta =  5\n",
      "clip:  7  -->  t =  18.0 start =  17 stop = 22  delta =  5\n",
      "./MusicNet_KaggleData/Bach/2241_vs1_1.mid lasts approx  197.72878232878242  seconds\n",
      "clip:  0  -->  t =  37.02308802308802 start =  8 stop = 13  delta =  5\n",
      "clip:  1  -->  t =  49.85637140637141 start =  2 stop = 7  delta =  5\n",
      "clip:  2  -->  t =  49.85637140637141 start =  2 stop = 7  delta =  5\n",
      "clip:  3  -->  t =  49.85637140637141 start =  2 stop = 7  delta =  5\n",
      "clip:  4  -->  t =  45.50914918414918 start =  4 stop = 9  delta =  5\n",
      "clip:  5  -->  t =  49.02308802308802 start =  6 stop = 11  delta =  5\n",
      "clip:  6  -->  t =  49.85637140637141 start =  2 stop = 7  delta =  5\n",
      "clip:  7  -->  t =  43.02308802308802 start =  9 stop = 14  delta =  5\n",
      "./MusicNet_KaggleData/Bach/2225_prelude7.mid lasts approx  217.94851137108247  seconds\n",
      "clip:  0  -->  t =  16.0 start =  33 stop = 40  delta =  7\n",
      "clip:  1  -->  t =  18.119515264252108 start =  10 stop = 15  delta =  5\n",
      "clip:  2  -->  t =  16.0 start =  31 stop = 38  delta =  7\n",
      "clip:  3  -->  t =  16.0 start =  22 stop = 29  delta =  7\n",
      "clip:  4  -->  t =  16.0 start =  16 stop = 23  delta =  7\n",
      "clip:  5  -->  t =  18.2816140132361 start =  7 stop = 12  delta =  5\n",
      "clip:  6  -->  t =  16.0 start =  27 stop = 34  delta =  7\n",
      "clip:  7  -->  t =  16.0 start =  13 stop = 20  delta =  7\n",
      "./MusicNet_KaggleData/Bach/2302_fugue5.mid lasts approx  104.03352552528423  seconds\n",
      "clip:  0  -->  t =  16.0 start =  3 stop = 10  delta =  7\n",
      "clip:  1  -->  t =  16.0 start =  6 stop = 13  delta =  7\n",
      "clip:  2  -->  t =  16.0 start =  9 stop = 16  delta =  7\n",
      "clip:  3  -->  t =  16.0 start =  13 stop = 20  delta =  7\n",
      "clip:  4  -->  t =  16.0 start =  5 stop = 12  delta =  7\n",
      "clip:  5  -->  t =  16.0 start =  9 stop = 16  delta =  7\n",
      "clip:  6  -->  t =  16.0 start =  3 stop = 10  delta =  7\n",
      "clip:  7  -->  t =  16.0 start =  5 stop = 12  delta =  7\n",
      "./MusicNet_KaggleData/Bach/2202_fp-1all.mid lasts approx  157.2  seconds\n",
      "clip:  0  -->  t =  16.0 start =  12 stop = 19  delta =  7\n",
      "clip:  1  -->  t =  16.0 start =  13 stop = 20  delta =  7\n",
      "clip:  2  -->  t =  16.0 start =  19 stop = 26  delta =  7\n",
      "clip:  3  -->  t =  16.0 start =  28 stop = 35  delta =  7\n",
      "clip:  4  -->  t =  16.0 start =  20 stop = 27  delta =  7\n",
      "clip:  5  -->  t =  16.0 start =  4 stop = 11  delta =  7\n",
      "clip:  6  -->  t =  16.0 start =  25 stop = 32  delta =  7\n",
      "clip:  7  -->  t =  16.0 start =  6 stop = 13  delta =  7\n",
      "./MusicNet_KaggleData/Bach/2284_vhs1_3.mid lasts approx  151.34728996720207  seconds\n",
      "clip:  0  -->  t =  16.0 start =  10 stop = 17  delta =  7\n",
      "clip:  1  -->  t =  16.0 start =  13 stop = 20  delta =  7\n",
      "clip:  2  -->  t =  16.0 start =  13 stop = 20  delta =  7\n",
      "clip:  3  -->  t =  16.0 start =  2 stop = 9  delta =  7\n",
      "clip:  4  -->  t =  16.0 start =  14 stop = 21  delta =  7\n",
      "clip:  5  -->  t =  16.0 start =  4 stop = 11  delta =  7\n",
      "clip:  6  -->  t =  16.0 start =  14 stop = 21  delta =  7\n",
      "clip:  7  -->  t =  16.0 start =  13 stop = 20  delta =  7\n",
      "./MusicNet_KaggleData/Bach/2307_fugue18.mid lasts approx  123.4330751632148  seconds\n",
      "clip:  0  -->  t =  16.0 start =  4 stop = 11  delta =  7\n",
      "clip:  1  -->  t =  16.0 start =  8 stop = 15  delta =  7\n",
      "clip:  2  -->  t =  16.0 start =  5 stop = 12  delta =  7\n",
      "clip:  3  -->  t =  16.0 start =  13 stop = 20  delta =  7\n",
      "clip:  4  -->  t =  16.0 start =  15 stop = 22  delta =  7\n",
      "clip:  5  -->  t =  16.0 start =  8 stop = 15  delta =  7\n",
      "clip:  6  -->  t =  16.0 start =  3 stop = 10  delta =  7\n",
      "clip:  7  -->  t =  16.0 start =  4 stop = 11  delta =  7\n",
      "./MusicNet_KaggleData/Bach/2232_prelude21.mid lasts approx  64.30876346066066  seconds\n",
      "clip:  0  -->  t =  18.0 start =  1 stop = 6  delta =  5\n",
      "clip:  1  -->  t =  17.31901680409143 start =  9 stop = 14  delta =  5\n",
      "clip:  2  -->  t =  17.687062937062937 start =  4 stop = 11  delta =  7\n",
      "clip:  3  -->  t =  18.0 start =  1 stop = 6  delta =  5\n",
      "clip:  4  -->  t =  17.31901680409143 start =  9 stop = 14  delta =  5\n",
      "clip:  5  -->  t =  16.687062937062937 start =  6 stop = 12  delta =  6\n",
      "clip:  6  -->  t =  17.31901680409143 start =  9 stop = 14  delta =  5\n",
      "clip:  7  -->  t =  16.0 start =  2 stop = 9  delta =  7\n",
      "./MusicNet_KaggleData/Bach/2195_fugue3.mid lasts approx  162.20059162229356  seconds\n",
      "clip:  0  -->  t =  16.0 start =  16 stop = 23  delta =  7\n",
      "clip:  1  -->  t =  16.0 start =  18 stop = 25  delta =  7\n",
      "clip:  2  -->  t =  16.0 start =  7 stop = 14  delta =  7\n",
      "clip:  3  -->  t =  16.0 start =  22 stop = 29  delta =  7\n",
      "clip:  4  -->  t =  16.0 start =  14 stop = 21  delta =  7\n",
      "clip:  5  -->  t =  16.0 start =  14 stop = 21  delta =  7\n",
      "clip:  6  -->  t =  16.0 start =  19 stop = 26  delta =  7\n",
      "clip:  7  -->  t =  17.5609756097561 start =  1 stop = 6  delta =  5\n",
      "./MusicNet_KaggleData/Bach/2237_fugue23.mid lasts approx  121.51105009530578  seconds\n",
      "clip:  0  -->  t =  16.0 start =  15 stop = 22  delta =  7\n",
      "clip:  1  -->  t =  16.0 start =  4 stop = 11  delta =  7\n",
      "clip:  2  -->  t =  16.0 start =  16 stop = 23  delta =  7\n",
      "clip:  3  -->  t =  16.0 start =  11 stop = 18  delta =  7\n",
      "clip:  4  -->  t =  16.0 start =  5 stop = 12  delta =  7\n",
      "clip:  5  -->  t =  21.463705470263825 start =  1 stop = 6  delta =  5\n",
      "clip:  6  -->  t =  16.0 start =  10 stop = 17  delta =  7\n",
      "clip:  7  -->  t =  16.0 start =  14 stop = 21  delta =  7\n",
      "./MusicNet_KaggleData/Bach/2308_prelude18.mid lasts approx  79.03049909274161  seconds\n",
      "clip:  0  -->  t =  16.5 start =  11 stop = 21  delta =  10\n",
      "clip:  1  -->  t =  15.428571428571427 start =  1 stop = 6  delta =  5\n",
      "clip:  2  -->  t =  16.5 start =  11 stop = 21  delta =  10\n",
      "clip:  3  -->  t =  15.428571428571427 start =  1 stop = 6  delta =  5\n",
      "clip:  4  -->  t =  16.5 start =  6 stop = 16  delta =  10\n",
      "clip:  5  -->  t =  16.5 start =  4 stop = 14  delta =  10\n",
