Commit af607205 authored by Steve Tjoa's avatar Steve Tjoa

added Juan Bello's paper; added tips to intro

parent 8dcfe377
{
"metadata": {
"name": "",
"signature": "sha256:52951801c096d30d4f0b6c5b0fde145fd945aeffcb1ca577d230f877554dc234"
"signature": "sha256:455ad8f0e6d498faf7dc03fb6ef6d1639d86d35b4efc383397152093059967cd"
},
"nbformat": 3,
"nbformat_minor": 0,
......@@ -22,6 +22,21 @@
"source": [
"You are looking at an **IPython Notebook**, an interactive Python shell inside of a web browser. With it, you can run individual Python commands and immediately view their output. It's basically the Matlab Desktop or Mathematica Notebook for Python.\n",
"\n",
"First, we recommend that you take the *User Interface Tour* in the Help Menu above."
]
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Cells"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"An IPython Notebook is comprised of **cells**. Cells are just small units of code or text. For example, the text that you are reading is inside a *Markdown* cell. (More on that later.)\n",
"\n",
"*Code* cells allow you to edit, execute, and analyze small portions of Python code at a time. Here is a code cell:"
......@@ -39,13 +54,13 @@
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 19,
"prompt_number": 5,
"text": [
"3"
]
}
],
"prompt_number": 19
"prompt_number": 5
},
{
"cell_type": "heading",
......@@ -177,12 +192,12 @@
"stream": "stdout",
"text": [
"[0 1 2 3 4]\n",
"[ 0.39776472 0.12741583 -1.23863858 0.11812034 -0.04388239]\n",
"[ 0.57054542 1.86055336 0.36799909 0.04648987 -0.04230884]\n",
"[ 0.08 0.54 1. 0.54 0.08]\n"
]
}
],
"prompt_number": 20
"prompt_number": 6
},
{
"cell_type": "code",
......@@ -196,9 +211,9 @@
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 21,
"prompt_number": 7,
"text": [
"[<matplotlib.lines.Line2D at 0x4194ad0>]"
"[<matplotlib.lines.Line2D at 0x39bc090>]"
]
},
{
......@@ -206,11 +221,11 @@
"output_type": "display_data",
"png": 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dgQ4dgMhI2WkEFvhKuHULeO01cSrT4sWcdyeikv73P/Hu/rPPgDfflJ2G/eAr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\n",
"text": [
"<matplotlib.figure.Figure at 0x39a6590>"
"<matplotlib.figure.Figure at 0x37f1690>"
]
}
],
"prompt_number": 21
"prompt_number": 7
},
{
"cell_type": "markdown",
......@@ -251,13 +266,13 @@
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 22,
"prompt_number": 8,
"text": [
"<ufunc 'sin'>"
]
}
],
"prompt_number": 22
"prompt_number": 8
},
{
"cell_type": "heading",
......@@ -284,7 +299,14 @@
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 23
"prompt_number": 9
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In addition, if you press `Shift-Tab` in a code cell, a help dialog will also appear. For example, in the cell above, place your cursor after `int`, and press `Shift-Tab`."
]
},
{
"cell_type": "heading",
......@@ -332,7 +354,7 @@
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 24,
"prompt_number": 10,
"text": [
"array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16,\n",
" 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,\n",
......@@ -340,7 +362,7 @@
]
}
],
"prompt_number": 24
"prompt_number": 10
},
{
"cell_type": "heading",
......
{
"metadata": {
"name": "",
"signature": "sha256:ec5325b8887f433625d9d323c6c8cf860bd1a899ccb8df64b38f984442c1c859"
"signature": "sha256:be6cfcdd1ec9b91debb9cd9886337318485f67d942cd35bab648a2c9c40acdbe"
},
"nbformat": 3,
"nbformat_minor": 0,
......@@ -16,6 +16,15 @@
"Onset Detection"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Automatic detection of musical events in an audio signal is one of the most fundamental tasks in music information retrieval. Here, we will show how to detect an *onset*, the start of a musical event.\n",
"\n",
"For more reading, see [this tutorial on onset detection by Juan Bello](https://files.nyu.edu/jb2843/public/Publications_files/2005_BelloEtAl_IEEE_TSALP.pdf)."
