07_01_notation_compose.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "from music21 import converter, chord, note\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Getting the data\n",
    "\n",
    "You can find midi files for each of the 36 movements in the J.S. Bach Cello Suites here:\n",
    "\n",
    "http://www.jsbach.net/midi/midi_solo_cello.html\n",
    "\n",
    "Save these inside the './data/cello' folder"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Musical notation software\n",
    "\n",
    "You'll also need to download some software to view and listen to the music generated by the model.\n",
    "\n",
    "Musescore can be freely downloaded here:\n",
    "\n",
    "https://musescore.org/en"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Viewing the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset_name = 'cello'\n",
    "filename = 'cs1-2all'\n",
    "file = \"./data/{}/{}.mid\".format(dataset_name, filename)\n",
    "\n",
    "original_score = converter.parse(file).chordify()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 918,
       "width": 753
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "original_score.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'original_score' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m--------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                    Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-3-8c0a7ccadc19>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0moriginal_score\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'text'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m: name 'original_score' is not defined"
     ]
    }
   ],
   "source": [
    "original_score.show('text')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Extracting the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "notes = []\n",
    "durations = []\n",
    "\n",
    "for element in original_score.flat:\n",
    "    \n",
    "    if isinstance(element, chord.Chord):\n",
    "        notes.append('.'.join(n.nameWithOctave for n in element.pitches))\n",
    "        durations.append(element.duration.quarterLength)\n",
    "\n",
    "    if isinstance(element, note.Note):\n",
    "        if element.isRest:\n",
    "            notes.append(str(element.name))\n",
    "            durations.append(element.duration.quarterLength)\n",
    "        else:\n",
    "            notes.append(str(element.nameWithOctave))\n",
    "            durations.append(element.duration.quarterLength)\n",
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "duration pitch\n",
      "0.25 \t B3\n",
      "1.0 \t G2.D3.B3\n",
      "0.25 \t B3\n",
      "0.25 \t A3\n",
      "0.25 \t G3\n",
      "0.25 \t F#3\n",
      "0.25 \t G3\n",
      "0.25 \t D3\n",
      "0.25 \t E3\n",
      "0.25 \t F#3\n",
      "0.25 \t G3\n",
      "0.25 \t A3\n",
      "0.25 \t B3\n",