      "clip:  6  -->  t =  16.5 start =  11 stop = 21  delta =  10\n",
      "clip:  7  -->  t =  16.5 start =  8 stop = 18  delta =  10\n",
      "./MusicNet_KaggleData/Bach/2220_cs3-4sar.mid lasts approx  216.0  seconds\n",
      "clip:  0  -->  t =  16.5 start =  7 stop = 17  delta =  10\n",
      "clip:  1  -->  t =  16.5 start =  5 stop = 15  delta =  10\n",
      "clip:  2  -->  t =  16.5 start =  3 stop = 13  delta =  10\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "clip:  3  -->  t =  16.5 start =  10 stop = 20  delta =  10\n",
      "clip:  4  -->  t =  16.5 start =  13 stop = 23  delta =  10\n",
      "clip:  5  -->  t =  16.5 start =  10 stop = 20  delta =  10\n",
      "clip:  6  -->  t =  16.5 start =  12 stop = 22  delta =  10\n",
      "clip:  7  -->  t =  16.5 start =  11 stop = 21  delta =  10\n"
     ]
    }
   ],
   "source": [
    "#return list of clips for give composer \n",
    "\n",
    "# will go one at a time, could change to loop over list if were more than 4 composers to workwith \n",
    "\n",
    "composer = Composers[0] # Bach\n",
    "\n",
    "composer_clips[composer] = extract_samples(composer,T=target_time,n_tracks=n_tracks,n_clips=n_clips)   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "1bc96f02",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./MusicNet_KaggleData/Beethoven/2342_vns08_3.mid lasts approx  195.44565299810276  seconds\n",
      "clip:  0  -->  t =  15.182934712346478 start =  7 stop = 23  delta =  16\n",
      "clip:  1  -->  t =  15.477394861503727 start =  41 stop = 57  delta =  16\n",
      "clip:  2  -->  t =  15.09146735617324 start =  1 stop = 18  delta =  17\n",
      "clip:  3  -->  t =  15.402364792070674 start =  111 stop = 126  delta =  15\n",
      "clip:  4  -->  t =  15.146103896103897 start =  84 stop = 101  delta =  17\n",
      "clip:  5  -->  t =  16.0 start =  104 stop = 119  delta =  15\n",
      "clip:  6  -->  t =  16.0 start =  97 stop = 112  delta =  15\n",
      "clip:  7  -->  t =  15.644061528170395 start =  45 stop = 62  delta =  17\n",
      "./MusicNet_KaggleData/Beethoven/2611_ps07_02.mid lasts approx  439.44140007437244  seconds\n",
      "clip:  0  -->  t =  15.100000000000001 start =  70 stop = 77  delta =  7\n",
      "clip:  1  -->  t =  16.214285714285715 start =  5 stop = 13  delta =  8\n",
      "clip:  2  -->  t =  15.55 start =  63 stop = 75  delta =  12\n",
      "clip:  3  -->  t =  15.4 start =  60 stop = 74  delta =  14\n",
      "clip:  4  -->  t =  16.7 start =  2 stop = 12  delta =  10\n",
      "clip:  5  -->  t =  16.675 start =  22 stop = 39  delta =  17\n",
      "clip:  6  -->  t =  16.513130713130714 start =  76 stop = 87  delta =  11\n",
      "clip:  7  -->  t =  17.09285714285714 start =  10 stop = 18  delta =  8\n",
      "./MusicNet_KaggleData/Beethoven/2348_ps14_03.mid lasts approx  430.2477052877015  seconds\n",
      "clip:  0  -->  t =  15.956321781233642 start =  50 stop = 59  delta =  9\n",
      "clip:  1  -->  t =  16.218836405529952 start =  79 stop = 88  delta =  9\n",
      "clip:  2  -->  t =  15.873502304147463 start =  82 stop = 90  delta =  8\n",
      "clip:  3  -->  t =  15.59245391705069 start =  13 stop = 22  delta =  9\n",
      "clip:  4  -->  t =  15.79372119815668 start =  25 stop = 34  delta =  9\n",
      "clip:  5  -->  t =  15.29010989010989 start =  36 stop = 43  delta =  7\n",
      "clip:  6  -->  t =  16.08438237235512 start =  132 stop = 140  delta =  8\n",
      "clip:  7  -->  t =  16.293721198156682 start =  24 stop = 33  delta =  9\n",
      "./MusicNet_KaggleData/Beethoven/2588_ps12_01.mid lasts approx  393.2946889363289  seconds\n",
      "clip:  0  -->  t =  16.126004016064257 start =  15 stop = 22  delta =  7\n",
      "clip:  1  -->  t =  15.848245614035086 start =  100 stop = 109  delta =  9\n",
      "clip:  2  -->  t =  16.27481353987378 start =  8 stop = 15  delta =  7\n",
      "clip:  3  -->  t =  16.70482456140351 start =  92 stop = 102  delta =  10\n",
      "clip:  4  -->  t =  16.15657894736842 start =  83 stop = 98  delta =  15\n",
      "clip:  5  -->  t =  15.75 start =  36 stop = 56  delta =  20\n",
      "clip:  6  -->  t =  15.844736842105263 start =  108 stop = 117  delta =  9\n",
      "clip:  7  -->  t =  15.844736842105263 start =  108 stop = 117  delta =  9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/carlbrady/miniconda3/lib/python3.10/site-packages/music21/midi/translate.py:863: TranslateWarning: Unable to determine instrument from <music21.midi.MidiEvent SEQUENCE_TRACK_NAME, track=0, channel=None, data=b'Trio f\\xfcr Klarinette, Cello und Klavier Op.38, Allegro con brio'>; getting generic Instrument\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./MusicNet_KaggleData/Beethoven/2318_bh38m1.mid lasts approx  656.9019237429434  seconds\n",
      "clip:  0  -->  t =  16.0 start =  120 stop = 127  delta =  7\n",
      "clip:  1  -->  t =  16.0 start =  31 stop = 38  delta =  7\n",
      "clip:  2  -->  t =  16.0 start =  179 stop = 186  delta =  7\n",
      "clip:  3  -->  t =  16.0 start =  151 stop = 158  delta =  7\n",
      "clip:  4  -->  t =  16.119402985074625 start =  113 stop = 122  delta =  9\n",
      "clip:  5  -->  t =  16.55039760963674 start =  12 stop = 19  delta =  7\n",
      "clip:  6  -->  t =  15.868087979934398 start =  131 stop = 139  delta =  8\n",
      "clip:  7  -->  t =  16.0 start =  59 stop = 66  delta =  7\n",
      "./MusicNet_KaggleData/Beethoven/2379_qt08_4.mid lasts approx  364.3004004033066  seconds\n",
      "clip:  0  -->  t =  16.0 start =  204 stop = 211  delta =  7\n",
      "clip:  1  -->  t =  15.555555555555555 start =  164 stop = 173  delta =  9\n",
      "clip:  2  -->  t =  16.0 start =  184 stop = 191  delta =  7\n",
      "clip:  3  -->  t =  16.0 start =  171 stop = 178  delta =  7\n",
      "clip:  4  -->  t =  16.0 start =  71 stop = 78  delta =  7\n",
      "clip:  5  -->  t =  16.0 start =  60 stop = 67  delta =  7\n",
      "clip:  6  -->  t =  15.826086956521738 start =  146 stop = 158  delta =  12\n",
      "clip:  7  -->  t =  16.0 start =  186 stop = 193  delta =  7\n",
      "./MusicNet_KaggleData/Beethoven/2486_ps04_02.mid lasts approx  333.63144640204075  seconds\n",
      "clip:  0  -->  t =  16.5 start =  30 stop = 40  delta =  10\n",
      "clip:  1  -->  t =  16.5 start =  16 stop = 26  delta =  10\n",
      "clip:  2  -->  t =  16.5 start =  35 stop = 45  delta =  10\n",
      "clip:  3  -->  t =  16.5 start =  29 stop = 39  delta =  10\n",
      "clip:  4  -->  t =  16.5 start =  5 stop = 15  delta =  10\n",
      "clip:  5  -->  t =  16.5 start =  39 stop = 49  delta =  10\n",
