{ "metadata": { "name": "initial spike evidence" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "import serial, time, subprocess\n", "\n", "def _read(obj, samples, electrodes):\n", " data = [[]] * electrodes\n", " done = [False]*electrodes\n", " while (False in done):\n", " #line format is :\n", " line = obj.readline().rstrip()\n", " if type(line) == bytes:\n", " line = line.decode(\"ascii\")\n", " try:\n", " number, value = [int(field) for field in line.split(\":\")]\n", " except ValueError:\n", " #discard the line if we don't get two ints\n", " pass\n", " else:\n", " if (not done[number]):\n", " data[number].append(value)\n", " for d in data:\n", " #done when length is bigger or equal to number of samples\n", " done[number] |= (len(d) >= samples)\n", " return data\n", "\n", "def read_serial(samples, electrodes):\n", " s = serial.Serial(port=\"/dev/ttyACM0\")\n", " data = _read(s, samples, electrodes)\n", " s.close()\n", " return data\n", "\n", "def read_screenlog(samples, electrodes):\n", " subprocess.call([\"screen\", \"-dm\", \"-L\", \"/dev/ttyACM0\"])\n", " time.sleep(1)\n", " f = open(\"screenlog.0\", \"r\")\n", " data = _read(f, samples, electrodes)\n", " subprocess.call([\"killall\", \"screen\"])\n", " subprocess.call([\"rm\", \"screenlog.0\"])\n", " return data" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 32 }, { "cell_type": "code", "collapsed": false, "input": [ "def plot_serial():\n", " data_1 = read_serial(samples=1000, electrodes=1)[0]\n", " plot(data_1, color=\"blue\")\n", " data_2 = read_serial(samples=1000, electrodes=1)[0]\n", " plot(data_2, color=\"green\")\n", "\n", "plot_serial()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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6UgofaVKIu48swGEoeSVtwFXALVMpBA8MQwXwyvB4CyzL0grCsujY+X6V2DE4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} ], "prompt_number": 36 }, { "cell_type": "code", "collapsed": false, "input": [ "plot_serial()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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tP0jnVPhJV1NtIu24LBYbRF7ZSZupVQqNBthGTUidV28+ip8rVWdbI4VGZovu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} ], "prompt_number": 35 }, { "cell_type": "code", "collapsed": false, "input": [ "plot_serial()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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5AAIpSVGSAdN+IYQSQIX34nEu2zVQDGDLFoG1mwYM/UESrtrTD6qRArf95ZaI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\ngr+fNeQs3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} ], "prompt_number": 37 }, { "cell_type": "code", "collapsed": false, "input": [ "def plot_screenlog():\n", " data_1 = read_screenlog(samples=1000, electrodes=1)[0]\n", " plot(data_1, color=\"blue\")\n", " data_2 = read_screenlog(samples=1000, electrodes=1)[0]\n", " plot(data_2, color=\"green\")\n", " \n", "plot_screenlog()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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Nbo7nRG02zFc2OB3O/MM1E4ceKgapZPkWizBqlOgTXSmFUBWHYagAFaU1ld8k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} ], "prompt_number": 38 }, { "cell_type": "code", "collapsed": false, "input": [ "plot_screenlog()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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PnPu0kjxvrWBUFFQzyfKsMBZC/a76JcuGvgCw+87uZ39sKKMQChMuGzfNjMJgCdYyT6FV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\n+nqsrq6ira0NLS0tqKurw+joq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} ], "prompt_number": 39 }, { "cell_type": "code", "collapsed": false, "input": [ "plot_screenlog()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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4r7PhoQtY8OLj5py/PK3e4phxiurXrFHLPIJKquGQq1m353Vw6A/ZsPcsLrss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} ], "prompt_number": 40 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }