{ "metadata": { "name": "", "signature": "sha256:d64d1a20f1d46cc3abe8bedeb9ffd0d68679c1fe0d913a8195da53af791cd1f5" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "%pylab inline\n", "from __future__ import print_function\n", "from __future__ import division" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "prompt_number": 1 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Starting the Csound engine" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To use *icsound* create an icsound instance:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import icsound\n", "cs = icsound.icsound()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then start the engine:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "cs.start_engine()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Csound server started.\n" ] } ], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can set the properties of the Csound engine with parameters to the start_engine() function." ] }, { "cell_type": "code", "collapsed": false, "input": [ "help(cs.start_engine)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Help on method start_engine in module icsound:\n", "\n", "start_engine(self, sr=44100, ksmps=64, nchnls=2, zerodbfs=1.0, dacout='dac', adcin=None, port=None, buffersize=None) method of icsound.icsound instance\n", " Start the csound engine on a separate thread\n", "\n" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The engine runs in a separate thread, so it doesn't block execution of python." ] }, { "cell_type": "code", "collapsed": false, "input": [ "cs.start_engine()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "icsound: Csound already running\n" ] } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use the *%%csound* magic command to directly type csound language code in the cell and send it to the current engine." ] }, { "cell_type": "code", "collapsed": false, "input": [ "%%csound\n", "gkinstr init 1" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "%%csound\n", "print i(gkinstr)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "So where did it print?" ] }, { "cell_type": "code", "collapsed": false, "input": [ "cs.print_log()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "rtaudio: ALSA module enabled\n", "rtmidi: ALSA Raw MIDI module enabled\n", "WARNING: STK opcodes not available: define environment variable RAWWAVE_PATH\n", "(points to rawwaves directory) to use STK opcodes.\n", "--Csound version 6.07 (double samples) Apr 12 2016\n", "graphics suppressed, ascii substituted\n", "0dBFS level = 1.0\n", "orch now loaded\n", "audio buffered in 256 sample-frame blocks\n", "ALSA output: total buffer size: 1024, period size: 256 \n", "writing 512 sample blks of 64-bit floats to dac \n", "SECTION 1:\n", "instr 0: #i0 = 1.000\n", "\n" ] } ], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, messages from Csound are not shown, but they are stored in an internal buffer. You can view them with the print_log() function. If the log is getting too long and confusing, use the clear_log() function." ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Function tables" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can create csound f-tables directly from python lists or numpy arrays:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "cs.fill_table(1, [4,5,7,0,8,7,9])\n", "cs.fill_table(2, array([8,7,9, 1, 1, 1]))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Tables can be plotted in the usual matplotlib way, but icsound provides a plot_table function which styles the graphs." ] }, { "cell_type": "code", "collapsed": false, "input": [ "cs.plot_table(1)\n", "cs.plot_table(2, reuse=True)\n", "grid()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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i5j5SSiwykEN9CsAvhBADAF4HcFRKyd7LFIRCoZmjg/r6eqX3jR6ffepTn8LO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\ncwA2CCE+b/rKLDI4OIhTp04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"text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can