      "clip:  6  -->  t =  16.5 start =  23 stop = 33  delta =  10\n",
      "clip:  7  -->  t =  16.5 start =  9 stop = 19  delta =  10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/carlbrady/miniconda3/lib/python3.10/site-packages/music21/midi/translate.py:863: TranslateWarning: Unable to determine instrument from <music21.midi.MidiEvent INSTRUMENT_NAME, track=3, channel=None, data=b'@\\x82F\\xb2\\x0b=\\n\\x92C\\x7f\\x1e\\xb2\\x0b?\\x1e\\x0bA\\x1e\\x0bD\\x1e\\x0bF\\x1e\\x0bG\\x1e\\x0bJ\\x1e\\x0bL2\\x0bJ\\x1e\\x0bG\\x1e\\x0bF\\x1e\\x0bD\\x1e\\x0bB\\x1e\\x0bA\\x1e\\x0b?\\x1e\\x0b=\\x1e\\x0b;\\x1e\\x0b9\\x1e\\x0b8\\x1e\\x0b6\\x1e\\x0b4\\x1e\\x0b2\\x1e\\x0b1\\x1e\\x0b/\\n\\x82C@\\x81f\\xb2\\x0bM\\n\\x92J\\x7f<\\x82J@\\x82\"\\xb2\\x0bM\\n\\x92G\\x7f$\\x82G@J\\xb2\\x0bM\\n\\x92H\\x7f\\x14\\xb2\\x0bJ\\x14\\x0bH\\x14\\x0bF\\x14\\x0bD\\x14\\x0bA\\x14\\x0b?\\x14\\x0b>\\x04\\x82H@\\x82F\\xb2\\x0bM\\n\\x92H\\x7f\\x14\\xb2\\x0bJ\\x14\\x0bH\\x14\\x0bF\\x14\\x0bD\\x14\\x0bA\\x14\\x0b?\\x14\\x0b>\\x04\\x82H@\\x82F\\xb2\\x0bM\\n\\x92J\\x7f\\x14\\xb2\\x0bJ\\x14\\x0bH\\x14\\x0bF\\x14\\x0bD\\x14\\x0bA\\x14\\x0b?\\x14\\x0b>\\x04\\x82J@\\x82F\\xb2\\x0bM\\n\\x92H\\x7f<\\x82H@\\x82T\\xb2\\x0b\\x00\\x00\\x92H\\x7fP\\xb2\\x0bM\\n\\x0bJ\\n\\x0bH\\n\\x0bF\\n\\x0bD\\n\\x0bA\\n\\x0b?\\n\\x0b>\\x02\\x82H@\\x83\\x0e\\xb2\\x0bM\\n\\x92J\\x7f<\\x82J@\\x82\"\\xb2\\x0bM\\n\\x92G\\x7f$\\x82G@J\\xb2\\x0bM\\n\\x92H\\x7f\\x14\\xb2\\x0bJ\\x14\\x0bH\\x14\\x0bF\\x14\\x0bD\\x14\\x0bA\\x14\\x0b?\\x14\\x0b>\\x04\\x82H@'>; getting generic Instrument\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./MusicNet_KaggleData/Beethoven/2572_bevs7c.mid lasts approx  199.59844322344318  seconds\n",
      "clip:  0  -->  t =  16.0 start =  10 stop = 17  delta =  7\n",
      "clip:  1  -->  t =  16.0 start =  4 stop = 11  delta =  7\n",
      "clip:  2  -->  t =  16.0 start =  63 stop = 70  delta =  7\n",
      "clip:  3  -->  t =  16.0 start =  68 stop = 75  delta =  7\n",
      "clip:  4  -->  t =  16.0 start =  10 stop = 17  delta =  7\n",
      "clip:  5  -->  t =  16.0 start =  55 stop = 62  delta =  7\n",
      "clip:  6  -->  t =  16.0 start =  4 stop = 11  delta =  7\n",
      "clip:  7  -->  t =  16.0 start =  11 stop = 18  delta =  7\n",
      "./MusicNet_KaggleData/Beethoven/2555_ps30_01.mid lasts approx  181.45020602555917  seconds\n",
      "clip:  0  -->  t =  15.635709800155148 start =  33 stop = 48  delta =  15\n",
      "clip:  1  -->  t =  15.169776962168267 start =  54 stop = 68  delta =  14\n",
      "clip:  2  -->  t =  15.135709800155148 start =  36 stop = 50  delta =  14\n",
      "clip:  3  -->  t =  16.0 start =  46 stop = 61  delta =  15\n",
      "clip:  4  -->  t =  15.624181011097365 start =  22 stop = 34  delta =  12\n",
      "clip:  5  -->  t =  16.178464461894695 start =  19 stop = 28  delta =  9\n",
      "clip:  6  -->  t =  15.124181011097367 start =  23 stop = 34  delta =  11\n",
      "clip:  7  -->  t =  15.616004900651488 start =  30 stop = 44  delta =  14\n",
      "./MusicNet_KaggleData/Beethoven/2608_ps16_03.mid lasts approx  321.76669015460647  seconds\n",
      "clip:  0  -->  t =  16.0 start =  16 stop = 23  delta =  7\n",
      "clip:  1  -->  t =  16.0 start =  32 stop = 39  delta =  7\n",
      "clip:  2  -->  t =  16.0 start =  42 stop = 49  delta =  7\n",
      "clip:  3  -->  t =  16.0 start =  34 stop = 41  delta =  7\n",
      "clip:  4  -->  t =  16.0 start =  116 stop = 123  delta =  7\n",
      "clip:  5  -->  t =  16.0 start =  52 stop = 59  delta =  7\n",
      "clip:  6  -->  t =  16.0 start =  29 stop = 36  delta =  7\n",
      "clip:  7  -->  t =  16.0 start =  25 stop = 32  delta =  7\n",
      "./MusicNet_KaggleData/Beethoven/2364_ps15_04.mid lasts approx  248.53922706541195  seconds\n",
      "clip:  0  -->  t =  16.5 start =  101 stop = 111  delta =  10\n",
      "clip:  1  -->  t =  16.5 start =  4 stop = 14  delta =  10\n",
      "clip:  2  -->  t =  16.5 start =  75 stop = 85  delta =  10\n",
      "clip:  3  -->  t =  15.329838709677418 start =  15 stop = 27  delta =  12\n",
      "clip:  4  -->  t =  16.5 start =  64 stop = 74  delta =  10\n",
      "clip:  5  -->  t =  16.5 start =  95 stop = 105  delta =  10\n",
      "clip:  6  -->  t =  15.0625 start =  37 stop = 47  delta =  10\n",
      "clip:  7  -->  t =  16.5 start =  91 stop = 101  delta =  10\n",
      "./MusicNet_KaggleData/Beethoven/2482_qt05_3.mid lasts approx  547.932899477956  seconds\n",
      "clip:  0  -->  t =  16.042013542013542 start =  42 stop = 52  delta =  10\n",
      "clip:  1  -->  t =  15.348960679843032 start =  22 stop = 28  delta =  6\n",
      "clip:  2  -->  t =  16.8991563991564 start =  39 stop = 51  delta =  12\n",
      "clip:  3  -->  t =  16.84125009516358 start =  96 stop = 103  delta =  7\n",
      "clip:  4  -->  t =  15.135551948051948 start =  81 stop = 87  delta =  6\n",
      "clip:  5  -->  t =  17.064428626928628 start =  69 stop = 82  delta =  13\n",
      "clip:  6  -->  t =  16.654345654345654 start =  32 stop = 39  delta =  7\n",
      "clip:  7  -->  t =  16.8991563991564 start =  9 stop = 20  delta =  11\n",
      "./MusicNet_KaggleData/Beethoven/2603_ps26_01.mid lasts approx  377.9294481602339  seconds\n",
      "clip:  0  -->  t =  15.375832862789384 start =  139 stop = 152  delta =  13\n",
      "clip:  1  -->  t =  17.50801282051282 start =  5 stop = 10  delta =  5\n",
      "clip:  2  -->  t =  15.714351590438545 start =  124 stop = 135  delta =  11\n",
      "clip:  3  -->  t =  15.931295047663335 start =  96 stop = 104  delta =  8\n",
      "clip:  4  -->  t =  16.0 start =  115 stop = 122  delta =  7\n",
      "clip:  5  -->  t =  15.484641445511011 start =  128 stop = 137  delta =  9\n",
      "clip:  6  -->  t =  15.5 start =  72 stop = 78  delta =  6\n",
      "clip:  7  -->  t =  17.67467948717949 start =  2 stop = 8  delta =  6\n",
      "./MusicNet_KaggleData/Beethoven/2564_ps11_02.mid lasts approx  374.8748196457505  seconds\n",
      "clip:  0  -->  t =  16.516148325358852 start =  36 stop = 44  delta =  8\n",
      "clip:  1  -->  t =  15.21485036702428 start =  54 stop = 64  delta =  10\n",
      "clip:  2  -->  t =  16.92391304347826 start =  89 stop = 98  delta =  9\n",
      "clip:  3  -->  t =  16.351674641148325 start =  38 stop = 47  delta =  9\n",
      "clip:  4  -->  t =  15.24703557312253 start =  27 stop = 38  delta =  11\n",
      "clip:  5  -->  t =  16.31578947368421 start =  42 stop = 50  delta =  8\n",
      "clip:  6  -->  t =  15.282608695652172 start =  73 stop = 82  delta =  9\n",
      "clip:  7  -->  t =  15.08893280632411 start =  1 stop = 10  delta =  9\n",
