{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Measuring Statistics about Information Sources in MIDI Files\n", "\n", "A MIDI file can provide a cornucopia of musical information about a given piece of music, including transcription, key, lyrics, and meter.\n", "However, the presence and quantity of each of these sources of information can vary.\n", "Through a large-scale web scrape, we obtained 178,561 unique (i.e. having different MD5 checksums) MIDI files.\n", "This notebook measures the availability of each possible source of information in MIDI files in this collection of MIDIs found \"in the wild\"." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import pretty_midi\n", "import numpy as np\n", "import joblib\n", "import glob\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "import seaborn as sns\n", "sns.set_style('white')\n", "sns.set_context('notebook', font_scale=1.5)\n", "import matplotlib.gridspec\n", "import collections\n", "import os\n", "# plotting.py contains utility functions for making nice histogram plots\n", "import plotting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Compute statistics\n", "\n", "The `compute_statistics` function takes in a MIDI file and simply collects the number, and values for, different events (for example, key change values and tempo settings) in the file.\n", "We will call this function for every entry in our 178,561 MIDI file collection and use these measurements to study the distributions of different event values and quantities of different event types." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def compute_statistics(midi_file):\n", " \"\"\"\n", " Given a path to a MIDI file, compute a dictionary of statistics about it\n", " \n", " Parameters\n", " ----------\n", " midi_file : str\n", " Path to a MIDI file.\n", " \n", " Returns\n", " -------\n", " statistics : dict\n", " Dictionary reporting the values for different events in the file.\n", " \"\"\"\n", " # Some MIDI files will raise Exceptions on loading, if they are invalid.\n", " # We just skip those.\n", " try:\n", " pm = pretty_midi.PrettyMIDI(midi_file)\n", " # Extract informative events from the MIDI file\n", " return {'n_instruments': len(pm.instruments),\n", " 'program_numbers': [i.program for i in pm.instruments if not i.is_drum],\n", " 'key_numbers': [k.key_number for k in pm.key_signature_changes],\n", " 'tempos': list(pm.get_tempo_changes()[1]),\n", " 'time_signature_changes': pm.time_signature_changes,\n", " 'end_time': pm.get_end_time(),\n", " 'lyrics': [l.text for l in pm.lyrics]}\n", " # Silently ignore exceptions for a clean presentation (sorry Python!)\n", " except Exception as e:\n", " pass" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Compute statistics about every file in our collection in parallel using joblib\n", "# We do things in parallel because there are tons so it would otherwise take too long!