      "0.25 \t C4\n",
      "0.25 \t D4\n",
      "0.25 \t B3\n",
      "0.25 \t G3\n",
      "0.25 \t F#3\n",
      "0.25 \t G3\n",
      "0.25 \t E3\n",
      "0.25 \t D3\n",
      "0.25 \t C3\n",
      "0.25 \t B2\n",
      "0.25 \t C3\n",
      "0.25 \t D3\n",
      "0.25 \t E3\n",
      "0.25 \t F#3\n",
      "0.25 \t G3\n",
      "0.25 \t A3\n",
      "0.25 \t B3\n",
      "0.25 \t C4\n",
      "0.25 \t A3\n",
      "0.25 \t G3\n",
      "0.25 \t F#3\n",
      "0.25 \t G3\n",
      "0.25 \t E3\n",
      "0.25 \t F#3\n",
      "0.25 \t G3\n",
      "0.25 \t A2\n",
      "0.25 \t D3\n",
      "0.25 \t F#3\n",
      "0.25 \t G3\n",
      "0.25 \t A3\n",
      "0.25 \t B3\n",
      "0.25 \t C4\n",
      "0.25 \t A3\n",
      "0.25 \t B3\n",
      "0.25 \t G3\n",
      "0.25 \t G3\n",
      "0.25 \t D3\n",
      "0.25 \t D3\n",
      "0.25 \t B2\n",
      "0.25 \t B2\n",
      "0.25 \t G2\n",
      "0.75 \t G2\n",
      "0.25 \t B3\n",
      "0.25 \t C4\n",
      "0.25 \t B3\n",
      "0.25 \t A3\n",
      "0.25 \t G3\n",
      "0.25 \t A3\n",
      "0.25 \t B3\n",
      "0.25 \t C4\n",
      "0.25 \t A3\n",
      "0.25 \t G3\n",
      "0.25 \t F#3\n",
      "0.25 \t G3\n",
      "0.25 \t A3\n",
      "0.75 \t E-3\n",
      "0.25 \t C4\n",
      "0.25 \t B3\n",
      "0.25 \t A3\n",
      "0.25 \t G3\n",
      "0.25 \t F#3\n",
      "0.25 \t G3\n",
      "0.25 \t E3\n",
      "0.25 \t E3\n",
      "0.25 \t B2\n",
      "0.25 \t B2\n",
      "0.25 \t G2\n",
      "0.25 \t G2\n",
      "0.25 \t E2\n",
      "0.75 \t E2\n",
      "0.25 \t B2\n",
      "0.25 \t E3\n",
      "0.25 \t G3\n",
      "0.25 \t F#3\n",
      "0.25 \t A3\n",
      "0.25 \t G3\n",
      "0.25 \t F#3\n",
      "0.25 \t E3\n",
      "0.25 \t F#3\n",
      "0.25 \t G3\n",
      "0.25 \t C#4\n",
      "0.25 \t G3\n",
      "0.25 \t F#3\n",
      "0.25 \t G3\n",
      "0.25 \t C#4\n",
      "0.25 \t E3\n",
      "0.25 \t F#3\n",
      "0.25 \t G3\n",
      "0.25 \t E3\n",
      "0.25 \t A2\n",
      "0.25 \t G3\n",
      "0.5 \t F#3\n",
      "0.25 \t D3\n",
      "0.25 \t E3\n",
      "0.25 \t F#3\n",
      "0.25 \t D3\n",
      "0.25 \t G3\n",
      "0.25 \t E3\n",
      "0.25 \t F#3\n",
      "0.25 \t D3\n",
      "0.25 \t F#3\n",
      "0.25 \t G3\n",
      "0.25 \t A3\n",
      "0.25 \t B3\n",
      "0.25 \t C4\n",
      "0.25 \t A3\n",
      "0.25 \t B3\n",
      "0.25 \t D3\n",
      "0.25 \t G2\n",
      "0.25 \t D3\n",
      "0.25 \t B3\n",
      "0.25 \t G3\n",
      "0.25 \t A3\n",
      "0.25 \t F#3\n",
      "0.25 \t G3\n",
      "0.25 \t E3\n",
      "0.25 \t G3\n",
      "0.25 \t A3\n",
      "0.25 \t B3\n",
      "0.25 \t C#4\n",
      "0.25 \t D4\n",
      "0.25 \t B3\n",
      "0.25 \t C#4\n",
      "0.25 \t E3\n",
      "0.25 \t G2\n",
      "0.25 \t E3\n",
      "0.25 \t C#4\n",
      "0.25 \t A3\n",
      "0.25 \t B3\n",
      "0.25 \t D4\n",
      "0.25 \t C#4\n",
      "0.25 \t A3\n",
