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Experiment 1: All That Glitters @calarts.github.io
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"source": "materials:\nHelium tank\nquiet room\nZoom recorders\n\n\n\nquestions:\nhow do we measure the amount of Helium?\n displace water?\n lifting power?\n\nhow do you measure how much went into the lungs?\n is that important?\n\ncan you measure the amount of Helium in the lungs by the change in timbre?\n\nvoices:\n\nlow and high pitch registers\nsinging pitches\nwhistling\nsteady tone\nstaccato tone\nsinging and speaking\nwords vs sounds\n\ninstruments\nwoodwind breathing into the instrument\nsax? \nflute\nclarinet\n\nspeaker in a Helium environment\nlow and high pitch registers\nsinging pitches\nwhistling\nsteady tone\nstaccato tone\nsinging and speaking\nwords vs sounds\n\nactivity stations\nrecording station\nsound file preparation\nrecord to notebook\ncompare waveforms\n\n\n\n"
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"source": "materials:\nHelium tank\nquiet room\nZoom recorders\n\nState the speculation and falsifiable statement\n\nstart by answering a number of questions about our method\n1. what do you want to record?\n2. how will we cycle through all the stations?\n3. how do we capture the files?\n4. how will they be entered into the notebook?\n5. what kind of analysis do we want to do?\n\n\n\nquestions:\nhow do we measure the amount of Helium?\n displace water?\n lifting power?\n\nhow do you measure how much went into the lungs?\n is that important?\n\ncan you measure the amount of Helium in the lungs by the change in timbre?\n\nvoices:\n\nlow and high pitch registers\nsinging pitches\nwhistling\nsteady tone\nstaccato tone\nsinging and speaking\nwords vs sounds\n\ninstruments\nwoodwind breathing into the instrument\nsax? \nflute\nclarinet\n\nspeaker in a Helium environment\nlow and high pitch registers\nsinging pitches\nwhistling\nsteady tone\nstaccato tone\nsinging and speaking\nwords vs sounds\n\nactivity stations\nrecording station\nsound file preparation\nrecord to notebook\ncompare waveforms\n\n| location | url |\n|:------- |:----- |\n| raw | https://www.dropbox.com/home/Public/LAB1/raw |\n\n\n**file naming conventions**\n\nfollow this pattern:\n\n*experiment/medium/type/subject/<run_number>.ext*\n\n| Station One | \n|:------- |\n| ![Station one](https://dl.dropboxusercontent.com/u/805506/_helium/labstablestable_one.png \"Station One\") |\n| **record control files** | \n| /controls/voice/air/speech/ralph/ |\n| /controls/voice/air/glissando_up/ralph/ |\n| /controls/voice/air/glissando_dn/ralph/ |\n| /controls/voice/air/glissando_dn/ralph/ |\n| /controls/flute/air/glissando_up/ |\n| /controls/flute/air/glissando_dn/ |\n| /controls/flute/air/staccato/ |\n\n\n\n| Audio File management | notes |\n|:------- |:-------- |\n| ![Computer station](https://dl.dropboxusercontent.com/u/805506/_helium/labstablescomputer_station.png \"Station Two\") | Grab raw files, post-process, then assemble into appropriate file folders. |\n\n\n| Station One: record voices | \n|:------- |\n| ![Station Two](https://dl.dropboxusercontent.com/u/805506/_helium/labstablestable_two.png \"Station Two\") |\n| /voice/helium/speech/ralph/ |\n| /voice/helium/glissando_up/ralph/ |\n| /voice/helium/glissando_dn/ralph/ |\n| /voice/air/speech/ralph/ |\n| /voice/air/glissando_up/ralph/ |\n| /voice/air/glissando_dn/ralph/ |\n\n\n| Station Two: record instruments | \n|:------- |\n| ![Station Two](https://dl.dropboxusercontent.com/u/805506/_helium/labstablestable_two.png \"Station Two\") |\n| /flute/helium/speech/ralph/ |\n| /flute/helium/glissando_up/ralph/ |\n| /flute/helium/glissando_dn/ralph/ |\n| /flute/air/speech/ralph/ |\n| /flute/air/glissando_up/ralph/ |\n| /flute/air/glissando_dn/ralph/ |\n\n\n| Station Three: record speaker in balloon | \n|:------- |\n| ![Station Three](https://dl.dropboxusercontent.com/u/805506/_helium/labstablestable_three.png \"Station Three\") |\n| /speakerinballoon/helium/speech/ralph/ |\n| /speakerinballoon/helium/glissando_up/ralph/ |\n| /speakerinballoon/helium/glissando_dn/ralph/ |\n| /speakerinballoon/helium/flute/ |\n| /speakerinballoon/air/speech/ralph/ |\n| /speakerinballoon/air/glissando_up/ralph/ |\n| /speakerinballoon/air/glissando_dn/ralph/ |\n| /speakerinballoon/air/flute/ |\n\n\n| Station Four: record speaker in Helium bell | \n|:------- |\n| ![Station Four](https://dl.dropboxusercontent.com/u/805506/_helium/labstablestable_three.png \"Station Four\") |\n| /bell/helium/speech/ralph/ |\n| /bell/helium/glissando_up/ralph/ |\n| /bell/helium/glissando_dn/ralph/ |\n| /bell/helium/flute/ |\n| /bell/air/speech/ralph/ |\n| /bell/air/glissando_up/ralph/ |\n| /bell/air/glissando_dn/ralph/ |\n| /bell/air/flute/ |\n\n\n\n\n\n| Materials | Notes |\n|:---------- |:---------- |\n|![Materials](https://dl.dropboxusercontent.com/u/805506/_helium/Heliumlabexperiment_materials.png \"Materials\") | |\n\n| Materials | Notes |\n|:---------- |:---------- |\n| | |\n\n\n| Experiment 1 |\n|:---------- |\n|![Experiment 1](https://dl.dropboxusercontent.com/u/805506/_helium/Heliumlabexperiment_one.png \"Experiment 1\") |\n\n| Materials | Notes |\n|:---------- |:---------- |\n| | |\n\n\n| Experiment 2 |\n|:---------- |\n|![Experiment 2](https://dl.dropboxusercontent.com/u/805506/_helium/Heliumlabexperiment_two.png \"Experiment 2\") |\n\n| Materials | Notes |\n|:---------- |:---------- |\n| | |\n\n\n| Experiment 3 |\n|:---------- |\n|![Experiment 3](https://dl.dropboxusercontent.com/u/805506/_helium/Heliumlabexperiment_three.png \"Experiment 3\") |\n\n| Materials | Notes |\n|:---------- |:---------- |\n| | |\n\n\n| Experiment 3B |\n|:---------- |\n|![Experiment 3B](https://dl.dropboxusercontent.com/u/805506/_helium/Heliumlabexperiment_threeb.png \"Experiment 3B\") |\n\n| Materials | Notes |\n|:---------- |:---------- |\n| | |\n\n\n| Experiment 4 |\n|:---------- |\n|![Experiment 4](https://dl.dropboxusercontent.com/u/805506/_helium/Heliumlabexperiment_four.png \"Experiment 4\") |\n\n| Materials | Notes |\n|:---------- |:---------- |\n| | |\n\n\n| Experiment 4B |\n|:---------- |\n|![Experiment 4B](https://dl.dropboxusercontent.com/u/805506/_helium/Heliumlabexperiment_fourb.png \"Experiment 4B\") |\n\n| Materials | Notes |\n|:---------- |:---------- |\n| | |\n\n"
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"source": "| Materials | Notes |\n|:---------- |:---------- |\n|![Materials](https://dl.dropboxusercontent.com/u/805506/_helium/Heliumlabexperiment_materials.png \"Materials\") | |\n\n| Materials | Notes |\n|:---------- |:---------- |\n| | |\n\n\n| Experiment 1 |\n|:---------- |\n|![Experiment 1](https://dl.dropboxusercontent.com/u/805506/_helium/Heliumlabexperiment_one.png \"Experiment 1\") |\n\n| Materials | Notes |\n|:---------- |:---------- |\n| | |\n\n\n| Experiment 2 |\n|:---------- |\n|![Experiment 2](https://dl.dropboxusercontent.com/u/805506/_helium/Heliumlabexperiment_two.png \"Experiment 2\") |\n\n| Materials | Notes |\n|:---------- |:---------- |\n| | |\n\n\n| Experiment 3 |\n|:---------- |\n|![Experiment 3](https://dl.dropboxusercontent.com/u/805506/_helium/Heliumlabexperiment_three.png \"Experiment 3\") |\n\n| Materials | Notes |\n|:---------- |:---------- |\n| | |\n\n\n| Experiment 3B |\n|:---------- |\n|![Experiment 3B](https://dl.dropboxusercontent.com/u/805506/_helium/Heliumlabexperiment_threeb.png \"Experiment 3B\") |\n\n| Materials | Notes |\n|:---------- |:---------- |\n| | |\n\n\n| Experiment 4 |\n|:---------- |\n|![Experiment 4](https://dl.dropboxusercontent.com/u/805506/_helium/Heliumlabexperiment_four.png \"Experiment 4\") |\n\n| Materials | Notes |\n|:---------- |:---------- |\n| | |\n\n\n| Experiment 4B |\n|:---------- |\n|![Experiment 4B](https://dl.dropboxusercontent.com/u/805506/_helium/Heliumlabexperiment_fourb.png \"Experiment 4B\") |\n\n| Materials | Notes |\n|:---------- |:---------- |\n| | |\n\n"