\n", "statistics = joblib.Parallel(n_jobs=10, verbose=0)(\n", " joblib.delayed(compute_statistics)(midi_file)\n", " for midi_file in glob.glob(os.path.join('data', 'lmd_full', '*', '*.mid')))\n", "# When an error occurred, None will be returned; filter those out.\n", "statistics = [s for s in statistics if s is not None]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Length\n", "To begin with, we can get an idea of the type of MIDI files which are available by looking at their length (i.e. time in seconds). MIDI files are variously used for storing short melodic fragmets, drum patterns, ringtones, and full-song transcriptions; looking at the distribution of lengths of MIDI files in our collection gives a rough picture of how common each of these uses is." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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EUS1EREQmiAGAiIjIBGm0FkBOTg527tyJy5cvIzc3F0qlssJ+kUiEjRs3arVA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\naVNERkYiNzcXH3/8Mfbv36/6mSv/vzC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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotting.plot_hist([s['end_time'] for s in statistics], range(0, 500, 15),\n", " 'Length in seconds', 'Thousands of MIDI files')\n", "plt.xticks(np.arange(0, len(range(0, 500, 15)), 4) + .5,\n", " range(0, 430, 60) + ['480+'], rotation=45, ha='right');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Instruments\n", "In their simplest form, MIDI files contain a collection of notes played on a collection of instruments. Under the General MIDI specification, 128 instruments are available (see `pretty_midi.INSTRUMENT_MAP` for a list) which are indexed by their \"program number\". The distribution of the number of instruments in our MIDI files gives us further intuition into the MIDI files' usage; the distribution of program numbers shows us which instruments are more or less popular. The four most common program numbers (shown as the four tallest bars in the distribution of program numbers) were 0 (“Acoustic Grand Piano”), 48 (“String Ensemble 1”), 33 (“Electric Bass (finger)”), and 25 (“Acoustic Guitar (steel)”)." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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IGoo6g8F3331X74K/n5FRF5KTk1FWVgYPDw+d7peIiKgxqjMYREZGQhAErQqJoghBEHDt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\nVc5gGBgYiISEBHzzzTcIDAyEnZ0d3Nz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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotting.plot_hist([s['n_instruments'] for s in statistics], range(22),\n", " 'Number of instruments', 'Thousands of MIDI files')\n", "plt.xticks(range(0, 22, 5), range(0, 22 - 5, 5) + ['20+']);" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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mzpyJV199FX/6059ga2tbZbuuXbtKGiARERFJT3QC8Oyzz0KhUEAQBJw9e7bG7S5duiRJ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\nnDmzRc4BQEREJAeFIAhCUwdRX8nJyVi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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotting.plot_hist([i for s in statistics for i in s['program_numbers']], range(128),\n", " 'Program number', 'Thousands of occurrences')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Tempo changes\n", "The timing of events in MIDI files is determined by tempo change events, which allow conversion from the MIDI \"tick\" timebase to absolute time in seconds. Using many tempo change events can allow for a MIDI transcription's timing to closely match that of a specific performance of a piece of music. While 120bpm is the default tempo for a MIDI file, the distribution of tempos shows that a wide variety of tempos is used." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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nIiLSRSoXgJycHJiY/O+mMb/++iv8/PyUywJ7eHjgyZMn6k/4CkuXLoWFhYXG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\nUilycnK6vZg/jSWH5Gc0CZAQQggA8bvpZ8+eLbz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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotting.plot_hist([len(s['tempos']) for s in statistics], range(1, 12) + [30, 100, 1000],\n", " 'Number of tempo changes', 'Thousands of MIDI files')\n", "plt.xticks(np.arange(13) + .3, range(1, 11) + ['11 - 30', '31 - 100', '101+'],\n", " rotation=45, ha='right');" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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MnDkTbdu2xciRI9XtjB8/HmZmZggLC8O5c+ewZ88eREdHY9q0adwDgIiISKRa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\nz55Ndli5pKQEmzZtAgC4uLgAALy9vXH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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotting.plot_hist([i for s in statistics for i in s['tempos']], range(0, 260, 10),\n", " 'Tempo', 'Thousands of occurrences')\n", "plt.xticks(np.arange(0, len(range(0, 260, 10)), 3) + .5, range(0, 240, 30) + ['240+'],\n", " rotation=45, ha='right');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Time signature changes\n", "As their name suggests, time signature changes allow the time signature of the music to be specified. Together with tempo change events, they allow the exact metrical structure (beats and downbeats) of a piece of music to be readily extracted. The vast majority of MIDI files have a single time signature change event, and the vast majority of time signature changes are to 4/4, but there are nevertheless many examples in our collection with unusual metrical structure." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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pU3h6epZ7jwAiIiLSTtUqAIcOHcLq1atRUFAAQRAAACKRCCYmJliwYAGGDRum\nlpBERESkWkoXgNjYWCxZsgRNmzZFYGAgmjdvDgC4e/cu9uzZgy+//BL169eHt7e32sISERGRaihd\nALZt2wZHR0ccPHgQpqamsumdO3fG4MGDMWLECISFhbEAEBER1QJKDwJMSEjAoEGD5L78y9StWxcD\nBw7kmQJERES1hMrOAlDmVsFERESkHZQuAE5OToiKikJBQYHCvPz8fERFRUEikag0XHnKXufV/5yd\nnXHgwAG1vzYREdG7QukxAJMmTYK/vz8GDRqETz75BI6OjgCAe/fuYffu3UhKSkJwcLDagr5KJBJh\n165dMDQ0lE2zs7OrkdcmIiJ6FyhdAHr27IklS5Zg7dq1WL58uWyXvyAIMDY2xpIlS9CzZ0+1BX1d\n69atYWxsXGOvR0RE9C6p1nUARo8eDV9fX1y8eBHJyckAXl4IqEuXLjAzM1NLQCIiIlK9al8J0Nzc\nHH379lVHFqUJgoCePXsiKysLTZs2xfjx4zFixAiNZiIiIqpNql0ANM3a2hqzZs1C27ZtIZVKceLE\nCSxduhRFRUUYO3aspuMRERHVCtUqANHR0di9ezcePHiArKwshfkikQh//fWXysKVp2vXrujatavs\nsZeXF4qKihAaGsoCQEREpKRqXQlw3bp1sLS0hIuLC+rVq6fOXNXSu3dvxMTEICUlBba2tpUum5uT\ni5I6JjWUrHrycvMgFsSok5Wt6SgV0vaMBdk5uHkzGampqZqOQkTvuLS0NORmm0Oqr53fKcDLv4kV\nUboAREREwMXFBeHh4TAyMlJJMFWpzkWIzMzNYGxpocY0b67YrC7EdevCQkvzAdqfUa84D9bWhmjc\nuLGmo1TKxsYGenq8GzdRbZaSkgKzq89QV0v/HgKA+LnitXvKKF0A0tPTMXHiRK378geAmJgYWFpa\nVrn1T+++wsx0LEt7DovGhlUvrCGFz9KwoTf4eSUijVK6APzf//0fcnNz1ZlFKQEBAXB1dUXz5s0h\nlUoRHR2NmJgYLF68WNPRSEsY1WuAutY2mo5BRKTVlC4A48ePx+bNmzFmzJhybwhUU+zt7XHo0CGk\npqZCEAQ4Ojri66+/hq+vr8YyERER1TYVFoCjR4/KPRaLxahfvz769u2LIUOGwM7ODmKxWOF5AwcO\nVH3KV8yePRuzZ89W62sQERG96yosAAsWLIBIJIIgCArzNm/eXO5zRCKR2gsAERERvb0KC8CuXbtq\nMgcRERFV0XUIAAAe9UlEQVTVoAoLQIcOHfDo0SNYWVlp5ch/IiIienOVnojs4+OD06dP11QWIiIi\nqiGVFoDyjv8TERFR7cdLkREREekgFgAiIiIdVOWFgH777TdIpVKlV8jTAImIiLRflQXg4MGDOHjw\nYJUrEgSB1wEgIiKqJaosAMOHD4erq2tNZCEiIqIaUmUB8PDw4HX2iYiI3jEcBEhERKSDWACIiIh0\nEAsAERGRDqp0DEBCQkJN5SAiIqIaxD0AREREOogFgIiISAexABAREekgFgAiIiIdxAJARESkg1gA\niIiIdBALABERkQ5iASAiItJBLABEREQ6iAWAiIhIB7EAEBER6SAWACIiIh1U6c2AiEj3lJaW4vHj\nx5qOUSUbGxvo6XEbhuhNsQAQkZzHjx8j8FQCjK0aajpKhQqfpWFDb8DW1lbTUYhqLRYAIlJgbNUQ\nda1tNB2DiNSI+8+IiIh0EAsAERGRDmIBICIi0kEsAERERDqIBYCIiEgHsQAQERHpIBYAIiIiHcTr\nABARqRivpki1AQsAEZGK8WqKVBuwABDVMEHLtw4fP34MCAaajlHr8WqKpO1YAIhqWGFmOpalPYdF\nY0NNRynXs/v3YWrngLqaDkJEasUCQKQBRvUaaO3WYUHGE01HIKIawAJARERaSdsHU9b2w2UsAERE\npJW0fTBlbT9cxgJARERaS5sHU9b2w2U8AZSIiEgHcQ8AEdU6PJWS6O2xABBRrcNTKYneHgsAEdVK\nPJWS6O2wABAR6SBtP4wC8FCKutXKAnD//n0sW7YM8fHxMDMzw7BhwzBz5kyIRCJNRyMiqhW0/TAK\nwEMp6lbrCkBOTg7GjRuHFi1aYPPmzUhKSsLq1ashCAICAwM1HY+IqNbQ5sMoAA+lqFutKwD79u1D\nSUkJgoODYWJigs6dOyM3NxcbN27EpEmTYGpqqumIREREWq/WXQcgLi4OXbt2hYmJiWxa//79UVhY\niKtXr2owGRERUe1R6wpAYmIi7O3t5abZ2NjA2NgYiYmJGkpFRERUu9S6ApCTkwNzc3OF6ebm5sjO\nztZAIiIiotqn1o0BeFNSqRQAkJV4CwUZaRpOU77ch/cgNq4L5OdoOkqFtD2jtucDtD+jtucDtD+j\ntucDmFEVtD0fABRlZyA5uR4aN26MOnXkv/JrXQEwNzdHbm6uwvScnBxYWFhU+Lz09HQAwK3QJWrL\nRkREpG18QoHY2FjY2dnJTa91BcDBwUHhWH9qaioKCwvh4OBQ4fNat26NvXv3wtraGmKxWN0xiYiI\ntEbjxo0VptW6AtCtWzds374dBQUFsjMBoqOjYWxsjPbt21f4PCMjI3h4eNRUTCIiIq1W6wYBfvzx\nxzAwMIC/vz8uXbqEAwcOICQkBOPHj+c1AIiIiJQkEgRB0HSI6rp//z6WL1+OGzduwMzMDMOHD4e/\nvz8vBUxERKSkWlkAiIiI6O3UukMARERE9PZYAN7A/fv3MXbsWLi6usLLywtBQUHQph0pSUlJ+PLL\nL/HRRx+hZcuW+OSTTzQdSc6JEycwdepUdO3aFW5ubhg8eDCio6M1HUvOqVOn8PHHH6Njx45o27Yt\n+vTpg82bN+P58+eajlauJ0+ewM3NDc7OzigsLNR0HABAVFQUJBKJ3H/Ozs44cOCApqPJSKVSbN26\nFb1790abNm3QvXt3rF69WtOxZMaMGaPwHpb9Fx8fr+l4Mj/88AMGDRoENzc3dOvWDfPnz0damvZc\nb+XMmTP46KOP0KZNG/j4+CA8PFztr6ns3+HQ0FD06NEDLi4u8PPzQ0JCgtqzlal1ZwFoWm24G+Hd\nu3cRFxcHFxcX2QWQtMmuXbtgZ2eHxYsXo169ejh//jzmzJmDrKwsjB49WtPxAABZWVno3LkzJk2a\nBHNzc9y8eRPBwcHIyMjA4sWLNR1Pwddffw1TU1MUFRVpOoockUiEXbt2wdDwf7ecff1cZE2aP38+\nrly5gpkzZ8Le3h6PHz/GvXv3NB1L5quvvkJ+fr7ctA0bNuDWrVto06aNhlLJ+/HHHzFv3jz4+flh\n/vz5SE9PxzfffINp06YhMjJS0/Fw7do1zJw5E8OGDcOCBQsQHx+PtWvXQk9PT60bR8r8Hd6yZQtC\nQ0Mxb9482NvbY8eOHRg3bhyio6NRv359tWWTEahaQkNDhQ4dOgj5+fmyaWFhYYKrq6uQl5enwWTl\nmzlzpjBmzBhNx5CTmZmpMO2zzz4TfHx8NJBGeevXrxfat2+v6RgKrly5InTo0EH47rvvBIlEIhQU\nFGg6kiAIghAZGalVeV53/vx5oVWrVsL9+/c1HUVpJSUlQocOHYR//vOfmo4iExgYKAwePFhuWmxs\nrCCRSLTivZ0wYYIwevRouWmrV68WOnToIDx//rxGMpT3d7i4uFhwd3cXNm3aJJtWUFAgdOrUSfj2\n228rXNfly5cFJycnleTiIYBq4t0I356lpaXCtJYtW2rVLsPyWFpaat0hgNLSUqxYsQL+/v7lvq9U\nscjISHTq1KnSC4hpmwsXLiAnJwf9+/fXdBQZQRBgZmYmN63ssaAFh0YTEhLg6ekpN61Lly7IycnB\njRs3NJQKuH79OvLz89GnTx/ZNGNjY3zwwQe4cOFCpc9V1RlvLADVxLsRqsfvv/+OZs2aaTqGgtLS\nUhQVFeG3337D7t278fHHH2s6kpx9+/bh+fPnGDVqlKajlEsQBPTs2ROtWrVCnz59tOr4/82bN9Gs\nWTMsX74c7u7ucHV1xcyZM7W6iJ44cQKNGzeGu7u7pqPIjBgxAtevX8fRo0eRl5eHv//+Gxs2bEDn\nzp3h6Oio6XgoLi6Gvr6+3DR9fX0IgoD79+9rKNXL7xKxWKzwd8/R0bHGvks4BqCaeDdC1bt06RJi\nY2OxatUqTUdR4OrqipKSEgDAhx9+iHnz5mk40f9kZmYiKCgIa9eu1crLW1tbW2PWrFlo27YtpFIp\nTpw4gaVLl6KoqAhjx47VdDykp6cjMjISzs7O+Pbbb5GXl4c1a9Zg5syZWlVUyhQVFeGnn37CyJEj\nNR1FjqenJ1asWIFFixZhwYIFAIB27dohKChIw8leeu+99/DHH3/ITSsbQKnJv9k5OTkwMTFR2Jo3\nNzdHUVERXrx4Ibt5z6tjCMr+//VxBW/yN4AFgDQqOTkZc+fORa9evTBw4EBNx1Fw4MABFBYW4ubN\nm9i4cSOWLl2KZcuWaToWAOCbb76Bm5sbvLy8NB2lXF27dkXXrl1lj728vFBUVITQ0FCtKABlu6c3\nb94sK/XW1tbw8/PD5cuX0bFjR03GU/DTTz+hqKhIq3b/A8C5c+ewePFiTJgwAV5eXnj69ClCQkIw\nffp07Ny5U+MXaBs5ciS++uorHDp0CL1790Z8fLwsl6azKSMqKgoLFy5UmN6qVSvZ/4tEIty6dava\n62YBqKY3vRshKcrOzsbkyZNhZ2eHNWvWaDpOuZydnQG83KKxtLTEwoULMXnyZDRt2lSjue7du4fI\nyEhERETIPo8FBQUAXn4W9fT05Ebea4vevXsjJiYGKSkpsLW11WgWCwsLNG3aVG6Pnru7O/T19XHv\n3j2tKwDR0dF477335P7wa4N169ahT58++Oyzz2TTJBIJ+vbti9jYWPTs2VOD6YAhQ4bg9u3b+Oc/\n/4klS5bA2NgYc+fOxfLly2Ftba2xXObm5igoKIAgCHJFJCcnB0ZGRrKtf29vbxw5ckQ2/48//sBX\nX32FI0eOvPUYCxaAanrTuxGSvKKiIkydOhWlpaUIDQ3Vyi+r17Vq1QqCICA5OVnjBeC///0vpFIp\nhg8frjCvR48eGDp0KJYvX66BZJXTpi0uBweHcgd1asPAtdfl5eUhLi4OU6ZM0XQUBQ8fPlTYe2dv\nbw8jIyMkJSVpKNX/6OnpYfHixQgMDERqairs7Oxw//59iEQiuLi4aCyXg4MDpFIpHjx4IDcOIDEx\nUe67xMLCQm7jsuy00JYtW751BhaAanrTuxHS/0ilUgQEBCApKQkHDhxAvXr1NB1JKdeuXYNIJNKK\n89g9PDywa9cuuWkXLlzAtm3bEBYWphUZyxMTEwNLS0uNb/0DwAcffIDg4GBkZWXJzqC4cuUKpFKp\nbM+Ptvjxxx/x/Plz9OvXT9NRFNja2uKvv/6Sm3b//n0UFRVpxe+5jJmZmezshL1798LNzU1hQHdN\nateuHUxNTRETE4Np06YBAAoLC3H27NkaG2zMAlBNH3/8MXbv3g1/f39MnjwZSUlJWnc3wqKiIpw/\nfx6CICAtLQ35+fk4deoUgJdbh5re2v7qq69w4cIFLF68GM+ePcOzZ89k81q2bKkwYlcTJk2aBE9P\nT7z//vsQi8W4du0aduzYgX79+ml86x94eUri64UzOTkZwMvd2MbGxpqIJScgIACurq5o3rw5pFIp\noqOjERMTozUXUho+fDj27NmDadOmYerUqcjLy8O6devg6emJdu3aaTqenOjoaEgkEq3cyzhq1Cis\nXLkSDRs2RLdu3ZCeno5NmzahadOm6N69u6bjIT4+HteuXYOzszPy8vJw7Ngx/PLLL9i3b59aX1eZ\nv8NTpkzB5s2bYWZmBgcHB+zYsQOCIMDPz0+t2cqwAFSTubk5wsPDsXz5cnz66acwMzPDhAkT4O/v\nr+loMhkZGQgMDJTb3Tpr1iwAQGxsLJo0aaKpaACAixcvQiQSYeXKlQrztCEfALRt2xZRUVFISUlB\nnTp1YGdnh7lz52rdaYDazN7eHocOHUJqaioEQYCjoyO+/vpr+Pr6ajoaAKBu3brYuXMnVqxYgc8+\n+wwGBgbw8fEpd8CVJmVmZuLy5cuyf8PaZvTo0dDX10dERAQOHDgAMzMzeHh4YPbs2TAyMtJ0PNSp\nUwcnTpxASEgI9PT04OHhgf379+P9999X6+sq83d4ypQpEAQBYWFhyMrKQps2bbBjxw5YWVmpNVsZ\n3g2QiIhIB/FCQERERDqIBYCIiEgHsQAQERHpIBYAIiIiHcQCQEREpINYAIiIiHQQCwAREZEOYgEg\npUVFRUEikcDFxQVPnjxRmD9gwAB88sknGkgGBAcHQyKRIC8vTyOvX13r1q1Djx490LJlS/j4+FS4\nXFxcHEJCQhSmp6SkQCKR4OjRo+qMqVIhISFadYnd/fv3IyoqStMx3tiCBQt4+XF6KywAVG0lJSUI\nDg5WmK7JG73Ullt7AsCZM2cQFhaG4cOHY9++fdi4cWOFy8bFxZU739raGgcPHtSKS60qa9iwYThw\n4ICmY8jU9gJQmz7zpJ14KWCqNi8vLxw9ehQTJkzQymuTq1NJSQkMDAzeah13796FSCSCn5+f3K1o\ny1PRhToNDAzQtm3bt8pR0xo1aoRGjRppOobaqeIzQlQTuAeAqkUkEmHy5MkwNTXFN998U+myV65c\ngUQiwdWrV+Wml7f7umx35p07dzBmzBi4urqie/fu2L17NwDg3LlzGDx4MFxdXeHr64uLFy+W+5oP\nHz7E1KlT4ebmho4dO2Lp0qUoKCiQW0YQBISHh8PX1xdt27ZFp06dMH/+fDx9+lRuOW9vb8yYMQPR\n0dHw9fVFmzZtcOLEiUp/5n379smW7dSpE+bMmYOUlBS5dW7YsAEA0KFDBzg7O5e7ix8AFi5cKPv5\nJRIJJBKJbBe6ut7D+/fvIyAgAJ06dUKbNm3w0Ucf4fjx45X+zGUiIiLw0Ucfwc3NDe7u7ujfvz/C\nwsJk88sO07wqNzcXixYtQseOHeHm5oYpU6bgwYMHkEgkcu9L2XPv37+P2bNnw93dHV26dMHChQsV\nDvvs3bsXo0ePRufOneHm5oaBAwdi3759cmXK29sbt2/fln1GJRKJ7PBVeTkBIDIyEhKJBI8ePZJb\nT0WfEWU/ZxX5/fffMXXqVHTs2BEuLi7o3bu37LPzqr///huTJk2Cm5sbevTogX//+98KtzkOCQnB\n0KFD0aFDB3h4eGDYsGE4efKkwrokEglWrVqFqKgo9O3bF66urhgwYADOnTunsOyZM2fw0UcfoU2b\nNujZsye+++67ct87Zd+HS5cuYcyYMbKf19vbG3PmzFHqvaI3wz0AVG1mZmaYOnUq1qxZg5s3b1a6\nJarsLkqRSISSkhJ89tlnGD16NKZPn47Dhw9j5cqVSE1Nxblz5zB9+nRYWFggJCQE/v7+OHPmDOrX\nry9bhyAImDlzJnx9fTFu3DjEx8cjJCQET548QWhoqGy5BQsWICYmBhMmTECHDh3w5MkTfPvtt/jk\nk08QGRkpdwOTmzdvIjExEdOnT4e1tTUaNmxY4c8QHByMjRs3YujQoZg/f75svSNHjsTRo0dhZWWF\nTZs2Yc+ePThy5AjCw8NhYmJS4Vbx9OnTUVxcjJMnT+LgwYNqfw8TEhIwatQoODo64ssvv4SlpSVi\nYmIwd+5cFBcXY8iQIRW+9vHjx7Fy5Up8+umnaN++PaRSKf7++2+kpaXJ5Xv18yAIAqZMmYKEhATM\nnDkTzs7O+P333zFlyhSFz03Z44CAAPTt2xfDhw/H7du3sX79eujp6cndWCo5ORm+vr6ws7NDnTp1\ncPPmTXz99ddIT09HQEAAAGDTpk0IDAyEqakpvvrqKwCQ3c2zol3rFU2v6DNSnc/Z686fP48ZM2ZA\nIpFgyZIlsLa2RlJSEm7cuCG3XHFxMWbMmIHhw4dj0qRJuHr1KjZt2gQzMzNMnz5dttyjR48watQo\n2NjYoLS0FJcvX8bnn3+OgoIChd9rbGws4uPjMWvWLJiYmCAsLAz+/v6IiYmR3Wb6woULsqI4a9Ys\nvHjxAt999x3S0tIU3iNl3ofk5GRMnToVvXr1wuTJk2FkZITHjx/jwoULFb5HpAICkZIiIyMFiUQi\n3Lp1SyguLhZ69Ogh+Pn5yeYPGDBAGDNmjOzx5cuXBYlEIly5ckVuPcnJyYKTk5MQFRUlm7ZgwQJB\nIpEI586dk00rLCwUXF1dhdatWwvJycmy6bdu3RKcnJyEffv2yaYFBwcLTk5Owvr16+Vea+vWrYJE\nIhFu3LghCIIgXLt2TeG5ZeuUSCTC3r17ZdM++OADoXXr1sKjR4+qfG+ys7OFNm3aCIGBgeWu99Vc\nwcHBgkQiEXJzc6tc78qVKwWJRKIwXR3v4fjx4wUfHx+hqKhI7rVmzJghdOnSpdKcy5YtEwYNGlTp\nMmU/d5mzZ88KTk5OwuHDh+WW27Jli+Dk5CQEBwcrPHfnzp1yy/7zn/8UXFxcKnzN0tJS4cWLF8Km\nTZuEDh06yM17/fNaUc4yZZ//lJQU2bSKPiPV+ZyVx9vbW+jXr5/w4sWLCpcp+32fOXNGbvqUKVOE\nPn36VPi8svfkiy++UPidOTk5Cd26dZP7DDx9+lRwdnYWtmzZIps2ePBgwcfHRy5ffn6+0LFjR7n3\nTtn3ISYmRul/E6Q6PARAb8TAwAAzZ87E1atXcf78eZWsUywWo2vXrrLHRkZGaNKkCRwcHGBrayub\n7ujoCAByu2KBl1to/fr1k5vWv39/CIKAK1euAHi5ZSUWi9GvXz9IpVLZf++//z4aNWqkcLjC2dkZ\nNjY2VWb//fff8fz5c4Vb3UokErRo0QKXL19W4h14e2/6HpaUlODKlSvo1asX6tSpI/fedOvWDRkZ\nGbh//36Fr9u2bVskJCRg6dKluHjxolJnY1y9ehUikQh9+vSRm/7hhx9W+JwPPvhA7rGTkxOKi4uR\nkZEhm/bnn3/C398fXl5eaNWqFVq1aoUNGzYgJycHz549qzJXdZX3Gblw4UK1Pmev+vvvv5GSkoKh\nQ4dCLBZX+tpisVhhIKiTk5PCv41ff/0VEydORJcuXdCyZUu0atUKhw8fRmJiosI6O3XqBENDQ9nj\n+vXrw8rKSrbOwsJC/PXXX+jVq5dcPhMTE4Xfj7LvQ8uWLaGvr4+AgACcPHlSbs8RqQ8PAdAbGzRo\nEHbs2IH169ejW7dub70+ExMThT94+vr6CgPl9PX1Abzc/fk6a2truccNGjQAAGRlZQEAnj17BqlU\nig4dOig8VyQSITMzs9L1VSQ7O7vC5a2trfHw4UOl1vO23vQ9zMzMxIsXLxAeHo4dO3YorLe89+ZV\nAwYMwIsXL3Do0CEcOXIEAODu7o45c+ZUeIgoOzsbhoaGsl3vZcp+Z+WpV6+e3OOywXZlP0dKSgr8\n/Pzw/vvvY8GCBbC1tYW+vj5Onz6NLVu2oKioqMJ1v6nyfucZGRnV+py9qmyeMgMmTUxMUKeO/J9x\nAwMDlJSUyB7fuHEDEyZMgKenJ5YuXYpGjRqhTp06iIiIQGRkpMI6LS0tFaYZGBjI3uOcnBwIgiB3\n+K3M6787Zd+Hpk2bYseOHQgLC8OiRYtQWFiI5s2bY+LEiRg4cGCV7wO9GRYAemMikQizZ8/GjBkz\n8MMPPyjMNzQ0hCAIcn+MgP99GatDeno6rKysZI/LBhqV/VGrV68exGIx9u3bV+7W1etfRsqOYbC0\ntIQgCEhPTy830+tfXNrGwsICenp6GDJ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotting.plot_hist([len(s['time_signature_changes']) for s in statistics], range(12),\n", " 'Number of time signature changes', 'Thousands of MIDI files')\n", "plt.xticks(range(11), range(10) + ['10+']);" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "image/png": 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oKipCTEwMunbtiv/3//6f9pLA3NxcJCQkYM6cOfVKxsvLC/v378fNmzdhbGwM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\n0yZas2aNzviVnrhy5Qo5OzvTpk2b6Nq1a9TQ0EB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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Get strings for all time signatures\n", "time_signatures = ['{}/{}'.format(c.numerator, c.denominator)\n", " for s in statistics for c in s['time_signature_changes']]\n", "\n", "# Only display the n_top top time signatures\n", "n_top = 15\n", "# Get the n_top top time signatures\n", "top = collections.Counter(time_signatures).most_common(n_top)\n", "# Create a dict mapping an integer index to the time signature string\n", "top_signatures = {n: s[0] for n, s in enumerate(top)}\n", "# Add an additional index for non-top signatures\n", "top_signatures[n_top] = 'Other'\n", "# Compute the number of non-top time signatures\n", "n_other = len(time_signatures) - sum(s[1] for s in top)\n", "# Create a list with each index repeated the number of times\n", "# each time signature appears, to be passed to plt.hist\n", "indexed_time_signatures = sum([[n]*s[1] for n, s in enumerate(top)], [])\n", "indexed_time_signatures += [n_top]*n_other\n", "\n", "plotting.plot_hist(indexed_time_signatures, range(n_top + 2),\n", " 'Time signature', 'Thousands of occurrences')\n", "plt.xticks(np.array(top_signatures.keys()) + .3, top_signatures.values(),\n", " rotation=45, ha='right');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Key changes\n", "The current key in a piece of music can be specified with the optional key signature change meta-events. These events do not affect playback, so many of our MIDI files omit these events altogether, though a roughly equal number had a single key change event. Interestingly, a disproportionate number of MIDI files had a key change to C major - this is likely a reflection of the fact that many MIDI transcription software packages automatically insert a C major key change." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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KC0Bubi6mTZuGCxcuQBRFhfnr1q1Dp06dsGzZMpibm6slJBEREalWpQVg8uTJuHTpEnx8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\nbPzKlSuii4uLOGHCBLnljx8/Lvf3mpm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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotting.plot_hist([len(s['key_numbers']) for s in statistics], range(12),\n", " 'Number of key changes', 'Thousands of MIDI files')\n", "plt.xticks(range(11), range(10) + ['10+']);" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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HQkND0bRp00rr/vjjD+zYsQMtW7aUPGB1IiMjcfHiRUyYMAEeHh5IT09X35aY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\nesZ8PJq0jwWAiEiPGOvxaNI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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotting.plot_hist([i for s in statistics for i in s['key_numbers']], range(25),\n", " 'Key', 'Thousands of occurrences')\n", "plt.xticks([0, 2, 4, 5, 7, 9, 11, 12, 14, 16, 17, 19, 21, 23],\n", " ['C', 'D', 'E', 'F', 'G', 'A', 'B', 'c', 'd', 'e', 'f', 'g', 'a', 'b']);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Lyrics\n", "MIDI files can also optionally include timestamped lyrics events. This in particular facilitates their use for karaoke. In our collection, we found 23,801 MIDI files (about 13.3%) which had at least one lyrics meta-event. Lyrics are often transcribed the word, syllable, or character level, as indicated by the distibution of the lengths of their text. The preponderance of length-1 lyrics is also caused by characters (e.g. newlines and spaces) which indicate the end of a phrase." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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lY03IXdwNHYOIqgmtC4C5c+dCoVBg+fLlqFu3LkJCQvDdd9+hcePGiI2Nxe7d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\nMXXqVLi6ugJ4+E1LJpPB0tISgwcPrhb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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotting.plot_hist([len(s['lyrics']) for s in statistics], range(0, 1060, 50),\n", " 'Number of lyric events', 'Thousands of MIDI files')\n", "plt.xticks(np.arange(0, len(range(0, 1050, 50)), 2) + .5,\n", " range(0, 1000, 100) + ['1000+'], rotation=45, ha='right');" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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AANy9exedO3fGuHHj9BaUiIiIdEeriYB8fHzg4+NTb72DgwOSkpJ0FuphYmJi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\nRQV+/PFHhIaGNnirhqg1YgEgkpkgCFi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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotting.plot_hist([len(l) for s in statistics for l in s['lyrics']], range(1, 10),\n", " 'Length of lyric', 'Millions of lyric events', 1000000)\n", "plt.xticks(range(0, 8), range(1, 8) + ['8+']);" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.6" } }, "nbformat": 4, "nbformat_minor": 0 }