      "0.25 \t D4\n",
      "0.25 \t B3\n",
      "0.25 \t C#4\n",
      "0.25 \t A3\n",
      "0.25 \t E4\n",
      "0.25 \t G3\n",
      "0.75 \t F#3\n",
      "0.25 \t D4\n",
      "0.25 \t A3\n",
      "0.25 \t G3\n",
      "0.25 \t F#3\n",
      "0.25 \t E3\n",
      "0.25 \t D3\n",
      "0.25 \t A3\n",
      "0.25 \t G3\n",
      "0.25 \t E3\n",
      "0.25 \t F#3\n",
      "0.25 \t D3\n",
      "0.25 \t A3\n",
      "0.25 \t C3\n",
      "0.75 \t B2\n",
      "0.25 \t G3\n",
      "0.25 \t D3\n",
      "0.25 \t C3\n",
      "0.25 \t B2\n",
      "0.25 \t A2\n",
      "0.25 \t G2\n",
      "0.25 \t D3\n",
      "0.25 \t C3\n",
      "0.25 \t A2\n",
      "0.25 \t B2\n",
      "0.25 \t G2\n",
      "0.25 \t D3\n",
      "0.25 \t F#2\n",
      "0.25 \t E2\n",
      "0.25 \t G2\n",
      "0.25 \t A2\n",
      "0.25 \t B2\n",
      "0.25 \t C#3\n",
      "0.25 \t D3\n",
      "0.25 \t E3\n",
      "0.25 \t F#3\n",
      "0.25 \t G3\n",
      "0.25 \t A3\n",
      "0.25 \t C#4\n",
      "0.25 \t D4\n",
      "0.25 \t E4\n",
      "0.25 \t A3\n",
      "0.5 \t G4\n",
      "0.25 \t D3\n",
      "0.25 \t G4\n",
      "0.25 \t F#4\n",
      "0.25 \t E4\n",
      "0.25 \t F#4\n",
      "0.25 \t D4\n",
      "0.25 \t A3\n",
      "0.25 \t D4\n",
      "0.25 \t D3\n",
      "0.25 \t F#3\n",
      "0.25 \t A3\n",
      "0.25 \t C4\n",
      "0.75 \t B3\n",
      "0.25 \t A3\n",
      "0.75 \t G2.D3.B3\n",
      "0.25 \t A3\n",
      "0.25 \t G3\n",
      "0.25 \t F#3\n",
      "0.25 \t E3\n",
      "0.25 \t D4\n",
      "0.25 \t C#4\n",
      "0.25 \t E4\n",
      "0.25 \t A3\n",
      "0.25 \t G3\n",
      "0.25 \t F#3\n",
      "0.25 \t D3\n",
      "0.25 \t A2\n",
      "0.25 \t C#3\n",
      "0.75 \t D2\n",
      "0.25 \t A2\n",
      "0.25 \t D3\n",
      "0.25 \t F#3\n",
      "0.25 \t A3\n",
      "0.25 \t C#4\n",
      "0.25 \t D4\n",
      "0.25 \t A3\n",
      "0.25 \t F#3\n",
      "0.25 \t D3\n",
      "0.75 \t D2\n",
      "0.25 \t B3\n",
      "1.0 \t G2.D3.B3\n",
      "0.25 \t B3\n",
      "0.25 \t A3\n",
      "0.25 \t G3\n",
      "0.25 \t F#3\n",
      "0.25 \t G3\n",
      "0.25 \t D3\n",
      "0.25 \t E3\n",
      "0.25 \t F#3\n",
      "0.25 \t G3\n",
      "0.25 \t A3\n",
      "0.25 \t B3\n",
      "0.25 \t C4\n",
      "0.25 \t D4\n",
      "0.25 \t B3\n",
      "0.25 \t G3\n",
      "0.25 \t F#3\n",
      "0.25 \t G3\n",
      "0.25 \t E3\n",
      "0.25 \t D3\n",
      "0.25 \t C3\n",
      "0.25 \t B2\n",
      "0.25 \t C3\n",
      "0.25 \t D3\n",
      "0.25 \t E3\n",
      "0.25 \t F#3\n",
      "0.25 \t G3\n",
      "0.25 \t A3\n",
      "0.25 \t B3\n",
      "0.25 \t C4\n",
      "0.25 \t A3\n",
      "0.25 \t G3\n",
      "0.25 \t F#3\n",
      "0.25 \t G3\n",
      "0.25 \t E3\n",
      "0.25 \t F#3\n",
      "0.25 \t G3\n",
      "0.25 \t A2\n",
      "0.25 \t D3\n",
      "0.25 \t F#3\n",
      "0.25 \t G3\n",
      "0.25 \t A3\n",