      "./MusicNet_KaggleData/Beethoven/2491_ps04_03.mid lasts approx  275.4440893167823  seconds\n",
      "clip:  0  -->  t =  15.234929778824322 start =  83 stop = 96  delta =  13\n",
      "clip:  1  -->  t =  15.082855380820227 start =  26 stop = 36  delta =  10\n",
      "clip:  2  -->  t =  15.234929778824322 start =  150 stop = 169  delta =  19\n",
      "clip:  3  -->  t =  15.23492977882432 start =  86 stop = 102  delta =  16\n",
      "clip:  4  -->  t =  15.5 start =  133 stop = 142  delta =  9\n",
      "clip:  5  -->  t =  16.5 start =  107 stop = 117  delta =  10\n",
      "clip:  6  -->  t =  16.5 start =  21 stop = 31  delta =  10\n",
      "clip:  7  -->  t =  16.5 start =  16 stop = 26  delta =  10\n"
     ]
    }
   ],
   "source": [
    "composer = Composers[1] #Beethoven\n",
    "\n",
    "composer_clips[composer] = extract_samples(composer,T=target_time,n_tracks=n_tracks,n_clips=n_clips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "0990916f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./MusicNet_KaggleData/Brahms/2114_jb38_3.mid lasts approx  367.5870634530251  seconds\n",
      "clip:  0  -->  t =  16.0 start =  2 stop = 9  delta =  7\n",
      "clip:  1  -->  t =  16.0 start =  75 stop = 82  delta =  7\n",
      "clip:  2  -->  t =  16.0 start =  96 stop = 103  delta =  7\n",
      "clip:  3  -->  t =  16.0 start =  46 stop = 53  delta =  7\n",
      "clip:  4  -->  t =  16.0 start =  55 stop = 62  delta =  7\n",
      "clip:  5  -->  t =  16.0 start =  87 stop = 94  delta =  7\n",
      "clip:  6  -->  t =  16.0 start =  13 stop = 20  delta =  7\n",
      "clip:  7  -->  t =  16.0 start =  30 stop = 37  delta =  7\n",
      "./MusicNet_KaggleData/Brahms/2149_br25m2.mid lasts approx  514.5827643166542  seconds\n",
      "clip:  0  -->  t =  15.75 start =  32 stop = 38  delta =  6\n",
      "clip:  1  -->  t =  15.75 start =  154 stop = 160  delta =  6\n",
      "clip:  2  -->  t =  15.75 start =  78 stop = 84  delta =  6\n",
      "clip:  3  -->  t =  15.75 start =  153 stop = 159  delta =  6\n",
      "clip:  4  -->  t =  15.75 start =  19 stop = 25  delta =  6\n",
      "clip:  5  -->  t =  15.947268907563025 start =  15 stop = 23  delta =  8\n",
      "clip:  6  -->  t =  15.75 start =  144 stop = 150  delta =  6\n",
      "clip:  7  -->  t =  15.75 start =  145 stop = 151  delta =  6\n",
      "./MusicNet_KaggleData/Brahms/2117_brahms_sonata_opus_120-2.mid lasts approx  141.92857142857142  seconds\n",
      "clip:  0  -->  t =  16.0 start =  2 stop = 17  delta =  15\n",
      "clip:  1  -->  t =  16.0 start =  4 stop = 19  delta =  15\n",
      "clip:  2  -->  t =  16.0 start =  17 stop = 32  delta =  15\n",
      "clip:  3  -->  t =  16.0 start =  31 stop = 46  delta =  15\n",
      "clip:  4  -->  t =  16.0 start =  15 stop = 30  delta =  15\n",
      "clip:  5  -->  t =  16.0 start =  7 stop = 22  delta =  15\n",
      "clip:  6  -->  t =  16.0 start =  33 stop = 48  delta =  15\n",
      "clip:  7  -->  t =  16.0 start =  23 stop = 38  delta =  15\n",
      "./MusicNet_KaggleData/Brahms/2118_brahms_sonata_opus_120-3.mid lasts approx  249.5  seconds\n",
      "clip:  0  -->  t =  16.5 start =  75 stop = 85  delta =  10\n",
      "clip:  1  -->  t =  16.5 start =  25 stop = 35  delta =  10\n",
      "clip:  2  -->  t =  16.5 start =  80 stop = 90  delta =  10\n",
      "clip:  3  -->  t =  16.5 start =  72 stop = 82  delta =  10\n",
      "clip:  4  -->  t =  16.5 start =  72 stop = 82  delta =  10\n",
      "clip:  5  -->  t =  16.5 start =  88 stop = 98  delta =  10\n",
      "clip:  6  -->  t =  16.5 start =  34 stop = 44  delta =  10\n",
      "clip:  7  -->  t =  16.5 start =  4 stop = 14  delta =  10\n",
      "./MusicNet_KaggleData/Brahms/2156_br18m3.mid lasts approx  221.9384362852206  seconds\n",
      "clip:  0  -->  t =  15.730705841922836 start =  80 stop = 94  delta =  14\n",
      "clip:  1  -->  t =  15.075460585925704 start =  75 stop = 85  delta =  10\n",
      "clip:  2  -->  t =  15.313727162364177 start =  32 stop = 45  delta =  13\n",
      "clip:  3  -->  t =  15.405245255997135 start =  104 stop = 120  delta =  16\n",
      "clip:  4  -->  t =  15.199868530921883 start =  22 stop = 35  delta =  13\n",
      "clip:  5  -->  t =  15.405245255997135 start =  104 stop = 120  delta =  16\n",
      "clip:  6  -->  t =  15.932044891147024 start =  23 stop = 37  delta =  14\n",
      "clip:  7  -->  t =  15.199868530921883 start =  22 stop = 35  delta =  13\n",
      "./MusicNet_KaggleData/Brahms/2151_br25m4.mid lasts approx  480.1360988926574  seconds\n",
      "clip:  0  -->  t =  16.0 start =  37 stop = 52  delta =  15\n",
      "clip:  1  -->  t =  15.559615384615386 start =  60 stop = 75  delta =  15\n",
      "clip:  2  -->  t =  16.0 start =  158 stop = 173  delta =  15\n",
      "clip:  3  -->  t =  15.021153846153847 start =  55 stop = 69  delta =  14\n",
      "clip:  4  -->  t =  15.918881118881119 start =  127 stop = 143  delta =  16\n",
      "clip:  5  -->  t =  15.217832167832167 start =  17 stop = 32  delta =  15\n",
      "clip:  6  -->  t =  15.742307692307694 start =  8 stop = 23  delta =  15\n",
      "clip:  7  -->  t =  16.2 start =  225 stop = 238  delta =  13\n",
      "./MusicNet_KaggleData/Brahms/2131_bra11-6.mid lasts approx  315.4285714285714  seconds\n",
      "clip:  0  -->  t =  16.0 start =  107 stop = 122  delta =  15\n",
      "clip:  1  -->  t =  16.0 start =  64 stop = 79  delta =  15\n",
      "clip:  2  -->  t =  16.0 start =  23 stop = 38  delta =  15\n",
      "clip:  3  -->  t =  16.0 start =  79 stop = 94  delta =  15\n",
      "clip:  4  -->  t =  16.0 start =  50 stop = 65  delta =  15\n",
      "clip:  5  -->  t =  16.0 start =  27 stop = 42  delta =  15\n",
      "clip:  6  -->  t =  16.0 start =  53 stop = 68  delta =  15\n",
      "clip:  7  -->  t =  16.0 start =  64 stop = 79  delta =  15\n",
      "./MusicNet_KaggleData/Brahms/2155_br18m2.mid lasts approx  473.7170802419302  seconds\n",
      "clip:  0  -->  t =  17.0 start =  100 stop = 111  delta =  11\n",
      "clip:  1  -->  t =  15.118528693528694 start =  53 stop = 61  delta =  8\n",
      "clip:  2  -->  t =  16.40424297924298 start =  56 stop = 63  delta =  7\n",
      "clip:  3  -->  t =  16.9289072039072 start =  44 stop = 54  delta =  10\n",
      "clip:  4  -->  t =  16.86261631089217 start =  27 stop = 36  delta =  9\n",
      "clip:  5  -->  t =  16.0 start =  19 stop = 26  delta =  7\n",
      "clip:  6  -->  t =  16.756110269041304 start =  67 stop = 74  delta =  7\n",
      "clip:  7  -->  t =  15.687144751799925 start =  81 stop = 88  delta =  7\n",
