{ "metadata": { "name": "", "signature": "sha256:c06031f778ba09d54346fe3804d3c20f2df6d9db697ae0fc92aa34155ea49807" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "cochlea: *inner ear models in Python*" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "from __future__ import division, print_function, absolute_import\n", "\n", "import numpy as np\n", "import scipy.signal as dsp\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "import cochlea\n", "import cochlea.stats\n", "import thorns as th\n", "import thorns.waves as wv" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Generate a Tone" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fs = 100e3\n", "cf = 1000\n", "tone = wv.ramped_tone(\n", " fs=fs,\n", " freq=1000,\n", " duration=0.1,\n", " dbspl=50\n", ")\n", "\n", "wv.plot_signal(tone, fs)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 3, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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XwG9obq7Z06347Zfk33Ovvc5Ts5/Ul8lkZ+DvQK2jWq77rlxduJVPqHxloSQ2eCRJItJR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\nnDw+Sx3NqSiI5YesjpAbPPP5pKH58zs+Hk+rCN0in0+m5cz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rr70Qr10xD9PHd+Jtt2Y6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\nSZIkSZIkSZIkSZIkSZLa6n9P/48IZKF2ZwAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 3 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Run the model (responses of 200 cat HSR fibers)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "anf_trains = cochlea.run_zilany2014(\n", " tone,\n", " fs,\n", " anf_num=(200,0,0),\n", " cf=cf,\n", " seed=0,\n", " species='cat'\n", ")" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "th.plot_raster(anf_trains)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 5, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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umM1mlMEo114+TMj4mRbtprzm8bBlCL6rMaFLly5R9x2uY8pNeaplCtPskMmM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HAAAG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\niIiIiIiIiIiIiIiIiIiIiIiIiJTVIxCoKGwOn1fBAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Chirp" ] }, { "cell_type": "code", "collapsed": false, "input": [ "t = np.arange(0, 0.05, 1/fs)\n", "chirp = dsp.chirp(t, 80, t[-1], 8000)\n", "chirp = cochlea.set_dbspl(chirp, 50)\n", "\n", "wv.plot_signal(chirp, fs)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 6, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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DEITjpOUUxKwpnQDp6mZjIYk5dJUKdHcUjGM6YRgaWUzZQLRfeVQdk6/LnWSvjKX/Bn/B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\n25/hS1nNtPTQr/EcFwTh1KIRBTEIvNd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DAyPMmtzBSKXKfVsOcmy0wq4jg0ztKvH6CyI5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\naFX+Ly97kEcBXar0AAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 6 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Run Human Ear Model (100 frequency channels, 20 LSR fiber per channel)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "anf_trains = cochlea.run_zilany2014(\n", " chirp,\n", " fs,\n", " anf_num=(0,0,50),\n", " cf=(125, 10e3, 100),\n", " seed=0,\n", " species='human'\n", ")" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "th.plot_raster(th.accumulate(anf_trains))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 8, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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uXbsGAAgEAohEIsjlcujq6kJfX59meYIgSuOEY9qXAPwvSDGN/hHA25DUQGb4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\nODhYccA2sw5bRo5ilTqoldv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"text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Rate-Level Function" ] }, { "cell_type": "code", "collapsed": false, "input": [ "rates = cochlea.stats.calc_rate_level(\n", " model=cochlea.run_zilany2014,\n", " cf=1000,\n", " model_pars={'fs': 100e3, 'species': 'human'}\n", ")" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "_run_model [OOOOOOOOOOOOOOOOOOOO] 22/0/0 0:00:00.125618\n" ] } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "rates.plot()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 10, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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uirvzKsrqWftZFsey5Tl8QsP8uebGoQwY0lP8XIUuJXrwLuTJfcBVB89S3Wjh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\nZhs1jWZqmixUN1moabJQ02i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