      "0.25 \t B3\n",
      "0.25 \t C4\n",
      "0.25 \t A3\n",
      "0.25 \t B3\n",
      "0.25 \t G3\n",
      "0.25 \t G3\n",
      "0.25 \t D3\n",
      "0.25 \t D3\n",
      "0.25 \t B2\n",
      "0.25 \t B2\n",
      "0.25 \t G2\n",
      "0.75 \t G2\n",
      "0.25 \t B3\n",
      "0.25 \t C4\n",
      "0.25 \t B3\n",
      "0.25 \t A3\n",
      "0.25 \t G3\n",
      "0.25 \t A3\n",
      "0.25 \t B3\n",
      "0.25 \t C4\n",
      "0.25 \t A3\n",
      "0.25 \t G3\n",
      "0.25 \t F#3\n",
      "0.25 \t G3\n",
      "0.25 \t A3\n",
      "0.75 \t E-3\n",
      "0.25 \t C4\n",
      "0.25 \t B3\n",
      "0.25 \t A3\n",
      "0.25 \t G3\n",
      "0.25 \t F#3\n",
      "0.25 \t G3\n",
      "0.25 \t E3\n",
      "0.25 \t E3\n",
      "0.25 \t B2\n",
      "0.25 \t B2\n",
      "0.25 \t G2\n",
      "0.25 \t G2\n",
      "0.25 \t E2\n",
      "0.75 \t E2\n",
      "0.25 \t B2\n",
      "0.25 \t E3\n",
      "0.25 \t G3\n",
      "0.25 \t F#3\n",
      "0.25 \t A3\n",
      "0.25 \t G3\n",
      "0.25 \t F#3\n",
      "0.25 \t E3\n",
      "0.25 \t F#3\n",
      "0.25 \t G3\n",
      "0.25 \t C#4\n",
      "0.25 \t G3\n",
      "0.25 \t F#3\n",
      "0.25 \t G3\n",
      "0.25 \t C#4\n",
      "0.25 \t E3\n",
      "0.25 \t F#3\n",
      "0.25 \t G3\n",
      "0.25 \t E3\n",
      "0.25 \t A2\n",
      "0.25 \t G3\n",
      "0.5 \t F#3\n",
      "0.25 \t D3\n",
      "0.25 \t E3\n",
      "0.25 \t F#3\n",
      "0.25 \t D3\n",
      "0.25 \t G3\n",
      "0.25 \t E3\n",
      "0.25 \t F#3\n",
      "0.25 \t D3\n",
      "0.25 \t F#3\n",
      "0.25 \t G3\n",
      "0.25 \t A3\n",
      "0.25 \t B3\n",
      "0.25 \t C4\n",
      "0.25 \t A3\n",
      "0.25 \t B3\n",
      "0.25 \t D3\n",
      "0.25 \t G2\n",
      "0.25 \t D3\n",
      "0.25 \t B3\n",
      "0.25 \t G3\n",
      "0.25 \t A3\n",
      "0.25 \t F#3\n",
      "0.25 \t G3\n",
      "0.25 \t E3\n",
      "0.25 \t G3\n",
      "0.25 \t A3\n",
      "0.25 \t B3\n",
      "0.25 \t C#4\n",
      "0.25 \t D4\n",
      "0.25 \t B3\n",
      "0.25 \t C#4\n",
      "0.25 \t E3\n",
      "0.25 \t G2\n",
      "0.25 \t E3\n",
      "0.25 \t C#4\n",
      "0.25 \t A3\n",
      "0.25 \t B3\n",
      "0.25 \t D4\n",
      "0.25 \t C#4\n",
      "0.25 \t A3\n",
      "0.25 \t D4\n",
      "0.25 \t B3\n",
      "0.25 \t C#4\n",
      "0.25 \t A3\n",
      "0.25 \t E4\n",
      "0.25 \t G3\n",
      "0.75 \t F#3\n",
      "0.25 \t D4\n",
      "0.25 \t A3\n",
      "0.25 \t G3\n",
      "0.25 \t F#3\n",
      "0.25 \t E3\n",
      "0.25 \t D3\n",
      "0.25 \t A3\n",
      "0.25 \t G3\n",
      "0.25 \t E3\n",
      "0.25 \t F#3\n",
      "0.25 \t D3\n",
      "0.25 \t A3\n",
      "0.25 \t C3\n",
      "0.75 \t B2\n",
      "0.25 \t G3\n",
      "0.25 \t D3\n",
      "0.25 \t C3\n",
      "0.25 \t B2\n",
      "0.25 \t A2\n",
      "0.25 \t G2\n",
      "0.25 \t D3\n",
      "0.25 \t C3\n",
      "0.25 \t A2\n",