]
},
{
"cell_type": "markdown",
"metadata": {},
......@@ -42,20 +51,21 @@
]
}
],
"prompt_number": 1
"prompt_number": 20
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plot:"
"Plot the signal:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"t = arange(len(x))/44100.0\n",
"fs = 44100.0\n",
"t = arange(len(x))/fs\n",
"plot(t, x)\n",
"xlabel('Time (seconds)')"
],
......@@ -65,9 +75,9 @@
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 2,
"prompt_number": 21,
"text": [
"<matplotlib.text.Text at 0x2a34410>"
"<matplotlib.text.Text at 0x5333590>"
]
},
{
......@@ -75,11 +85,11 @@
"output_type": "display_data",
"png": 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P7hIFLuivyezZs7F27VoMGzYM69atw+zZswEAhw8fRkFBAQCgtrYW2dnZSE9P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\ngg==\n",
"text": [
"<matplotlib.figure.Figure at 0x2a28f10>"
"<matplotlib.figure.Figure at 0x5188550>"
]
}
],
"prompt_number": 2
"prompt_number": 21
},
{
"cell_type": "markdown",
......@@ -93,7 +103,7 @@
"collapsed": false,
"input": [
"from IPython.display import Audio\n",
"Audio(x, rate=44100)"
"Audio(x, rate=fs)"
],
"language": "python",
"metadata": {},
......@@ -109,13 +119,13 @@
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 3,
"prompt_number": 22,
"text": [
"<IPython.lib.display.Audio at 0x29376d0>"
"<IPython.lib.display.Audio at 0x532fe50>"
]
}
],
"prompt_number": 3
"prompt_number": 22
},
{
"cell_type": "heading",
......@@ -154,7 +164,7 @@
]
}
],
"prompt_number": 4
"prompt_number": 23
},
{
"cell_type": "heading",
......@@ -178,7 +188,7 @@
"from essentia.standard import AudioOnsetsMarker\n",
"onsets_marker = AudioOnsetsMarker(onsets=onset_times, type='beep')\n",
"x_beeps = onsets_marker(x)\n",
"Audio(x_beeps, rate=44100)"
"Audio(x_beeps, rate=fs)"
],
"language": "python",
"metadata": {},
......@@ -194,13 +204,13 @@
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 5,
"prompt_number": 24,
"text": [
"<IPython.lib.display.Audio at 0x2f2ded0>"
"<IPython.lib.display.Audio at 0x5154d90>"
]
}
],
"prompt_number": 5
"prompt_number": 24
},
{
"cell_type": "markdown",
......@@ -210,72 +220,6 @@
"\n",
"For more control over the onset detection algorithm, see [`OnsetDetection`](http://essentia.upf.edu/documentation/reference/std_OnsetDetection.html), [`OnsetDetectionGlobal`](http://essentia.upf.edu/documentation/reference/std_OnsetDetectionGlobal.html), and [`Onsets`](http://essentia.upf.edu/documentation/reference/std_Onsets.html)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"onset_samples = [int(t*44100) for t in onset_times]\n",
"#print onset_samples"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"y = concatenate([x[n0:n0+4410] for n0 in onset_samples])\n",
"print y.shape\n",
"print onset_samples\n",
"plot(y)\n",
"\n",
"Audio(y, rate=44100)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"(22050,)\n",
"[511, 21503, 43519, 54784, 65535]\n"
]
},
{
"html": [
"\n",
" <audio controls=\"controls\" >\n",
" <source 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\" type=\"audio/wav\" />\n",
" Your browser does not support the audio element.\n",
" </audio>\n",
" "
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 7,
"text": [
"<IPython.lib.display.Audio at 0x2937550>"
]
},
{
"metadata": {},
"output_type": "display_data",
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dJGEQWTfNzeHC0NpKA5wVVwtAFqD29zt3jgK5SgYOpElFe7t6xbSeCDU1URac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\nKF+vxMoERFiLRuIxejQtUjO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"text": [
"<matplotlib.figure.Figure at 0x2a28e50>"
]
}
],
"prompt_number": 7
}
],
"metadata": {}
......
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