      "./MusicNet_KaggleData/Brahms/2154_br18m1.mid lasts approx  696.1934786300759  seconds\n",
      "clip:  0  -->  t =  16.21611253196931 start =  180 stop = 191  delta =  11\n",
      "clip:  1  -->  t =  16.5 start =  109 stop = 119  delta =  10\n",
      "clip:  2  -->  t =  16.5 start =  230 stop = 240  delta =  10\n",
      "clip:  3  -->  t =  16.035714285714285 start =  101 stop = 112  delta =  11\n",
      "clip:  4  -->  t =  15.321633123549478 start =  21 stop = 32  delta =  11\n",
      "clip:  5  -->  t =  16.336898395721924 start =  75 stop = 85  delta =  10\n",
      "clip:  6  -->  t =  15.542962934687178 start =  141 stop = 152  delta =  11\n",
      "clip:  7  -->  t =  16.336898395721924 start =  75 stop = 85  delta =  10\n",
      "./MusicNet_KaggleData/Brahms/2158_bra40_1.mid lasts approx  484.7308941926688  seconds\n",
      "clip:  0  -->  t =  15.109375 start =  65 stop = 78  delta =  13\n",
      "clip:  1  -->  t =  15.75 start =  98 stop = 104  delta =  6\n",
      "clip:  2  -->  t =  15.75 start =  82 stop = 88  delta =  6\n",
      "clip:  3  -->  t =  16.0 start =  2 stop = 17  delta =  15\n",
      "clip:  4  -->  t =  15.75 start =  83 stop = 89  delta =  6\n",
      "clip:  5  -->  t =  16.0 start =  18 stop = 33  delta =  15\n",
      "clip:  6  -->  t =  15.75 start =  99 stop = 105  delta =  6\n",
      "clip:  7  -->  t =  15.75 start =  115 stop = 121  delta =  6\n",
      "./MusicNet_KaggleData/Brahms/2112_jb38_1.mid lasts approx  811.6363636363636  seconds\n",
      "clip:  0  -->  t =  16.0 start =  161 stop = 168  delta =  7\n",
      "clip:  1  -->  t =  16.0 start =  141 stop = 148  delta =  7\n",
      "clip:  2  -->  t =  16.0 start =  99 stop = 106  delta =  7\n",
      "clip:  3  -->  t =  16.0 start =  167 stop = 174  delta =  7\n",
      "clip:  4  -->  t =  16.0 start =  79 stop = 86  delta =  7\n",
      "clip:  5  -->  t =  16.0 start =  89 stop = 96  delta =  7\n",
      "clip:  6  -->  t =  16.0 start =  17 stop = 24  delta =  7\n",
      "clip:  7  -->  t =  16.0 start =  119 stop = 126  delta =  7\n",
      "./MusicNet_KaggleData/Brahms/2161_bra40_4.mid lasts approx  389.24536539595204  seconds\n",
      "clip:  0  -->  t =  16.5 start =  119 stop = 129  delta =  10\n",
      "clip:  1  -->  t =  16.5 start =  105 stop = 115  delta =  10\n",
      "clip:  2  -->  t =  16.5 start =  52 stop = 62  delta =  10\n",
      "clip:  3  -->  t =  16.5 start =  82 stop = 92  delta =  10\n",
      "clip:  4  -->  t =  16.5 start =  68 stop = 78  delta =  10\n",
      "clip:  5  -->  t =  16.5 start =  31 stop = 41  delta =  10\n",
      "clip:  6  -->  t =  16.5 start =  60 stop = 70  delta =  10\n",
      "clip:  7  -->  t =  16.5 start =  135 stop = 145  delta =  10\n"
     ]
    }
   ],
   "source": [
    "composer = Composers[2] # Brahms \n",
    "\n",
    "composer_clips[composer] = extract_samples(composer,T=target_time,n_tracks=n_tracks,n_clips=n_clips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "916e2e38",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./MusicNet_KaggleData/Schubert/1775_sy_sps21.mid lasts approx  511.0926449787836  seconds\n",
      "clip:  0  -->  t =  16.0 start =  44 stop = 51  delta =  7\n",
      "clip:  1  -->  t =  16.0 start =  55 stop = 62  delta =  7\n",
      "clip:  2  -->  t =  16.0 start =  127 stop = 134  delta =  7\n",
      "clip:  3  -->  t =  16.0 start =  80 stop = 87  delta =  7\n",
      "clip:  4  -->  t =  16.0 start =  122 stop = 129  delta =  7\n",
      "clip:  5  -->  t =  16.0 start =  28 stop = 35  delta =  7\n",
      "clip:  6  -->  t =  16.0 start =  84 stop = 91  delta =  7\n",
      "clip:  7  -->  t =  16.0 start =  45 stop = 52  delta =  7\n",
      "./MusicNet_KaggleData/Schubert/1755_sy_sps52.mid lasts approx  149.6299803644374  seconds\n",
      "clip:  0  -->  t =  16.0 start =  12 stop = 19  delta =  7\n",
      "clip:  1  -->  t =  16.0 start =  19 stop = 26  delta =  7\n",
      "clip:  2  -->  t =  16.0 start =  10 stop = 17  delta =  7\n",
      "clip:  3  -->  t =  16.0 start =  13 stop = 20  delta =  7\n",
      "clip:  4  -->  t =  16.0 start =  5 stop = 12  delta =  7\n",
      "clip:  5  -->  t =  15.897435897435898 start =  31 stop = 37  delta =  6\n",
      "clip:  6  -->  t =  16.0 start =  6 stop = 13  delta =  7\n",
      "clip:  7  -->  t =  16.0 start =  10 stop = 17  delta =  7\n",
      "./MusicNet_KaggleData/Schubert/1733_sy_sps92.mid lasts approx  419.47169138561014  seconds\n",
      "clip:  0  -->  t =  15.75 start =  6 stop = 26  delta =  20\n",
      "clip:  1  -->  t =  15.75 start =  86 stop = 106  delta =  20\n",
      "clip:  2  -->  t =  15.75 start =  21 stop = 41  delta =  20\n",
      "clip:  3  -->  t =  15.75 start =  89 stop = 109  delta =  20\n",
      "clip:  4  -->  t =  15.22193328603122 start =  63 stop = 72  delta =  9\n",
      "clip:  5  -->  t =  15.75 start =  19 stop = 39  delta =  20\n",
      "clip:  6  -->  t =  15.576923076923075 start =  1 stop = 9  delta =  8\n",
      "clip:  7  -->  t =  16.829076143174078 start =  58 stop = 71  delta =  13\n",
      "./MusicNet_KaggleData/Schubert/1776_sy_sps22.mid lasts approx  530.3280323263194  seconds\n",
      "clip:  0  -->  t =  16.984519335625905 start =  16 stop = 24  delta =  8\n",
      "clip:  1  -->  t =  15.934440789440025 start =  34 stop = 40  delta =  6\n",
      "clip:  2  -->  t =  15.75 start =  10 stop = 20  delta =  10\n",
      "clip:  3  -->  t =  17.484519335625905 start =  14 stop = 23  delta =  9\n",
      "clip:  4  -->  t =  16.5 start =  75 stop = 85  delta =  10\n",
      "clip:  5  -->  t =  16.0 start =  98 stop = 107  delta =  9\n",
      "clip:  6  -->  t =  15.434440789440025 start =  85 stop = 92  delta =  7\n",
      "clip:  7  -->  t =  16.5 start =  78 stop = 88  delta =  10\n",
      "./MusicNet_KaggleData/Schubert/1773_sy_sps43.mid lasts approx  232.71936758893278  seconds\n",
      "clip:  0  -->  t =  16.5 start =  82 stop = 93  delta =  11\n",
      "clip:  1  -->  t =  15.239130434782608 start =  38 stop = 48  delta =  10\n",
      "clip:  2  -->  t =  16.5 start =  81 stop = 92  delta =  11\n",
      "clip:  3  -->  t =  15.409090909090908 start =  20 stop = 30  delta =  10\n",
      "clip:  4  -->  t =  16.5 start =  5 stop = 16  delta =  11\n",
      "clip:  5  -->  t =  16.0 start =  16 stop = 26  delta =  10\n",
      "clip:  6  -->  t =  16.5 start =  78 stop = 89  delta =  11\n",
      "clip:  7  -->  t =  16.5 start =  11 stop = 22  delta =  11\n",
      "./MusicNet_KaggleData/Schubert/1759_d958-3.mid lasts approx  222.56165487616116  seconds\n",