      "0.25 \t B2\n",
      "0.25 \t G2\n",
      "0.25 \t D3\n",
      "0.25 \t F#2\n",
      "0.25 \t E2\n",
      "0.25 \t G2\n",
      "0.25 \t A2\n",
      "0.25 \t B2\n",
      "0.25 \t C#3\n",
      "0.25 \t D3\n",
      "0.25 \t E3\n",
      "0.25 \t F#3\n",
      "0.25 \t G3\n",
      "0.25 \t A3\n",
      "0.25 \t C#4\n",
      "0.25 \t D4\n",
      "0.25 \t E4\n",
      "0.25 \t A3\n",
      "0.5 \t G4\n",
      "0.25 \t D3\n",
      "0.25 \t G4\n",
      "0.25 \t F#4\n",
      "0.25 \t E4\n",
      "0.25 \t F#4\n",
      "0.25 \t D4\n",
      "0.25 \t A3\n",
      "0.25 \t D4\n",
      "0.25 \t D3\n",
      "0.25 \t F#3\n",
      "0.25 \t A3\n",
      "0.25 \t C4\n",
      "0.75 \t B3\n",
      "0.25 \t A3\n",
      "0.75 \t G2.D3.B3\n",
      "0.25 \t A3\n",
      "0.25 \t G3\n",
      "0.25 \t F#3\n",
      "0.25 \t E3\n",
      "0.25 \t D4\n",
      "0.25 \t C#4\n",
      "0.25 \t E4\n",
      "0.25 \t A3\n",
      "0.25 \t G3\n",
      "0.25 \t F#3\n",
      "0.25 \t D3\n",
      "0.25 \t A2\n",
      "0.25 \t C#3\n",
      "0.75 \t D2\n",
      "0.25 \t A2\n",
      "0.25 \t D3\n",
      "0.25 \t F#3\n",
      "0.25 \t A3\n",
      "0.25 \t C#4\n",
      "0.25 \t D4\n",
      "0.25 \t A3\n",
      "0.25 \t F#3\n",
      "0.25 \t D3\n",
      "0.75 \t D2\n",
      "0.25 \t A3\n",
      "1.25 \t D3.A3\n",
      "0.25 \t F#3\n",
      "0.25 \t G3\n",
      "0.25 \t A3\n",
      "0.25 \t D3\n",
      "0.25 \t E3\n",
      "0.25 \t F#3\n",
      "0.25 \t G3\n",
      "0.25 \t A3\n",
      "0.25 \t F#3\n",
      "0.25 \t D3\n",
      "0.25 \t C3\n",
      "0.25 \t B2\n",
      "0.25 \t D3\n",
      "0.25 \t G3\n",
      "0.25 \t F#3\n",
      "0.25 \t G3\n",
      "0.25 \t A3\n",
      "0.25 \t B3\n",
      "0.25 \t C4\n",
      "0.25 \t D4\n",
      "0.25 \t B3\n",
      "0.25 \t A3\n",
      "0.25 \t G3\n",
      "0.25 \t F3\n",
      "0.25 \t E3\n",
      "0.25 \t F3\n",
      "0.25 \t D4\n",
      "0.5 \t E3\n",
      "0.5 \t C3\n",
      "0.25 \t C4\n",
      "0.25 \t A2\n",
      "0.25 \t B2\n",
      "0.25 \t C3\n",
      "0.25 \t D2\n",
      "0.25 \t C4\n",
      "0.25 \t B3\n",
      "0.25 \t C4\n",
      "0.25 \t D4\n",
      "0.25 \t B3\n",
      "0.25 \t C4\n",
      "0.25 \t A3\n",
      "0.5 \t G#3\n",
      "0.5 \t E3\n",
      "0.25 \t B3\n",
      "0.25 \t D3\n",
      "0.25 \t C3\n",
      "0.25 \t B2\n",
      "0.25 \t C3\n",
      "0.25 \t E3\n",
      "0.25 \t F#3\n",
      "0.25 \t G#3\n",
      "0.25 \t A3\n",
      "0.25 \t C4\n",
      "0.25 \t B3\n",
      "0.25 \t A3\n",
      "0.5 \t D4\n",
      "0.25 \t B2\n",
      "0.25 \t C3\n",
      "0.25 \t D3\n",
      "0.25 \t E3\n",
      "0.25 \t F3\n",
      "0.25 \t A2\n",
      "0.75 \t G#2\n",
      "0.25 \t E3\n",
      "0.25 \t B3\n",
      "0.25 \t D4\n",
      "0.25 \t C4\n",
      "0.25 \t B3\n",
      "0.75 \t A2.E3.C4\n",
      "0.25 \t B3\n",
      "0.25 \t A3\n",
      "0.25 \t G3\n",
      "0.25 \t F3\n",
      "0.25 \t E3\n",
      "0.25 \t F3\n",
      "0.25 \t D3\n",
      "0.25 \t B-3\n",
      "0.25 \t A3\n",
      "0.25 \t B-3\n",
      "0.25 \t C4\n",
      "0.25 \t D4\n",
      "0.25 \t A3\n",
      "0.25 \t G#3\n",
      "0.25 \t A3\n",
      "0.25 \t B3\n",
      "0.25 \t E3\n",
      "0.25 \t F3\n",
      "0.25 \t D3\n",
      "0.25 \t C3\n",
      "0.25 \t B2\n",
      "0.25 \t C3\n",
      "0.25 \t E3\n",
      "0.25 \t A3\n",
      "0.25 \t B3\n",
      "0.75 \t E3.B3\n",
      "0.25 \t E3.A3\n",
      "0.75 \t A2.E3.A3\n",
      "0.25 \t B3\n",
      "0.25 \t C4\n",
      "0.25 \t B3\n",
      "0.25 \t C4\n",
      "0.25 \t G3\n",
      "0.25 \t F#3\n",
      "0.25 \t G3\n",
      "0.25 \t A3\n",
      "0.25 \t E3\n",
      "0.25 \t D3\n",
      "0.25 \t C3\n",
      "0.25 \t B2\n",
      "0.25 \t A2\n",
      "0.25 \t G2\n",
      "0.25 \t D3\n",
      "0.25 \t F#3\n",
      "0.25 \t C4\n",
      "0.25 \t B3\n",
      "0.25 \t A3\n",
      "0.25 \t G3\n",
      "0.25 \t A3\n",
      "0.25 \t B3\n",
      "0.25 \t C4\n",
      "0.25 \t D4\n",
      "0.25 \t E4\n",
      "0.25 \t D4\n",
      "0.25 \t E4\n",
      "0.25 \t F4\n",
      "0.25 \t D4\n",
      "0.5 \t E4\n",
      "0.5 \t G3\n",
      "0.25 \t C3\n",
      "0.25 \t D4\n",
      "0.25 \t C4\n",
      "0.25 \t B3\n",
      "0.25 \t A3\n",
      "0.25 \t B3\n",
      "0.25 \t C4\n",
      "0.25 \t E4\n",
      "0.75 \t D4\n",
      "0.25 \t C4\n",
      "0.5 \t D4\n",
      "0.5 \t A3\n",
      "0.25 \t B2\n",
      "0.25 \t C4\n",
      "0.25 \t B3\n",
      "0.25 \t A3\n",
      "0.25 \t G3\n",
      "0.25 \t F#3\n",
      "0.25 \t E3\n",
      "0.25 \t G3\n",
      "0.25 \t B3\n",
      "0.25 \t D4\n",
      "0.25 \t C4\n",
      "0.25 \t B3\n",
      "0.5 \t C4\n",
      "0.5 \t G3\n",
      "0.25 \t A2\n",
      "0.25 \t E3\n",
      "0.25 \t F#3\n",
      "0.25 \t G3\n",
      "0.25 \t F#3\n",
      "0.25 \t A3\n",
      "0.25 \t B3\n",
      "0.25 \t C4\n",
      "0.25 \t D3\n",
      "0.25 \t C3\n",
      "0.25 \t B2\n",
      "0.25 \t A2\n",
      "0.25 \t G2\n",
      "0.25 \t D3\n",
      "0.25 \t F#3\n",
      "0.25 \t A3\n",
      "0.25 \t C4\n",
      "0.25 \t A3\n",
      "0.25 \t F#3\n",
      "0.25 \t D3\n",
      "0.75 \t G2.D3.B3\n",
      "0.25 \t D3\n",
      "0.25 \t E3\n",
      "0.25 \t G3\n",
      "0.25 \t A3\n",
      "0.25 \t C#4\n",
      "0.25 \t D4\n",
      "0.25 \t A3\n",
      "0.25 \t F#3\n",
      "0.25 \t E3\n",
      "0.25 \t D3\n",
      "0.25 \t F3\n",
      "0.25 \t G3\n",
      "0.25 \t B3\n",
      "0.25 \t C4\n",
      "0.25 \t G3\n",
      "0.25 \t E3\n",
      "0.25 \t D3\n",
      "0.25 \t C3\n",
      "0.25 \t E3\n",
      "0.25 \t A3\n",
      "0.25 \t C4\n",
      "0.25 \t F#3\n",
      "0.25 \t A3\n",
      "0.25 \t C4\n",
      "0.25 \t E4\n",
      "0.75 \t D4\n",
      "0.25 \t C3\n",