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"source": "[[experiments---Helium]]\n\n# Experiments / Helium\n\n### How Helium changes the sound of your voice\n\nHelium is 7x less dense than air. This accounts for Helium's buoyancy and efficacy in lifting blimps and party balloons. More relevantly, Helium changes the sound of your voice by altering the familiar density of the medium through which the sound travels. \n\n*n.b. Helium is non-toxic. However, when you concentrate Helium to produce changes in the quality of your voice you have effectively displaced life-giving air with an Oxygen-free gas. Breathing Helium may lead to unwitting asphyxiation within minutes. Use your judgment!*\n\nHow is the voice changed in Helium? Let's start by listing the possible changes.\n\n1. Loudness, intensity or amplitude\n2. Fundamental pitch frequency\n3. Harmonics: overtones, timbre\n4. duration (faster or slower)\n\n(can you think of any others?)\n\nTimbre seems to be the quality most changed. What is timbre again?\n\nhow many overtones are present relative to the fundamental and in what series?\n\n> timbre |\u02c8tamb\u0259r, \u02c8t\u00e4Nbr\u0259|\n> noun\n> the character or quality of a musical sound or voice as distinct from its \n> pitch and intensity: trumpet mutes with different timbres | \n> a voice high in pitch but rich in timbre.\n\n## experiment\n> Speculation: Helium does not change the fundamental frequency of your voice, though it does alter the way that the harmonics are produced and so radically alters the timbre. \n\n> falsifiable statement: Helium does not change the fundamental frequency of a voice. The changed timbre will be visible on a spectrogram image. \n\nrecord different kinds of sounds. List:\n\n1. record a voice in air (one note, scale, glissando up, glissando down)\n2. record a voice in Helium (one note)\n3. record a pure tone in air (one note)\n4. record complex tones in air\n5. record a pure tone produced in Helium (with a loudspeaker)\n6. record a complex tone produced in Helium (tritone carn horn)\n7. record a vocal recording \n\n(what else?)\n\nIn all cases the fundamental (or lowest) tone will be the same and the harmonics will be changed and we should see those changes on the spectrogram. \n\n### materials needed\n1. Helium source (ballon? Bring two)\n1. audio source\n1. small speaker\n1. audio sources\n1. audio recorder\n1. FFT analyzer (Fast Fourier Transform) analysis\n\n### teams\n1. sound production\n\t1. singer(s)\n\t2. tone wrangler/producers\n2. sound recordists\n3. sound preparers\n\t1. how will the files be treated?\n4. Helium wranglers\n5. file wranglers\n6. notebook keepers\n\nlet's all describe the quality of the results \n\n### file storage\n> put a file listing for a Dropbox folder here\n> write a little file chooser program for the notebook\n\n### questions\n1. do you trust what you see in the spectrogram?\n2. is the distortion the same for all kinds of sounds?\n\n\n### references\n* http://www.animations.physics.unsw.edu.au/jw/speech.html\n* http://www.phys.unsw.edu.au/~jw/reprints/A_novel_instrument.pdf\n* http://cournape.github.io/audiolab/index.html\n* http://vibrationdata.com/python-wiki/index.php?title=Main_Page\n* http://jaganadhg.freeflux.net/blog/archive/2009/07/23/how-to-plot-spectrogram-with-python.html\n* http://www.kempa.com/2004/05/03/more-musical-steganography/"