      "clip:  0  -->  t =  15.488926498267913 start =  52 stop = 65  delta =  13\n",
      "clip:  1  -->  t =  15.686856504323188 start =  71 stop = 83  delta =  12\n",
      "clip:  2  -->  t =  15.677961826229373 start =  64 stop = 77  delta =  13\n",
      "clip:  3  -->  t =  15.303244579268487 start =  58 stop = 71  delta =  13\n",
      "clip:  4  -->  t =  15.365469703918295 start =  79 stop = 90  delta =  11\n",
      "clip:  5  -->  t =  15.457040873683136 start =  61 stop = 74  delta =  13\n",
      "clip:  6  -->  t =  15.746675989069018 start =  87 stop = 99  delta =  12\n",
      "clip:  7  -->  t =  15.103692340883942 start =  45 stop = 57  delta =  12\n",
      "./MusicNet_KaggleData/Schubert/1749_sy_sps11.mid lasts approx  512.029685104487  seconds\n",
      "clip:  0  -->  t =  16.5 start =  17 stop = 24  delta =  7\n",
      "clip:  1  -->  t =  16.5 start =  15 stop = 22  delta =  7\n",
      "clip:  2  -->  t =  16.0 start =  160 stop = 167  delta =  7\n",
      "clip:  3  -->  t =  16.0 start =  66 stop = 73  delta =  7\n",
      "clip:  4  -->  t =  16.0 start =  71 stop = 78  delta =  7\n",
      "clip:  5  -->  t =  16.0 start =  139 stop = 146  delta =  7\n",
      "clip:  6  -->  t =  15.647190963706056 start =  99 stop = 109  delta =  10\n",
      "clip:  7  -->  t =  16.0 start =  53 stop = 60  delta =  7\n",
      "./MusicNet_KaggleData/Schubert/1730_schubert_op114_5.mid lasts approx  393.52395621749076  seconds\n",
      "clip:  0  -->  t =  15.25 start =  70 stop = 84  delta =  14\n",
      "clip:  1  -->  t =  15.160603212697968 start =  32 stop = 46  delta =  14\n",
      "clip:  2  -->  t =  15.192573978760267 start =  46 stop = 65  delta =  19\n",
      "clip:  3  -->  t =  16.0 start =  79 stop = 94  delta =  15\n",
      "clip:  4  -->  t =  16.0 start =  148 stop = 163  delta =  15\n",
      "clip:  5  -->  t =  16.0 start =  169 stop = 184  delta =  15\n",
      "clip:  6  -->  t =  16.0 start =  132 stop = 147  delta =  15\n",
      "clip:  7  -->  t =  16.0 start =  119 stop = 134  delta =  15\n",
      "./MusicNet_KaggleData/Schubert/1752_sy_sps14.mid lasts approx  271.8376217496064  seconds\n",
      "clip:  0  -->  t =  16.0 start =  139 stop = 154  delta =  15\n",
      "clip:  1  -->  t =  16.0 start =  116 stop = 131  delta =  15\n",
      "clip:  2  -->  t =  16.0 start =  26 stop = 41  delta =  15\n",
      "clip:  3  -->  t =  16.0 start =  141 stop = 156  delta =  15\n",
      "clip:  4  -->  t =  16.0 start =  134 stop = 149  delta =  15\n",
      "clip:  5  -->  t =  16.0 start =  8 stop = 23  delta =  15\n",
      "clip:  6  -->  t =  15.5 start =  251 stop = 280  delta =  29\n",
      "clip:  7  -->  t =  16.0 start =  254 stop = 269  delta =  15\n",
      "./MusicNet_KaggleData/Schubert/1729_schubert_op114_4.mid lasts approx  445.93347785558774  seconds\n",
      "clip:  0  -->  t =  15.5 start =  21 stop = 35  delta =  14\n",
      "clip:  1  -->  t =  16.0 start =  4 stop = 19  delta =  15\n",
      "clip:  2  -->  t =  15.484031936127746 start =  79 stop = 89  delta =  10\n",
      "clip:  3  -->  t =  15.5 start =  57 stop = 71  delta =  14\n",
      "clip:  4  -->  t =  15.5 start =  52 stop = 66  delta =  14\n",
      "clip:  5  -->  t =  16.48802395209581 start =  76 stop = 88  delta =  12\n",
      "clip:  6  -->  t =  15.5 start =  54 stop = 68  delta =  14\n",
      "clip:  7  -->  t =  15.5 start =  48 stop = 62  delta =  14\n",
      "./MusicNet_KaggleData/Schubert/1751_sy_sps13.mid lasts approx  432.26339356704904  seconds\n",
      "clip:  0  -->  t =  16.5 start =  67 stop = 78  delta =  11\n",
      "clip:  1  -->  t =  15.75 start =  40 stop = 49  delta =  9\n",
      "clip:  2  -->  t =  16.5 start =  219 stop = 229  delta =  10\n",
      "clip:  3  -->  t =  16.5 start =  86 stop = 96  delta =  10\n",
      "clip:  4  -->  t =  16.5 start =  173 stop = 183  delta =  10\n",
      "clip:  5  -->  t =  16.5 start =  163 stop = 174  delta =  11\n",
      "clip:  6  -->  t =  16.5 start =  70 stop = 80  delta =  10\n",
      "clip:  7  -->  t =  16.5 start =  213 stop = 223  delta =  10\n",
      "./MusicNet_KaggleData/Schubert/1756_sy_sps53.mid lasts approx  267.58643175879286  seconds\n",
      "clip:  0  -->  t =  15.42246017255442 start =  74 stop = 86  delta =  12\n",
      "clip:  1  -->  t =  16.5 start =  34 stop = 44  delta =  10\n",
      "clip:  2  -->  t =  16.5 start =  34 stop = 44  delta =  10\n",
      "clip:  3  -->  t =  16.5 start =  101 stop = 111  delta =  10\n",
      "clip:  4  -->  t =  16.5 start =  51 stop = 61  delta =  10\n",
      "clip:  5  -->  t =  16.5 start =  110 stop = 120  delta =  10\n",
      "clip:  6  -->  t =  16.5 start =  2 stop = 12  delta =  10\n",
      "clip:  7  -->  t =  16.0 start =  15 stop = 30  delta =  15\n",
      "./MusicNet_KaggleData/Schubert/1771_sy_sps41.mid lasts approx  471.388289870846  seconds\n",
      "clip:  0  -->  t =  16.5 start =  14 stop = 24  delta =  10\n",
      "clip:  1  -->  t =  15.021155282372634 start =  103 stop = 112  delta =  9\n",
      "clip:  2  -->  t =  16.5 start =  20 stop = 30  delta =  10\n",
      "clip:  3  -->  t =  16.5 start =  135 stop = 145  delta =  10\n",
      "clip:  4  -->  t =  16.5 start =  67 stop = 77  delta =  10\n",
      "clip:  5  -->  t =  16.5 start =  14 stop = 24  delta =  10\n",
      "clip:  6  -->  t =  15.204963235294118 start =  154 stop = 165  delta =  11\n",
      "clip:  7  -->  t =  16.5 start =  4 stop = 14  delta =  10\n",
      "./MusicNet_KaggleData/Schubert/1742_sb163m2.mid lasts approx  726.4016426936905  seconds\n",
      "clip:  0  -->  t =  18.0 start =  20 stop = 25  delta =  5\n",
      "clip:  1  -->  t =  42.7304347826087 start =  1 stop = 6  delta =  5\n",
      "clip:  2  -->  t =  18.0 start =  33 stop = 38  delta =  5\n",
      "clip:  3  -->  t =  18.0 start =  4 stop = 9  delta =  5\n",
      "clip:  4  -->  t =  35.241760527801716 start =  13 stop = 18  delta =  5\n",
      "clip:  5  -->  t =  44.89393444084519 start =  15 stop = 20  delta =  5\n",
      "clip:  6  -->  t =  18.0 start =  7 stop = 12  delta =  5\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "clip:  7  -->  t =  39.75 start =  29 stop = 34  delta =  5\n",
      "./MusicNet_KaggleData/Schubert/1765_scbt1423.mid lasts approx  588.7714057000203  seconds\n",
      "clip:  0  -->  t =  16.808082573017174 start =  68 stop = 73  delta =  5\n",
      "clip:  1  -->  t =  18.6089629654406 start =  61 stop = 68  delta =  7\n",
      "clip:  2  -->  t =  16.0 start =  5 stop = 12  delta =  7\n",
      "clip:  3  -->  t =  16.0 start =  10 stop = 17  delta =  7\n",