get the function table values from the csound instance:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "cs.get_table_data(1)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 11, "text": [ "array([ 4., 5., 7., 0., 8., 7.], dtype=float32)" ] } ], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "cs.make_table(2, 1024, 10, 1)\n", "cs.make_table(3, 1024, -10, 0.5, 1)\n", "cs.plot_table(2)\n", "cs.plot_table(3, reuse=True)\n", "#ylim((-1.1,1.1))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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ICDw8PHj69CmHDx+mevXqekeyKkePHuW7777D39+fmJgYAF577TU6d+5M165dqV27NidP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\nly5dYtCgQbRs2ZJdu3YZHa/AtGnThqeeeoobN26wZMkSs+zz7NmzBAU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"text": [ "" ] } ], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "cs.get_table_data(2)[100: 105]" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 13, "text": [ "array([ 0.57580817, 0.58081394, 0.58579785, 0.59075969, 0.59569931], dtype=float32)" ] } ], "prompt_number": 13 }, { "cell_type": "markdown", "metadata": {}, "source": [ "If ctypes is available in your system, icsound will use it to significantly speed up data transfer to and from Csound f-tables. The following will create 320 tables with 720 points each:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "randsig = random.random((320, 720))\n", "i = 0\n", "for i,row in enumerate(randsig):\n", " cs.fill_table(50 + i, row)\n", " print(i, '..', end='' ) " ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "0 ..1 ..2 ..3 ..4 ..5 ..6 ..7 ..8 ..9 ..10 ..11 ..12 ..13 ..14 ..15 ..16 ..17 ..18 ..19 ..20 ..21 ..22 ..23 ..24 ..25 ..26 ..27 ..28 ..29 ..30 ..31 ..32 ..33 ..34 ..35 ..36 ..37 ..38 ..39 ..40 ..41 ..42 ..43 ..44 ..45 ..46 ..47 ..48 ..49 ..50 ..51 ..52 ..53 ..54 ..55 ..56 ..57 ..58 ..59 ..60 ..61 ..62 ..63 ..64 ..65 ..66 ..67 ..68 ..69 ..70 ..71 ..72 ..73 ..74 ..75 ..76 ..77 ..78 ..79 ..80 ..81 ..82 ..83 ..84 ..85 ..86 ..87 ..88 ..89 ..90 ..91 ..92 ..93 ..94 ..95 ..96 ..97 ..98 ..99 ..100 ..101 ..102 ..103 ..104 ..105 ..106 ..107 ..108 ..109 ..110 ..111 ..112 ..113 ..114 ..115 ..116 ..117 ..118 ..119 ..120 ..121 ..122 ..123 ..124 ..125 ..126 ..127 ..128 ..129 ..130 ..131 ..132 ..133 ..134 ..135 ..136 ..137 ..138 ..139 ..140 ..141 ..142 ..143 ..144 ..145 ..146 ..147 ..148 ..149 ..150 ..151 ..152 ..153 ..154 ..155 ..156 ..157 ..158 ..159 ..160 ..161 ..162 ..163 ..164 ..165 ..166 ..167 ..168 ..169 ..170 ..171 ..172 ..173 ..174 ..175 ..176 ..177 ..178 ..179 ..180 ..181 ..182 ..183 ..184 ..185 ..186 ..187 ..188 ..189 ..190 ..191 ..192 ..193 ..194 ..195 ..196 ..197 ..198 ..199 ..200 ..201 ..202 ..203 ..204 ..205 ..206 ..207 ..208 ..209 ..210 ..211 ..212 ..213 ..214 ..215 ..216 ..217 ..218 ..219 ..220 ..221 ..222 ..223 ..224 ..225 ..226 ..227 ..228 ..229 ..230 ..231 ..232 ..233 ..234 ..235 ..236 ..237 ..238 ..239 ..240 ..241 ..242 ..243 ..244 ..245 ..246 ..247 ..248 ..249 ..250 ..251 ..252 ..253 ..254 ..255 ..256 ..257 ..258 ..259 ..260 ..261 ..262 ..263 ..264 ..265 ..266 ..267 ..268 ..269 ..270 ..271 ..272 ..273 ..274 ..275 ..276 ..277 ..278 ..279 ..280 ..281 ..282 ..283 ..284 ..285 ..286 ..287 ..288 ..289 ..290 ..291 ..292 ..293 ..294 ..295 ..296 ..297 ..298 ..299 ..300 ..301 ..302 ..303 ..304 ..305 ..306 ..307 ..308 ..309 ..310 ..311 ..312 ..313 ..314 ..315 ..316 ..317 ..318 ..319 .." ] } ], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "cs.plot_table(104)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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2VSpPrnrFNso2UDbRymDbHXXUUc57G6o86d/rot4RH8FxjVKlth1HeUql1NnA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\n", "text": [ "" ] } ], "prompt_number": 19 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Sending instruments" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can send instruments to the running csound engine with the *%%csound* magic. Any syntax errors will be displayed inline." ] }, { "cell_type": "code", "collapsed": false, "input": [ "%%csound\n", "instr 1\n", "asig asds" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", "error: syntax error, unexpected T_IDENT (token \"asds\") line 3:\n", ">>>asig asds <<<\n", "Unexpected untyped word asig when expecting a variable\n", "Parsing failed due to invalid input!\n", "Stopping on parser failure\n", "\n" ] } ], "prompt_number": 20 }, { "cell_type": "code", "collapsed": false, "input": [ "%%csound\n", "instr 1\n", "asig oscil 0.5, 440\n", "outs asig, asig\n" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", "error: syntax error, unexpected $end (token \"\") line 4:\n", ">>> <<<\n", "Parsing failed due to invalid input!\n", "Stopping on parser failure\n", "\n" ] } ], "prompt_number": 21 }, { "cell_type": "code", "collapsed": false, "input": [ "%%csound\n", "instr 1\n", "asig oscil 0.5, 440\n", "outs asig, asig\n", "endin" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 22 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Channels" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Csound channels can be used to send values to Csound. They can affect running instances of instruments by using the invalue/chnget opcodes:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "cs.set_channel(\"val\", 10)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 25 }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also read the channels from Csound. These channels can be set from icsound or within instruments with the outvalue/chnset opcodes:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "cs.get_channel(\"val\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 26, "text": [ "10.0" ] } ], "prompt_number": 26 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Recording the output" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can record the realtime output from csound: (This requires Csound 6.04)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "cs.start_record(\"out.wav\")" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 27 }, { "cell_type": "code", "collapsed": false, "input": [ "cs.send_score(\"i 1 0 1\")\n", "import time\n", "time.sleep(1)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 28 }, { "cell_type": "code", "collapsed": false, "input": [ "cs.stop_record()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 29 }, { "cell_type": "code", "collapsed": false, "input": [ "!aplay out.wav" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Playing WAVE 'out.wav' : Signed 16 bit Little Endian, Rate 44100 Hz, Stereo\r\n" ] } ], "prompt_number": 30 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Stopping the engine" ] }, { "cell_type": "code", "collapsed": false, "input": [ "cs.stop_engine()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 131 }, { "cell_type": "code", "collapsed": false, "input": [ "cs" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 32, "text": [ "" ] } ], "prompt_number": 32 }, { "cell_type": "code", "collapsed": false, "input": [ "cs.stop_engine()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Engine is not running.