      "0.25 \t B2\n",
      "0.25 \t G3\n",
      "0.25 \t A2\n",
      "0.25 \t G2\n",
      "0.25 \t D2\n",
      "0.25 \t A2\n",
      "0.25 \t G3\n",
      "0.25 \t F#3\n",
      "0.25 \t G3\n",
      "0.25 \t G2\n",
      "0.25 \t B2\n",
      "0.25 \t D3\n",
      "0.25 \t G3\n",
      "0.25 \t B3\n",
      "0.25 \t D4\n",
      "0.25 \t F#4\n",
      "0.25 \t G4\n",
      "0.25 \t D4\n",
      "0.25 \t B3\n",
      "0.25 \t G3\n",
      "2/3 \t G2\n",
      "0.25 \t A3\n",
      "1.25 \t D3.A3\n",
      "0.25 \t F#3\n",
      "0.25 \t G3\n",
      "0.25 \t A3\n",
      "0.25 \t D3\n",
      "0.25 \t E3\n",
      "0.25 \t F#3\n",
      "0.25 \t G3\n",
      "0.25 \t A3\n",
      "0.25 \t F#3\n",
      "0.25 \t D3\n",
      "0.25 \t C3\n",
      "0.25 \t B2\n",
      "0.25 \t D3\n",
      "0.25 \t G3\n",
      "0.25 \t F#3\n",
      "0.25 \t G3\n",
      "0.25 \t A3\n",
      "0.25 \t B3\n",
      "0.25 \t C4\n",
      "0.25 \t D4\n",
      "0.25 \t B3\n",
      "0.25 \t A3\n",
      "0.25 \t G3\n",
      "0.25 \t F3\n",
      "0.25 \t E3\n",
      "0.25 \t F3\n",
      "0.25 \t D4\n",
      "0.5 \t E3\n",
      "0.5 \t C3\n",
      "0.25 \t C4\n",
      "0.25 \t A2\n",
      "0.25 \t B2\n",
      "0.25 \t C3\n",
      "0.25 \t D2\n",
      "0.25 \t C4\n",
      "0.25 \t B3\n",
      "0.25 \t C4\n",
      "0.25 \t D4\n",
      "0.25 \t B3\n",
      "0.25 \t C4\n",
      "0.25 \t A3\n",
      "0.5 \t G#3\n",
      "0.5 \t E3\n",
      "0.25 \t B3\n",
      "0.25 \t D3\n",
      "0.25 \t C3\n",
      "0.25 \t B2\n",
      "0.25 \t C3\n",
      "0.25 \t E3\n",
      "0.25 \t F#3\n",
      "0.25 \t G#3\n",
      "0.25 \t A3\n",
      "0.25 \t C4\n",
      "0.25 \t B3\n",
      "0.25 \t A3\n",
      "0.5 \t D4\n",
      "0.25 \t B2\n",
      "0.25 \t C3\n",
      "0.25 \t D3\n",
      "0.25 \t E3\n",
      "0.25 \t F3\n",
      "0.25 \t A2\n",
      "0.75 \t G#2\n",
      "0.25 \t E3\n",
      "0.25 \t B3\n",
      "0.25 \t D4\n",
      "0.25 \t C4\n",
      "0.25 \t B3\n",
      "0.75 \t A2.E3.C4\n",
      "0.25 \t B3\n",
      "0.25 \t A3\n",
      "0.25 \t G3\n",
      "0.25 \t F3\n",
      "0.25 \t E3\n",
      "0.25 \t F3\n",
      "0.25 \t D3\n",
      "0.25 \t B-3\n",
      "0.25 \t A3\n",
      "0.25 \t B-3\n",
      "0.25 \t C4\n",
      "0.25 \t D4\n",
      "0.25 \t A3\n",
      "0.25 \t G#3\n",
      "0.25 \t A3\n",
      "0.25 \t B3\n",
      "0.25 \t E3\n",
      "0.25 \t F3\n",
      "0.25 \t D3\n",
      "0.25 \t C3\n",
      "0.25 \t B2\n",
      "0.25 \t C3\n",
      "0.25 \t E3\n",
      "0.25 \t A3\n",
      "0.25 \t B3\n",
      "0.75 \t E3.B3\n",
      "0.25 \t E3.A3\n",
      "0.75 \t A2.E3.A3\n",
      "0.25 \t B3\n",
      "0.25 \t C4\n",
      "0.25 \t B3\n",
      "0.25 \t C4\n",
      "0.25 \t G3\n",
      "0.25 \t F#3\n",
      "0.25 \t G3\n",
      "0.25 \t A3\n",
      "0.25 \t E3\n",
      "0.25 \t D3\n",
      "0.25 \t C3\n",
      "0.25 \t B2\n",