      "clip:  4  -->  t =  16.0 start =  4 stop = 11  delta =  7\n",
      "clip:  5  -->  t =  16.0 start =  16 stop = 23  delta =  7\n",
      "clip:  6  -->  t =  17.03129685873146 start =  102 stop = 107  delta =  5\n",
      "clip:  7  -->  t =  16.0 start =  19 stop = 26  delta =  7\n"
     ]
    }
   ],
   "source": [
    "composer = Composers[3] # Schubert\n",
    "\n",
    "composer_clips[composer] = extract_samples(composer,T=target_time,n_tracks=n_tracks,n_clips=n_clips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "5bc71528",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Bach 120\n",
      "Beethoven 120\n",
      "Brahms 96\n",
      "Schubert 120\n",
      "Total of 456 clip streams parsed...\n",
      "\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Complete Data set of clips : \n",
    "\n",
    "n_samples = 0\n",
    "\n",
    "for composer in Composers: \n",
    "    \n",
    "    n_composer = len(composer_clips[composer])\n",
    "    \n",
    "    print(composer,n_composer)\n",
    "    \n",
    "    n_samples += n_composer\n",
    "    \n",
    "print(f\"Total of {n_samples} clip streams parsed...\\n\\n\\n\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "750eca19",
   "metadata": {},
   "source": [
    "## Now Use Feature Extraction Modules in Music21 to get set of numeric features describing each clip\n",
    "\n",
    "- the following function is based on documentation from music21 [music21 feature extraction docs](https://web.mit.edu/music21/doc/moduleReference/moduleFeaturesJSymbolic.html)\n",
    "\n",
    "- music21 offers a huge library of feature choices to extract from stream objects\n",
    "\n",
    "- will narrow it down:\n",
    "\n",
    "        - many of the features are about which instrument used, but seems irrelevant to who composed the piece \n",
    "        \n",
    "        - will focus on features that only return single numeric value\n",
    "        \n",
    "        - later could be nice to try incorporating the histogram features provided "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "1d5ac4ef",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function takes a stream object for a clip, searchs through full library of feature options, discarding unwanted features\n",
    "\n",
    "# set output = False to supress printing progress\n",
    "\n",
    "# returns a numpy array with shape (number of examples, number of features)\n",
    "\n",
    "def features_from_stream(s,output=False):\n",
    "    \n",
    "    feature_vector = []\n",
    "    \n",
    "    # Narrowing down useful features to use... \n",
    "\n",
    "    matches = [\"Fraction\", \"Instrument\",\"Meter\",\"Tempo\",\"Voice\",\"Histogram\",\"Motion\",\"Register\"]\n",
    "\n",
    "    stop = 5\n",
    "\n",
    "    fs = features.jSymbolic.extractorsById\n",
    "    \n",
    "    for k in fs:\n",
    "        \n",
    "        if k in ['D','I','T']:\n",
    "            continue # don't need these categories of features \n",
    "        \n",
    "        for i in range(len(fs[k])):\n",
    "              if fs[k][i] is not None:\n",
    "                    n = fs[k][i].__name__\n",
    "                    if fs[k][i] not in features.jSymbolic.featureExtractors:\n",
    "                        n += ' (not implemented)'\n",
    "                        continue\n",
    "\n",
    "                    name = n[:-7] # throw away 'Feaure' from method name when printing \n",
    "\n",
    "                    if any(x in name for x in matches):\n",
    "                        continue\n",
    "\n",
    "                    extractor = getattr(features.jSymbolic,n) \n",
    "\n",
    "                    fe = extractor(s)\n",
    "\n",
    "                    try:\n",
    "                        val = fe.extract().vector\n",
    "                    except:\n",
    "                        continue\n",
    "\n",
    "                    # take single valued features to make life easier     \n",
    "                    if len(val)>1:\n",
    "                        continue\n",
    "                    \n",
    "                    feature_vector.append(val[0])\n",
    "                    if output: print(f'{k} {i} {name} {val}')\n",
    "                    \n",
    "    feature_vector = np.array(feature_vector)\n",
    "    \n",
    "    return feature_vector"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "d8fac94c",
   "metadata": {},
   "outputs": [],
   "source": [
    "def essential_features_from_stream(s,features_list,output=False):\n",
    "    \n",
    "    feature_values_vector = []\n",
    "    \n",
    "    for name in features_list: \n",
    "        \n",
    "        extractor = getattr(features.jSymbolic,name+'Feature') \n",
    "\n",
    "        fe = extractor(s)\n",
    "        \n",
    "        val = fe.extract().vector\n",
    "        \n",
    "        feature_values_vector.append(val[0])\n",
    "        \n",
    "        if output: print(f'{name} {val}')\n",
    "            \n",
    "    return feature_values_vector"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "42fc0e41",
   "metadata": {},
   "outputs": [],
   "source": [
    "# speed up data extraction by preselecting only 15 needed features\n",
    "\n",
    "features_list=['Range',\n",
    " 'PitchVariety',\n",
    " 'NumberOfCommonPitches',\n",
    " 'NoteDensity',\n",
    " 'AmountOfArpeggiation',\n",
    " 'IntervalBetweenStrongestPitches',\n",
    " 'MostCommonPitchClassPrevalence',\n",
    " 'MostCommonPitchPrevalence',\n",
    " 'RelativeStrengthOfTopPitchClasses',\n",
    " 'RepeatedNotes',\n",
    " 'MelodicOctaves',\n",
    " 'SizeOfMelodicArcs',\n",
    " 'VariabilityOfNoteDuration',\n",
    " 'MelodicTritones',\n",
    " 'PitchClassVariety']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "8c98c536",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Range [39]\n",
      "PitchVariety [30]\n",
      "NumberOfCommonPitches [3]\n",
      "NoteDensity [13.75]\n",
      "AmountOfArpeggiation [0.22119815668202766]\n",
      "IntervalBetweenStrongestPitches [2]\n",
      "MostCommonPitchClassPrevalence [0.14545454545454545]\n",
      "MostCommonPitchPrevalence [0.10454545454545454]\n",
      "RelativeStrengthOfTopPitchClasses [0.96875]\n",
      "RepeatedNotes [0.013824884792626729]\n",
      "MelodicOctaves [0.004608294930875576]\n",
      "SizeOfMelodicArcs [5.34020618556701]\n",
      "VariabilityOfNoteDuration [0.17188321730920092]\n",
      "MelodicTritones [0.018433179723502304]\n",
      "PitchClassVariety [11]\n"
     ]
    }
   ],
   "source": [
    "# access streams via [composer][index].stream\n",
    "\n",