\n" ] } ], "prompt_number": 33 }, { "cell_type": "markdown", "metadata": {}, "source": [ "#Sonification" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Found this:\n", "\n", "http://ftse.richardallen.co.uk/" ] }, { "cell_type": "code", "collapsed": false, "input": [ "request_url = 'https://spreadsheets.google.com/feeds/list/0AhySzEddwIC1dEtpWF9hQUhCWURZNEViUmpUeVgwdGc/1/public/basic?alt=json'\n", "import urllib2\n", "f = urllib2.urlopen(request_url)\n", "\n", "import json\n", "ftse_data = json.load(f) " ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 34 }, { "cell_type": "code", "collapsed": false, "input": [ "ftse_data.keys()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 35, "text": [ "[u'feed', u'version', u'encoding']" ] } ], "prompt_number": 35 }, { "cell_type": "code", "collapsed": false, "input": [ "symbol_list = ftse_data['feed']['entry']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 36 }, { "cell_type": "code", "collapsed": false, "input": [ "len(symbol_list)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 37, "text": [ "101" ] } ], "prompt_number": 37 }, { "cell_type": "code", "collapsed": false, "input": [ "symbol_names = [symbol['title']['$t'] for symbol in symbol_list]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 38 }, { "cell_type": "code", "collapsed": false, "input": [ "import datetime\n", "start_date = datetime.date(2005,1, 1)\n", "end_date = datetime.date(2010, 12, 31)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 69 }, { "cell_type": "code", "collapsed": false, "input": [ "symbol = symbol_names[0]\n", "date_string = '&a=%02i&b=%02i&c=%i&d=%02i&e=%02i&f=%i&g=d'%(start_date.day, start_date.month, start_date.year,\n", " end_date.day, end_date.month, end_date.year)\n", "settings = 's=%s&ignore=.csv'%symbol\n", "url = 'http://ichart.finance.yahoo.com/table.csv?' + settings + date_string\n", "#url = 'http://ichart.finance.yahoo.com/table.csv?s=^GSPC&ignore=.csv'\n", "f = urllib2.urlopen(url)\n", "data = f.read()\n", "\n", "import csv\n", "parsed_csv = csv.reader(data.split('\\n'))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 70 }, { "cell_type": "code", "collapsed": false, "input": [ "parsed_csv.next() # This removes the \"header\"" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 71, "text": [ "['Date', 'Open', 'High', 'Low', 'Close', 'Volume', 'Adj Close']" ] } ], "prompt_number": 71 }, { "cell_type": "code", "collapsed": false, "input": [ "highs = []\n", "for row in parsed_csv:\n", " if len(row) > 0:\n", " highs.append(float(row[2]))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 72 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(highs)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 73, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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8QZOrQgEA/vKX8AA2m6Ii4KmnpOJfly6uJvDaa/7779snLwMLFohGqJqCogTI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\n3HHAihXAxx8DRx8d+tnMQFGR21YURSl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"text": [ "" ] } ], "prompt_number": 73 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's get us some data" ] }, { "cell_type": "code", "collapsed": false, "input": [ "symbol_highs = {}\n", "for symbol in symbol_names:\n", " date_string = '&a=%02i&b=%02i&c=%i&d=%02i&e=%02i&f=%i&g=d'%(start_date.day, start_date.month, start_date.year,\n", " end_date.day, end_date.month, end_date.year)\n", " settings = 's=%s&ignore=.csv'%symbol\n", " url = 'http://ichart.finance.yahoo.com/table.csv?' + settings + date_string\n", " try:\n", " f = urllib2.urlopen(url)\n", " data = f.read()\n", "\n", " parsed_csv = csv.reader(data.split('\\n'))\n", " parsed_csv.next() # This removes the \"header\"\n", " highs = []\n", " for row in parsed_csv:\n", " if len(row) > 0:\n", " highs.append(float(row[2]))\n", " symbol_highs[symbol] = array(highs)\n", " except:\n", " print(\"Symbol %s not found\"%symbol)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Symbol AMEC.L not found\n", "Symbol BSY.L not found" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Symbol CSCG.L not found" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Symbol IPR.L not found" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Symbol