      "0.25 \t A2\n",
      "0.25 \t G2\n",
      "0.25 \t D3\n",
      "0.25 \t F#3\n",
      "0.25 \t C4\n",
      "0.25 \t B3\n",
      "0.25 \t A3\n",
      "0.25 \t G3\n",
      "0.25 \t A3\n",
      "0.25 \t B3\n",
      "0.25 \t C4\n",
      "0.25 \t D4\n",
      "0.25 \t E4\n",
      "0.25 \t D4\n",
      "0.25 \t E4\n",
      "0.25 \t F4\n",
      "0.25 \t D4\n",
      "0.5 \t E4\n",
      "0.5 \t G3\n",
      "0.25 \t C3\n",
      "0.25 \t D4\n",
      "0.25 \t C4\n",
      "0.25 \t B3\n",
      "0.25 \t A3\n",
      "0.25 \t B3\n",
      "0.25 \t C4\n",
      "0.25 \t E4\n",
      "0.75 \t D4\n",
      "0.25 \t C4\n",
      "0.5 \t D4\n",
      "0.5 \t A3\n",
      "0.25 \t B2\n",
      "0.25 \t C4\n",
      "0.25 \t B3\n",
      "0.25 \t A3\n",
      "0.25 \t G3\n",
      "0.25 \t F#3\n",
      "0.25 \t E3\n",
      "0.25 \t G3\n",
      "0.25 \t B3\n",
      "0.25 \t D4\n",
      "0.25 \t C4\n",
      "0.25 \t B3\n",
      "0.5 \t C4\n",
      "0.5 \t G3\n",
      "0.25 \t A2\n",
      "0.25 \t E3\n",
      "0.25 \t F#3\n",
      "0.25 \t G3\n",
      "0.25 \t F#3\n",
      "0.25 \t A3\n",
      "0.25 \t B3\n",
      "0.25 \t C4\n",
      "0.25 \t D3\n",
      "0.25 \t C3\n",
      "0.25 \t B2\n",
      "0.25 \t A2\n",
      "0.25 \t G2\n",
      "0.25 \t D3\n",
      "0.25 \t F#3\n",
      "0.25 \t A3\n",
      "0.25 \t C4\n",
      "0.25 \t A3\n",
      "0.25 \t F#3\n",
      "0.25 \t D3\n",
      "0.75 \t G2.D3.B3\n",
      "0.25 \t D3\n",
      "0.25 \t E3\n",
      "0.25 \t G3\n",
      "0.25 \t A3\n",
      "0.25 \t C#4\n",
      "0.25 \t D4\n",
      "0.25 \t A3\n",
      "0.25 \t F#3\n",
      "0.25 \t E3\n",
      "0.25 \t D3\n",
      "0.25 \t F3\n",
      "0.25 \t G3\n",
      "0.25 \t B3\n",
      "0.25 \t C4\n",
      "0.25 \t G3\n",
      "0.25 \t E3\n",
      "0.25 \t D3\n",
      "0.25 \t C3\n",
      "0.25 \t E3\n",
      "0.25 \t A3\n",
      "0.25 \t C4\n",
      "0.25 \t F#3\n",
      "0.25 \t A3\n",
      "0.25 \t C4\n",
      "0.25 \t E4\n",
      "0.75 \t D4\n",
      "0.25 \t C3\n",
      "0.25 \t B2\n",
      "0.25 \t G3\n",
      "0.25 \t A2\n",
      "0.25 \t G2\n",
      "0.25 \t D2\n",
      "0.25 \t A2\n",
      "0.25 \t G3\n",
      "0.25 \t F#3\n",
      "0.25 \t G3\n",
      "0.25 \t G2\n",
      "0.25 \t B2\n",
      "0.25 \t D3\n",
      "0.25 \t G3\n",
      "0.25 \t B3\n",
      "0.25 \t D4\n",
      "0.25 \t F#4\n",
      "0.25 \t G4\n",
      "0.25 \t D4\n",
      "0.25 \t B3\n",
      "0.25 \t G3\n",
      "2/3 \t G2\n"
     ]
    }
   ],
   "source": [
    "print('\\nduration', 'pitch')\n",
    "for n,d in zip(notes,durations):\n",
    "    print(d, '\\t', n)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "gdl",
   "language": "python",
   "name": "gdl"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
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 },
 "nbformat": 4,
 "nbformat_minor": 2
}