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"source": "## So what is a spectrogram anyway?\n\nA sound spectrogram (or sonogram) is a visual representation of an acoustic signal. To oversimplify things a fair amount, a Fast Fourier transform is applied to an electronically recorded sound. This analysis essentially separates the frequencies and amplitudes of its component simplex waves. The result can then be displayed visually, with degrees of amplitude (represented light-to-dark, as in white=no energy, black=lots of energy), at various frequencies (usually on the vertical axis) by time (horizontal).\n\nDepending on the size of the Fourier analysis window, different levels of frequency/time resolution are achieved. A long window resolves frequency at the expense of time\u2014the result is a narrow band spectrogram, which reveals individual harmonics (component frequencies), but smears together adjacent 'moments'. If a short analysis window is used, adjacent harmonics are smeared together, but with better time resolution. The result is a wide band spectrogram in which individual pitch periods appear as vertical lines (or striations), with formant structure. Generally, wide band spectrograms are used in spectrogram reading because they give us more information about what's going on in the vocal tract, for reasons which should become clear as we go.\n\n\n> http://home.cc.umanitoba.ca/~robh/howto.html\n\n"
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"source": "try a piano\ntry a flute after breathing Helium"
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"source": "amplitude vs frequency plot"
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"input": "from scikits.audiolab import wavread\nimport scikits.audiolab as audiolab\n\nfilename = '/Users/douglasgoodwin/Downloads/aphex_mono.wav'\nau = audiolab.sndfile(filename, 'read')\n\ntmp = au.read_frames(1e4)\n# float_tmp = au.read_frames(1e4, dtype = N.float32)\n\ntitle( 'Frequency plot for \\n%s\\n'%(filename),loc='left' )\n# import pylab as P\nplot(tmp[:])",
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Lli1JXl6eaPhHH32ULFu2TPCaRlE8iokTJxotgmlgZVHJxIkTSbNmhBw4YLQk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\ncnTvYKs+x9C3b18sWLAAY8aMwYIFC9BfwPj8uXPn4O3tjcD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"text": "<matplotlib.figure.Figure at 0x1138302d0>"
}
],
"prompt_number": 31
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": "spectrogram"
},
{
"cell_type": "code",
"collapsed": false,
"input": "filename = '/Users/douglasgoodwin/Downloads/aphex_mono.wav'\nsound = audiolab.sndfile(filename, 'read')\n\n# Reads wav file with audiolab\nsound_info = sound.read_frames(sound.get_nframes())\n# Extracts feature info from sound file with scipy module\nspectrogram = specgram(sound_info)\n#Generates soectrogram with matplotlib specgram\ntitle( 'Spectrogram of \\n%s\\n'%(filename),loc='left' )\nshow()\n# sound.close()",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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0CwMLgKRTZrPWzlR6WCMTURQhTZEIdWoS4583LebbzT8mZZRQHFhZmMIeTS/w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\nup8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QXWKzAaSwFGNCLA4pflNjknRzaxKHS5itYJhZRroMMNYCI953l9jslaHdPbY4KuiI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lojTKciiCFvKGkkgqQR0pssE+aOvAL9qMpOucVGZZar4RHatApX0lvluLELQR8ZKCYkW0YG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\ng6pet7Klso4aqW0o3KMsm08P4PVq7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"text": "<matplotlib.figure.Figure at 0x11375e290>"
}
],
"prompt_number": 30
},
{
"cell_type": "markdown",
"metadata": {},
"source": "Any sound can be visually represented by its spectrogram, an image of its spectrum. The horizontal dimension corresponds to time and the vertical dimension corresponds to frequency. The intensity of a given frequency at a given time is given by a color plot at that {time;frequency} coordinate in the image space. Spectrogram views can be found in audio editing softwares such as Adobe Audition, Audacity and many others."
},
{
"cell_type": "code",
"collapsed": false,
"input": "filename = '/Users/douglasgoodwin/Downloads/aphex_mono.wav'\n\nimport scipy\nx, fs, nbits = audiolab.wavread(filename)\nX = scipy.fft(x)\n\n# If you want the magnitude response:\n\nimport pylab\nXdb = 20*scipy.log10(scipy.absolute(X))\nf = scipy.linspace(0, fs, len(Xdb))\n\ntitle( 'magnitude response for \\n%s\\n'%(filename),loc='left' )\nplot(f, Xdb)\nshow()",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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1zx9mjDFmWxyNWfjEiRNo2bIlqlatCgDo2bMnjhw5Ah8fH9y5cwc+Pj7IyMiA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\nOEsDg4PBp59+inr16iE8PBw9e/ZEVla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nkJWVhU6dOuHPP/9Uml5W9sWWLVvg5eWFJk2a\naOxeoqzsCwA4dOgQqlevjnv37iE6Ohp169ZVmm7pfWHxOwM/Pz+kpqaKw6mpqUqRrTTx9vYWW3Bn\nZGTAy8sLQPF9cPv2bfj7+8PPzw+3b98uNl62zK1btwAABQUFyMrKgoeHh6W+it7y8/PRq1cvDBo0\nCLGxsQDK9v4AAFdXV3Tt2hUnT54sk/vi8OHDSExMRK1atdC/f3/s27cPgwYNKpP7AgCqV68OQOjX\nrUePHjh+/LhV94XFg0FERASuXLmCGzduIC8vD+vWrUNMTIylk2ERMTExSEhIAAAkJCSIJ8WYmBis\nXbsWeXl5SElJERvm+fj4wMXFBceOHQMRYcWKFejevXuxdf3+++9o3769db6UDogI7733HsLCwjBm\nzBhxfFncH/fv3xdrhOTk5GD37t1o0qRJmdwXs2bNQmpqKlJSUrB27Vq0a9cOK1asKJP74vnz53j6\n9CkA4NmzZ9i1axcaNmxo3X1hTAGIobZt20ahoaEUFBREs2bNskYSTK5fv35UvXp1cnJyIn9/f1q2\nbBk9ePCA2rdvTyEhIRQdHU2PHj0S5585cyYFBQVRnTp1aMeOHeL4EydOUIMGDSgoKIhGjRoljn/x\n4gW99dZbFBwcTM2aNaOUlBRLfj29HDhwgCQSCYWHh1Pjxo2pcePGtH379jK5P86ePUtNmjSh8PBw\natiwIc2dO5eIqEzuC0VJSUlibaKyuC+uX79O4eHhFB4eTvXr1xfPg9bcF9zojDHGGD/2kjHGGAcD\nxhhj4GDAGGMMHAwYY4yBgwFjjDFwMGCMMQYOBowxxsDBgDHGGID/BwWx+zWHt8utAAAAAElFTkSu\nQmCC\n",
"text": "<matplotlib.figure.Figure at 0x115ba2c50>"
}
],
"prompt_number": 29
},
{
"cell_type": "code",
"collapsed": false,
"input": "title?",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 20
},
{
"cell_type": "code",
"collapsed": false,
"input": "",
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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