RSL.L not found" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n" ] } ], "prompt_number": 47 }, { "cell_type": "code", "collapsed": false, "input": [ "len(symbol_highs)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 48, "text": [ "96" ] } ], "prompt_number": 48 }, { "cell_type": "code", "collapsed": false, "input": [ "for highs in symbol_highs.itervalues():\n", " plot(highs)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 67 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(highs)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 68, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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FBSl5l13my1df9eX118Ohh/r6oEEwe3bjJkX66KNkXUFBSoW+ytJqxGMbnXce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\nt/+//93rQwYM8O2vvebpu+2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"text": [ "" ] } ], "prompt_number": 68 }, { "cell_type": "code", "collapsed": false, "input": [ "def normalize_array(input_array):\n", " data_range = input_array.max() - input_array.min()\n", " out_array = (input_array - input_array.min())/data_range\n", " return out_array" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 74 }, { "cell_type": "code", "collapsed": false, "input": [ "for highs in symbol_highs.itervalues():\n", " plot(normalize_array(highs))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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jWZ5FX9xJKqgQ1OH0F7zVjX1U/jZrb++0bDjhDWgpsajvA12hYkARVpcPlpr+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DWMoqAHyjrhpJflfesmruaxfNiHgIujiwy/sx4DvnUmG6eLwKBui0HXUgEoCtVb47y980RKSsRg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gvzZ5QtnRKM87Sl26QGm/fvZrACFDIEdcO2bhXrEwfcInfMu3fMqncScMt0WYtfD+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\na4i4RHrMoxdGat1YA9Ouup/jehXv+9hjImXp0QzcPU8+SdLy5WS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7OLQ9uYtSayY6GRqs\nVsr8cK3hV7zZvcmQc9jaupLP04YCUNXke9j6HXxsAFs0394GTqjXPxLhUEonzK+42FRQgMEHj61b\ngPmAatg9Bjy1ZhweGKmhYGPjeLtM7vheNALIkkSy201pair7He3wY4WUIMXl+ZSGspg7ahT5teI6\n/HZ5Ne+s+Rc13cT96y99C5l7oVqkaqJ1DzESjbyJeHhkIjrinF7MKpFolzS17NflU2ZM5rHJk+nw\n+efEE6DNtdwJwO/Vl7O3sJ9QstIJyc+gSp0QMOhj3cURnxUkyNjRlPwTiZGGjTDz5z/PSt/tMPV/\npiPQne2RuMCwBeJrA2n9wNVb+9zuHFxzFI4fQdYZMbkDUG2ief4xwhgw6vU4gqCTZY5MNsIziU6Y\nTa0j1KQC77dh8KxzpMf1v/ynxv/Fs+8DHFcU5bSiKCHgGyCBH1dRlM2KokRd5b+A/1vccuwq8Lmw\n2dwMvPYP3BY3tmAiDKvkCvjnP7Wc/eFCcdE8HkGrUFMjdlUUGYBFbVH0m7xYghak6U9R0wM2TF5K\nMFW83VGtUDMPkRXnCF658u8LKFGsgrcSCAvPubDagkX1bLyyjFstudvxML+sDJdbK3T2dTrZUq9x\n9P+gFEGmn/btobpMR5LBwNaGBnyyzKfFJYQUBR4+hjE7wFulJaT/BbuXtuTortuIWEoor2h0eUv8\nXGX7nKlrtUVuN7hcYJIksvt7sFjVsDRgoTKkx3tCvACSJPGq/CqXh6o5+cJArtm1nnH8gJ4IOlog\nA9ZS2He4D5tsahXqhQJmTRQpsN4ZbkymIGvWGFm5MgmTHCKoyrQ5HOKcx1z+BgeWt4BJH4uCuToM\nbnED8r7K4SxnKaEE/g0LViSBoTVY4u7JcLHNub9E8KmeZPqgr7n1K7iSlQmX49XPPjvvHlpV3dYA\nZkymIL7u2ss+8J3X6RxNv0THuiVkB1ox7bbbCKqwObdcyt5Waudr0b+5Yn8JD22DIaPXie9NcECS\nePvAs+CKa/57dhLMni2KtD1GkNRadA8HfT7KyOa7OlGoRQLldlEQb3/kvFNgketJahB6pwoS7c6d\n43heHtXWZEpaOeDHTXSZN4/jf/XlvilTsOrFOW//1Ua1PwtHlyKO5DXlmgN+sFXB5scwf7wZvPFo\nrUQIZRAtNRhVIIvytAXUFEs8xfH68FCqDEn4LBbKXS5A4aFLRG5utf9KSsliaZngvepFFWEdSEhE\n2x1qkyQy6oQpkcISig66z9SAAdHxIbv4/6h77/Aoyvbt/zPbS5JNT0iDNCB0QhWkqUhRQBAQERQf\nLI+9gWLHigXFx0csCIigIiIIgihI70jvNQQCCQnp2U227/z+uGczu8Hn+33+eH/6vvdxcLAz2Znd\nnZn7uq9yXueZUa3aihM09T/F0JXnEUj/I3xnJGBqQgFyMMQ/7fgBmMxw+TJ+nQ5rfRVxXTdS4ROa\n1fpzw5GA2KDQ7fWVNC8qgh/EvIy0Q1E6nG4NVBsw1/khEI70+jvGf2PsU4HQHvvLyr7/NCYDa/7T\nH50hNKavtQ2A14Itqgrn8Ffw6rzo9OEr4NUm93lmvMSIEQKl43GeB4W/o8YTx78/28fQ+/+Nw+wg\n0hmJfN1eDn8QfnyEy4+RH9HjwGRVO2imDr6JX2tHN25fCvncCA8idrECtwha1rSiVkQq3kGD309H\nq4BUxFPDwrIyEu2XG49f2b497axWvH37qidNEx7TiFFhDdaUNyj1A5sXb6mR+otKA0sDaFzgM8IX\n894jdAygiFl7zvPqFnWfLMtoNKDXaPDKMqkKfTSmGvyuCHDFkMNZkGWuaq8CS1m4QyZaSW99lN4M\n0KABdLVgMtfDj2kkzTwHssTIovVsLhtIii28MWZ/aXMqAonMXSvUs5Ytux27Zyo79qpGI4sv+EOz\nHq1LGJasy7mcRrFuJhN1OyzgawEhmqJEx2LqDnGJ1Tgxch23U9VrLZPnQ0oIZ4P1kI7xGzaQ/2k4\n4dp+8vmYx3iO92iQzNizNzT+TaNrAocBuGTl8eYzOJ2RQYVCf2D1arATRQFZmK3q7w7WIBeshDay\nzMDS7WAOQHSwqu6FNw6CUp/JLcjk4RUr+JdeD+8expethI6u8Om4IzucW/+6XV3ZbBP33o+WY8kt\nmPWYlRp9M26cqxKoRTnE+SJDJxvgrTfT4bEfeal8JbGBOjhyN+6SnlAc+vv/swdqiFHSoBOBfPA0\nNqSpnrWNOqr0IVjDA13Z2EwULn3ocGLGoHHTjBJ6MYdWlRDpjMShEXPR4g7pvPYBAQ1RJX+OXRyP\nmn5qy4k/pRtLDMRduzMDpNavhO8bWKZ6+0YF+mYy4dUZMLtr8Vt04NEJz/6EIJGb8aXaXd7BshU+\ny+Gth3WUJcM9QVquKj3GMggE/ndKif+/x39j7P9ryjZJkgYA/wCuyesDLJgPcz+EBQvg0CHo2/cn\nbl71EhLwiRLdmweKkPDgwQG4XJewR5nwKqRoNK+nPlXiZ6Ufy2YtJBDIZPp0RRhAuo9+aUuoiagm\n5rt7SNnVhKkRcOV40HEAH5EkXlKRCIEAmGwh2H+t4KMH0NcBTrjDcocgrwfY2wWNXXhExW43Fq1W\nsHLqk3nhLWhXtpPfu3Rh5tdfk2QwcLRbN3QaDenH1QUmsa2LvTO28u5ZdWHAoXhZNh8juUx9nSBx\nypwn4H/Vcgw/M5z3EFDFU5ZuXE8RKW4RO05SmAX8fgmfw0f1knI8gQBduyqTWF8vOgMBCw3UH3dg\nla28wEHMIVjpepOY2L+3fAW9A778shNctlD2i0Dr1BBDqdyMzMxjXL6cw6JFL3LhUmveH/IC/fot\n4+L2ruw9eBOffPIjAEtMKt1Aiul7SvLzaFGRydiPooniDmqogdtvET0HdyoIrWYhxirvFVwJsGVL\nPS7MrKMX6zVO/EhYlYad+8//TPZTwjBMnfxI2H2fwgf8hFDTOk8OgZBH39rEKIrrFGDbRtE4l7Bf\nLMDRXgvZly9TRSyPt1fb3wMGqI0KOdQPaEwigc4ysbPmGzAawe/HbHUxfOdOYmJioHs1RHrh+3Rw\nimjplFbcn3cLujKM1gzYBOMWw/x7IUaBckbUtCXplIfMCxLJvSvpfPps4++YNE1AXoNi2nFBXqgC\nK26NianrRzDQ3qQACejwAonkZ35xzd8AouJV2gp6gEsxDRIBvOg4Qy5xVFJtVI2zBgMunbjWPnS4\nMHGDeyslpNJaicjGbx+PWyEizD4XgsbxSbg8Kvz0xXHTwr5Pd6rZpu3cuB3sPA8d7Ux/vlBkbD8Y\nvqOZAfqsBUMIT8mYMXh0evTeOmpMrejhTxc5e6ObgCSRUKMWrIc4lmBosY1AcRMeaK8WUzkYjU1a\ns/+HsXnzZqZPn9747//U+G+MfTHhlC7pwOWmb1KKsl8Cw2VZbspjC8BLVencfb4zkyZBzwLRDRvt\n1CBJ0EaZLOcKhdV/443N3L31Ne65R2AIo5OugCFAzGF17ZHl1uilSib1cZAWWUqzZoVoCmOIbojC\nqJNJOKqC0zt9LGLPLz/eyJQ3xis/XsOjSaPR68HvBw51xKUQGvhtQoEMQHJKmBwSLSa04B/3T8Z5\nqB18N7ExpbNs5S/kb/DRLmkvrsc/ZuB6mQyWsCcvj4vXqTj1er+fy21LG/UNJi0TPQM7L4hJKgWA\nGOVDtTKPc47sU6JgFr8DLIxluWs0WP182+8+eo7vwbc99pLDXCKUw15TUjm7J5ylbmcddT9XUXfe\nydChIm1z82MniVZStGUksbv9H1gDViQkrCEsQ1VnhdeiPzOAo943SHztedopXv+YG77iu29zKdMn\n0KPHb1xwZTN//psUVrYmKekSly7lsmdoOs8+LYqJRqOPwL/+xdChUFCQxvZfoSyhgnHyHTxYs5xm\nUiJ2TQNkKgFkThvoUx4u3lG+NVQqleGs4qTVT92khZgVWbyDJy2NWqeWYMfmL38+yULjqVBCrnU5\nyt1RKB8kj0xNlKhB2K1W5nz4IZ0ChxrXfIDvnd24nKsCrU0BmKt5CE33d4FhYmdDgyhUabVsys8n\nu7gYrUlxYsx++CIbAqIQf1Uhjrejx8Ey+PWflL36JMtHhf+GvnWieKhJdmHwe1k3dWrY3z+9TTT1\nJFBOZv9V1L9yHc3WiUVqe0xnmo4szgPNaJ62lnZhLLHKnAvoacQs6cHTeAn9eNGjw0csVVQaVQPd\nX1eOW3muvOhxY0Trb5IylcDkjVA3gq98EAhpZnG6JE60DheU6eNXjfaFJjoAAJ56xdgHgVrK/+b/\ngM+ny03qa52OgNHGxULRGV+c2E0Y+4lnGfb220hAYMAAljIaa8CBxxHPkboE7lmgHF8k7mNtO/D7\n/2ufmf79+/9txn4fkCtJUgtJkgzAHUAY14EkSRnAcmCCLMvn/uQcAJRve5mC8xMYNgzaThOwyFpH\nCj6PHpcH2A9nzgqP46efYOmgeZSViW7FGUteJ6mhhlydagGWHfmMCLkE+1dOFtlPYXzgcxJXjUHv\nMcEtv3DhhKKjdi6LQ0qH/1RmsvX6drzyhodaasl75Ue0WmHs5fZH2P1KG/Ysgr33xTY2WNVkpNHx\nqsy5ynMUJhUytPYYASmAU9GDnX/fJEY/28DxgQ2YD8SgVYzPu3feiRyC9DlgtxOQwKfsWlmjeLtK\nA8ey22HTDRBTBYll4qFvV+TjFV4X1+pKBvU1MZBXR6fMEpJqk0hvIj0bodSvpf3VHBl0BJ0Pagob\nyM4WE26d9hZquMjyjW7KSGaBIvviwcONXCuGDlDN9WhOtebfiIl1x8MvkJRcwGWtyFEuz7mZnzW3\nNBrAe+89jvc6FQbpduthTxxOJxgqhLExlIjirAaJkbIVe7MaiFV8CKcOLP6wXDDOS2HGHmCjM4EX\ntAWN5uFy+VBeeF5EBVZZ5KuNJ5u0cM4TC2yYZ29X86n3jFOiwSfOwrSTyAYJs1b8Xef349NqKT2U\nHibkUaKxUP6Yep9N2giypUKi+/6bybFquih0HCgpoSL4bNiUBy0grv+HtORRgsZYhvrTUF5E/WtT\nefFN9RwepWakCYh+geCzdsfGjWj8fr4aMoS5fYeRRBkfbhZRg1UjfovF9CfRDADRaBKLKYuKZUby\nk4JuWaHNfrzgLA8EA0TAr7xuxdlGY9+SM1SaIohSHINc13lcig6FDx1e9Hj1/5k6IBK1WNHuwGW0\nXhlXkHohUCLqWU2GET+xf9LYBVBfnAh2iUbS275CYMesj//T9zfiq4NDGwv7RG3pSKux4ncm17Om\npwB4SEA8leJFRR5LyaDb11Hw4jm4RzRh6WvAFyK68neN/9XYy7IcpIxfC5wAlsiyfFKSpAclSQp2\nWbyCoO37TJKkg5Ik/fFn57pQ18ABDuBwgCE+lvT0ZymraUWZ38vvlQj+37BvNLHxlfvQ55QVF7IV\nibSQ+qSNYjyXFWhFUXO8Oi96vx4WTKL2ozfBYYX758H9cxuPWTcQXn/ZgB8/Oh2Nxl7SyjBgM45U\nDXcYl6KToUEPRd26cEOlxDLrssZzLBuwiKL40ABHJnBZWFo9NRQlJOGwWChQmqC8VV6MTdJ2p4Pp\ng3jxhyqlYNzmKNywUaZGr6UMI98huk5br5pJ/eFUSHFi8MDlhEpqTeHntClOamLRh+ipRucDr91P\nSrPwSXJm6i7yOdHY8HSMZjQzhueI/2ykp58mLq4UjUbG4RNe0yE6UZQTR1ye6Hi1+pWJNPsAzNkH\nw4uhyAIWC0myWMy7jf4S4lVRGYfBD1XZcCga6rVg8bHcfwtjzg6BMytAo4e8AZCoA+NzJLY8jOwp\nIT5ZLcb2bb6WrEzRLayXhYEaPzq8voFPICeGv3KhcZfVq+bfc1sr0WCvShgkiqxXYsS1K0xM4Wp0\nNBOfKSR3Fpx6Qli7uoot0FztnjX6lcX7Ojh600fXXMOE4mJ+BwWShhrNpcUAEdRi4HiodHYCYI6C\nffvY2RuWPiDIAcsQ/EpaP3j1esa//DJP/Pgjzy1ezL8++YRszqG5t4BmXOE2VgIQHSms3hOPPk7s\n4HsbP+KGlMU05yKR2PF43NTqo4jS1nCBTNGlBeziukYDr5OgeYhdDBr7zhwkZkARKxFRhcnvwRMv\n/L+gsdco5Gp+jFQpz69bYB6RQrjxo4pkUne70QUFV1rXNDpKoWMO+/iUPehws4M4SkKKyjHbByD5\nJQzxypc1iQjMrFdy+a5SbJXXUoQ3Dp0WgywcF8nvw4cOAx4MuKns0eS908Q9O0UkjbqrQNyFJIzG\n/6nM+deM/wpnL8vyr7Ist5JlOUeW5RnKvi9kWf5CeX2fLMtxsix3Vv51/7PzjOdJvkXwpwQCEv4P\nJmNyqWGbJspGpPKM5+ffCogqR583H2LnToAyOGejVSv1nFrM1G1Ww3Cv1os+sRxSlaLd2B/wPiAM\nfc20T3DVx6D3waIJ4ImooqEmhvp6GDYMFBAAlVIcsnJpaqxQ0iafvJDvCXAxokzl7QAiCAY0AZL5\njYigIT/jYrO0mR1xO/BOFMZw6kwYGhCGMkmv5iiDbfNvThfAlX1xVgqxcj9F6u/zmNCMPcHclgM4\n0GIH7lgBlZvyrOhLD/KatKhfQncmkVIi2tNj3eGF1B77YQiX2IR4+CWWcJtb0FJ0i51M+TXoBi9o\nPCz8SuXnORWfxe38iIyGR7/4BzOlKTzGx9ymTHTa1BFpOyswy1eNEBWFdbqPug3ZtLv+VwiRUew4\nIhHNhzvhqU5wIgrJ5samdTMq3QVFnZAkHZt6bKL1wpngO8NVSwb47Gx3i1TRC+u/5KEBrzdmHIK3\nplWLg7RFpRlGdw6piZDEstdUd7lb6rVAsjVRD9Bh1icUZKTw9P2iSzp+F7T+l/gwh/JhdQq5ZYRP\nhSi++9BatNrDQAJUiXv9zbPPCkBjG+VaRivhWHQAaJpfkKFuuFo0BH4c1JZmrEBS0DFBGGlRcjIf\nzZ5N53PnaHXpEr39O8hqcYJJfE3Bg+C0abBFisW2bd4BbL1Eo1dm5lFGOH+nAQvpXKLtGTdevx6b\nVvWW9XjwomdLC7EdMIAxQzUf8VSSwhW6cABvinp9G0wm9Ebxm7zoxaIQENa7mk7cPRKcOClhBDv4\nCY1i7BVAF1qfH50fWkvTqbPUcW02RCadBuLQcV2Hh0iPvEKSAhd9Ibs5hUYPkl+LbFSusS4CszGG\nhihlsmmM3LP407AzZm0Pz0JLgQDMzURT46UeK/kcYC2DORoqXiYDpjqu0xdQjJkWATWVVaOxhfCj\n/33jb2LUj8Rd7abksxJMoTbIEoleuUYHDqxq3L3tpc/54QeAlrC7JbUOVUiigMGYhxeJChZwNOMo\n5yV1wrRvcysbagaLcz62C6/Fy4BNMH8yWByVQXoOAM4qanx1Stvz8zfCpzfBorVaYirFpeqkkEGZ\nPBYCIfdPSwMWLtKMX2jBImIddcyoSaLnv9WJ711bSyelaeiuSJEueLG5SFPFVkJGEfjfUCv8P3cz\nsZkEelBFqaKRO1LnZPazqji6N1oY5Su9urL9ny9wLDYGxXGigt60uAj9tkLlIYXts7grj695HANV\n5Cu0s+tIIp+9ym+PJLHfLizUM6ejCkfb0fIPMcO/upc+Q2DVKhMgUYWKdigmjddHtkdGJuuef6D3\neLDb9BDvhgph7LPcsHVfUItWKxrdNg3g1hHzmDlzoOiR35jEHf0/ASDZBJzvQ5TSVPOZ8UkG3XQK\nDsVASWcoFEWKCEXZKhRO8CO3050/+ITHuIFgOsWN+X9ocPmQZ67ZZzcncbSToJyo9BVRpxii2QpD\nn0MD045CbYpIMertoHmkBxsU9GV82+2AHyYJH6g2MxO3JEEzJc//ndB41du8aNeuBoJWZBcMnoe0\nuwfcsw+SxMNzNTaWBUNuJKAU1IPGPuoXEaWtz8/ntjfeIEOrOgmXxsHePhlEZanAOr3Zw2MvjWD2\n7J605RT76UI6Rdx/2o3GJRGlV3OEuZylFhsDFUYQtxUu6f6cuNeoV3thMsrKCEFICmPvDwqZ+PFo\n4ZT2FHuz9+MlujEFqm08hXjvnCVbsGoFFUPoSHo8neU9lqNBJr15JCaDprHUs2vuRc4ONqPxa/DL\nemg5FSQNXXo+waF8xfRpDDy9KrwZr8+6s2Hb/TNehsiN+OPMtOU4N6KKHvgVXy0jS0gd/sM7k59I\n48Lx23jqKcEGu/JKL/4voLP/O4z9rUAd+2/YT/zt8ZhDUodRkTYSXRnwezAE+gilpQ2ACOXh3rdn\nIUHfzaYtxPnUPZTavMh6H58O/jRs9R/0z9n8ODCNNUOgItWNPkRVx6eFOHM11hbC8AZ5qoIFv3f6\nwPLroLJ+P1bFje+3SGCEKyIr6HxBGIA6s4kcZtOdSZgVGOAhZtJzZBn9tsKsVZH08wlGpxQlYmym\n1XOyWzceMCeStDWNZ9+D6FrQtloHb74Isx/m5NNXWPvbWc5kQ4zSMGb2deS7Pt81/oZzGaIL4DuH\nlUe7ZJIciCNLcUyaKWiHgeth+foi+m/bj81uJKk2hl7cTj8EUmYGeQSUItpOevHefe9jpYjt+YsZ\nMEG0oke4IzDEnoJvJ4DLxNyPXNxSGU45uGgCxNSAGzcXiy7hNRjAGA9lL6C5aGKpzUYz4Hyloi88\ncgXMUflWOnfeTIf2IkXRvflmfLKOshobUqCS2BB9x2nTFOKf334At1iYW+ftAmDFcbH4vfxzFnFU\nNZqGP14XBWptReH/qpDUdBy8v0vj64BRS5tH4K7kCJ54/HEA6hsS2FMFDSHc+H1P7OFN5Wv+47HX\ngVpQ0FvGgIwr6gf1A3wuYB36Zk78BisE6Yaze0H3w8hVSpT1UCd4TERwFTGRfDZELJpBY183sweb\nOnVixvjxNJjNYUYJwKMzEHVBpUeIBm5tsxuzuQHDkPPo8WKlnl+u747fpyfJX8BxRPRxgrZ8x12E\nejjlIZdxr6RGRDUBFQWnDYmijLjxYEDbaOy9eLVwrPMxnp0o1KW0hFNeyAqcoW8CtLCAHKJKLiNT\nFlvM/qz9yMAf2T/x4aCXw47H6EaSISDroZko3G0nhJdcY0TTbV/YIV8Pnxu2bdFUgknoE7zJS6xk\nOB/yFHX+KB54+YnG9w1PgcRxajd2h8DhxteewH+qCP91428w9qLBwnHaQcWyCpr1Vrv3krV64qtj\nYEcfAGa1LaRbiA7mwIggeDXIud6RQZEiBI/74VYGvjCIFJ2VB5VDVnML+3PyKMiBhc+W4sbYaOwj\nZBmvJPL1H87Po7OhkX6c1BDcdnTASPdAS6yyxOjfRtOxQog0bGm7hShF7CHK6SIS4Q14lVxrDcJA\nLJwIP1vtSFqJyXPhTA54dKBxy0R8Vc2u+J180iuOSDsEtAGIr4DeO6HNSUGeZAww81szuiDt8Y4c\n9gxUuwm/u+kmbO91gtgeVEdEUG+0M/B86PUWBkhX5KHnrHPsaL2Dmz0rALBxnKf1Iq0WqSwmz+hm\n0rKNKD7ddgVIbk1JUh2nU05zJVbkv08xleQAHD0V7tmlKJctiijSQ/vqjEfR1mqpSkqivqCUe9Oi\nmT79B/5svPiiwDBXEUtcxitkJEUSYf2MfFMJVfYmLJDxNrRlIqdXXJKGwxHFlnLxfB1KVEO2559f\njSOvPdO3DCD6BrOaYvtvRkWFIJ9Tai94nBTb4Lt/OvArZF+u5VWQOpooffj1OPiOEMe4OacMMJCe\ntQ3pnBlrrRu3N6TYEmgDDEEfoSPn0iXMZmXRuAMxQ0+N5N7MKLrE0Ijw8BigIlpEVVo/3Pbcbr7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sqA6tX+QQ/8ltaN21ciAlxJlyF/HlZJGLkrQyFOKodfUqghBpPJSVOitYqmgWbImlmJgKqe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\nWyvx59Q0XN8EWStjs5XyT8tTD+PMm/cr/VWOh7ekj6Ooo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"text": [ "" ] } ], "prompt_number": 75 }, { "cell_type": "code", "collapsed": false, "input": [ "cs = icsound.icsound()\n", "cs.start_engine(ksmps=128)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Csound server started.\n" ] } ], "prompt_number": 132 }, { "cell_type": "code", "collapsed": false, "input": [ "%%csound\n", "instr 1\n", " itable = p4\n", " ilow = p5\n", " ihigh = p6\n", " iamp = p7 ; mean of the data\n", " ipan = p8\n", " imean = p9\n", " kread poscil 1, 1/p3, itable\n", " kfreq = ilow + (ihigh - ilow) * kread\n", " aout oscili iamp * (1 - abs(iamp - kread)), kfreq\n", " ;;aL,aR pan2 aout, ipan\n", " outs aout, aout\n", "endin" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 138 }, { "cell_type": "code", "collapsed": false, "input": [ "cs.fill_table(1, normalize_array(highs))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 80 }, { "cell_type": "code", "collapsed": false, "input": [ "cs.send_score('i 1 0 10 %i %f %f %f 0.5'%(1, 220, 2200, 0.2))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 81 }, { "cell_type": "code", "collapsed": false, "input": [ "for i, highs in enumerate(symbol_highs.itervalues()):\n", " cs.fill_table(i + 1, normalize_array(highs))\n", " " ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 136 }, { "cell_type": "code", "collapsed": false, "input": [ "cs.send_score('i 1 0 10 %i %f %f %f 0.5'%(10, 220, 2200, 0.2))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 87 }, { "cell_type": "code", "collapsed": false, "input": [ "score = ''\n", "amp = 0.8/len(symbol_highs)\n", "for i in range(len(symbol_highs)):\n", " score += 'i 1 0 20 %i %f %f %f 0.5\\n'%(i + 1, 55, 6000, amp)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 100 }, { "cell_type": "code", "collapsed": false, "input": [ "cs.send_score(score)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 101 }, { "cell_type": "code", "collapsed": false, "input": [ "len(symbol_highs)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 102, "text": [ "96" ] } ], "prompt_number": 102 }, { "cell_type": "code", "collapsed": false, "input": [ "score = ''\n", "amp = 0.8/len(symbol_highs)\n", "for i in range(32):\n", " score += 'i 1 0 20 %i %f %f %f 0 %f\\n'%(i + 1, 50, 300, amp, i/96.0)\n", " \n", "for i in range(32):\n", " score += 'i 1 0 20 %i %f %f %f 0.5 %f\\n'%(i + 1 + 32, 900, 1200, amp, (i+ 32)/96.0)\n", " \n", "for i in range(32):\n", " score += 'i 1 0 20 %i %f %f %f 1 %f\\n'%(i + 1 + 64, 3000, 6000, amp, (i+64)/96.0)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 134 }, { "cell_type": "code", "collapsed": false, "input": [ "cs.send_score(score)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 139 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Panning, and relative level" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By: Andr\u00e9s Cabrera mantaraya36@gmail.com\n", "\n", "For Course MAT 240F at UCSB\n", "\n", "This ipython notebook is licensed under the CC-BY-NC-SA license: http://creativecommons.org/licenses/by-nc-sa/4.0/\n", "\n", "![http://i.creativecommons.org/l/by-nc-sa/3.0/88x31.png](http://i.creativecommons.org/l/by-nc-sa/3.0/88x31.png)" ] } ], "metadata": {} } ] }