    "clip_stream = composer_clips['Bach'][0].stream\n",
    "\n",
    "feature_vector = essential_features_from_stream(clip_stream,features_list,output=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "50cb067d",
   "metadata": {},
   "outputs": [],
   "source": [
    "feature_vector"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e97c60b2",
   "metadata": {},
   "source": [
    "# Construct data set "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "e28eda6a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# pull features from all streams\n",
    "\n",
    "# clips = named tuples with composer, audio_path to original file, start measure, stop measure, and stream object\n",
    "\n",
    "def extract_data(clips,features_list):\n",
    "    \n",
    "    print(f\"Beginning Feature Extraction for {len(clips)} clips\")\n",
    "    \n",
    "    vectors = []\n",
    "    \n",
    "    for i in range(3,50):\n",
    "        \n",
    "        print(f\"extracting clip {(i+1)}/{len(clips)}...\")\n",
    "        #feature_vector = features_from_stream(clips[i].stream,output=False)\n",
    "        \n",
    "        feature_vector = essential_features_from_stream(clips[i].stream,features_list,output=False)\n",
    "        \n",
    "        vectors.append(feature_vector)\n",
    "        \n",
    "    return np.vstack(vectors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "57f60e7c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create dictionary to store numpy arrays of  X = samples, features for each composer\n",
    "\n",
    "X_composers = dict()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "a4d447ac",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Beginning Feature Extraction for 120 clips\n",
      "extracting clip 1/120...\n",
      "extracting clip 2/120...\n",
      "extracting clip 3/120...\n",
      "extracting clip 4/120...\n",
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     ]
    }
   ],
   "source": [
    "composer = Composers[0]\n",
    "\n",
    "X_composers[composer] = extract_data(composer_clips[composer],features_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "5048b884",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Beethoven\n",
      "Beginning Feature Extraction for 120 clips\n",
      "extracting clip 4/120...\n",
      "extracting clip 5/120...\n",
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      "extracting clip 50/120...\n"
     ]
    }
   ],
   "source": [
    "composer = Composers[1]\n",
    "\n",
    "print(composer)\n",
    "\n",
    "X_composers[composer] = extract_data(composer_clips[composer],features_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "08920d9f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Brahms\n",
      "Beginning Feature Extraction for 96 clips\n",
      "extracting clip 1/96...\n",
      "extracting clip 2/96...\n",
      "extracting clip 3/96...\n",
      "extracting clip 4/96...\n",
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     ]
    }
   ],
   "source": [
    "composer = Composers[2]\n",
    "\n",
    "print(composer)\n",
    "\n",
    "X_composers[composer] = extract_data(composer_clips[composer],features_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "27637d4f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Schubert\n",
      "Beginning Feature Extraction for 120 clips\n",
      "extracting clip 1/120...\n",
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     ]
    }
   ],
   "source": [
    "composer = Composers[3] # schubert \n",
    "\n",
    "print(composer)\n",
    "\n",
    "X_composers[composer] = extract_data(composer_clips[composer],features_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "414589f3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
      " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
      " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
      " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
      " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "[1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
      " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]\n",
      "[2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2.\n",
      " 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2.\n",
      " 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2.\n",
      " 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2.]\n",
      "[3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3.\n",
      " 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3.\n",
      " 3. 3.]\n"
     ]
    }
   ],
   "source": [
    "y_Bach=np.zeros(shape=(len(X_composers['Bach']),))\n",
    "y_Beethoven=1*np.ones(shape=(len(X_composers['Beethoven']),))\n",
    "y_Brahms=2*np.ones(shape=(len(X_composers['Brahms']),))\n",
    "y_Schubert=3*np.ones(shape=(len(X_composers['Schubert']),))\n",
    "\n",
    "print(y_Bach)\n",
    "print(y_Beethoven)\n",
    "print(y_Brahms)\n",
    "print(y_Schubert)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "1c257fa6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(313, 15)\n",
      "(313,)\n"
     ]
    }
   ],
   "source": [
    "train_x = np.vstack((X_composers['Bach'],X_composers['Beethoven'],X_composers['Brahms'],X_composers['Schubert']))\n",
    "\n",
    "train_y = np.hstack((y_Bach,y_Beethoven,y_Brahms,y_Schubert))\n",
    "\n",
    "print(train_x.shape)\n",
    "print(train_y.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "d776984f",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "#First DataSet , using 30 second target for length, and using 4 per sample  4*15 = 60 each\n",
    "#dataset_path = './DataStreamFeatures/TrainData.pkl'\n",
    "\n",
    "#second , larger data set of 15 second clips \n",
    "dataset_path = './DataStreamFeatures/TrainData_MusicNet_15sec_313.pkl'\n",
    "\n",
    "import pickle as pkl\n",
    "\n",
    "#to save it\n",
    "with open(dataset_path, \"wb\") as f:\n",
    "    pkl.dump([train_x, train_y], f)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e3ec2189",
   "metadata": {},
   "outputs": [],
   "source": [
    "#to load it\n",
    "with open(dataset_path, \"rb\") as f:\n",
    "    train_X, train_Y = pkl.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7ca6efee",
   "metadata": {},
   "outputs": [],
   "source": [
    "type(train_X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0ab1b678",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_X.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "728f19d9",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_Y.shape"
   ]
  }
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