{ "metadata": { "name": "", "signature": "sha256:249152c33142da7609b72ef9ef25ea4102d0f024298e889ab7885920093b7030" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "import numpy as np" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "#find the best fit to a given interval in a specified temperament\n", "def best_i4t(target_interval, temperament, repeat=1200, verbose=False):\n", " \"\"\" find the best approximation for a given temperament (numpy)\n", " \"\"\"\n", " \n", " # compute intervals in the given temperament\n", " temperament_intervals = float(repeat)/temperament * np.arange(temperament+1)\n", "\n", " # computer errors from target_interval\n", " errors = abs(target_interval - temperament_intervals)\n", "\n", " # find the interval that minimizes error\n", " best_temperament_interval, best_error = np.argmin(errors), np.amin(errors)\n", " \n", " # print if verbose flag\n", " if verbose:\n", " print '\\ntarget interval: {0}'.format(target_interval)\n", " print 'equal temperament: {0}'.format(temperament)\n", " print 'temperament intervals: {0}'.format(temperament_intervals)\n", " print 'errors: {0}'.format(errors)\n", " print 'best fit interval: {0}, error: {1}'.format(best_temperament_interval, best_error)\n", " \n", " # return them\n", " return best_temperament_interval, best_error\n", "\n", "# target_interval = 969\n", "# temperament = 8\n", "# best_i4t(target_interval, temperament, verbose=False)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "best_i4t(702, 31)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 5, "text": [ "(18, 5.2258064516129252)" ] } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "# params\n", "# use this for the other tests\n", "target_intervals = [386, 702, 969]\n", "temperaments = range(6,32)\n", "\n", "# temperaments = [5, 7, 9, 12, 22, 24, 31, 53]\n", "optimize_key = np.mean\n", "# optimize_key = np.std\n", "repeat = 1200\n", "verbose = True\n", "figsize = (12,6)\n", "\n", "# calculations: for each temperament, finds the best fit interval for each target interval \n", "a = [[best_i4t(target_interval, temp, repeat=repeat) \n", " for target_interval in target_intervals]\n", " for temp in temperaments] \n", "\n", "# convert to np for easy indexing [temperament, interval, error (best interval, best error)]\n", "a = np.array(a)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "# -> signed distance" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 39 }, { "cell_type": "code", "collapsed": false, "input": [ "# take some statistical measures\n", "optimization_functions = [np.amin, np.amax, np.ptp, np.median, np.mean, np.std, np.var]\n", "stats = map(lambda f: f(a, axis=1)[:,1], optimization_functions)\n", "\n", "# temperament that minimizes error is best fit\n", "best_temperament_index = np.argmin(optimize_key(a, axis=1)[:,1])\n", "best_temperament = temperaments[best_temperament_index]\n", "\n", "# and the temperament's error is \n", "best_error = np.amin(optimize_key(a, axis=1)[:,1])\n", "\n", "# print best temperament\n", "print 'opimize on: {0}'.format(optimize_key.__name__)\n", "print 'best temperament: {0}'.format(best_temperament)\n", "print '{0} error: {1}'.format(optimize_key.__name__, best_error)\n", "\n", "# show it's errors\n", "# plot it's errors something\n", "# best_temperament, best_error, a[best_temperament_index]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "opimize on: mean\n", "best temperament: 31\n", "mean error: 2.52688172043\n" ] } ], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "# print table of errors\n", "print '\\nERRORS\\n'\n", "\n", "# first print target intervals\n", "print 'temp\\t',\n", "for target_interval in target_intervals:\n", " print 'd({0})\\t'.format(target_interval),\n", "print '\\n' + '--------'*(len(target_intervals)+1)\n", "\n", "# then print errors\n", "for i,temperament in enumerate(temperaments):\n", " print '{0} :'.format(temperament),\n", " for j in range(len(target_intervals)):\n", " print '\\t{0:.2f}'.format(a[i,j,1]),\n", " print\n", "print" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", "ERRORS\n", "\n", "temp\td(386)\td(702)\td(969)\t\n", "--------------------------------\n", "6 : \t14.00 \t98.00 \t31.00\n", "7 : \t43.14 \t16.29 \t59.57\n", "8 : \t64.00 \t48.00 \t69.00\n", "9 : \t14.00 \t35.33 \t35.67\n", "10 : \t26.00 \t18.00 \t9.00\n", "11 : \t50.36 \t47.45 \t12.82\n", "12 : \t14.00 \t2.00 \t31.00\n", "13 : \t16.77 \t36.46 \t45.92\n", "14 : \t42.57 \t16.29 \t26.14\n", "15 : \t14.00 \t18.00 \t9.00\n", "16 : \t11.00 \t27.00 \t6.00\n", "17 : \t33.06 \t3.88 \t19.24\n", "18 : \t14.00 \t31.33 \t31.00\n", "19 : \t7.05 \t7.26 \t21.63\n", "20 : \t26.00 \t18.00 \t9.00\n", "21 : \t14.00 \t16.29 \t2.43\n", "22 : \t4.18 \t7.09 \t12.82\n", "23 : \t20.78 \t23.74 \t22.30\n", "24 : \t14.00 \t2.00 \t19.00\n", "25 : \t2.00 \t18.00 \t9.00\n", "26 : \t16.77 \t9.69 \t0.23\n", "27 : \t14.00 \t9.11 \t8.78\n", "28 : \t0.29 \t16.29 \t16.71\n", "29 : \t13.59 \t1.45 \t17.28\n", "30 : \t14.00 \t18.00 \t9.00\n", "31 : \t1.10 \t5.23 \t1.26\n", "\n" ] } ], "prompt_number": 14 }, { "cell_type": "code", "collapsed": false, "input": [ "# plot error vs target interval for each temperament\n", "fig = plt.figure(figsize=figsize)\n", "plt.plot(a[:,:,1].transpose());\n", "plt.xlim([len(target_intervals)*-0.1, len(target_intervals)-1+len(target_intervals)*0.1])\n", "fig.axes[0].set_xticks(range(len(target_intervals)))\n", "fig.axes[0].set_xticklabels(target_intervals)\n", "plt.xlabel('target interval')\n", "plt.ylabel('error')\n", "plt.title('error vs target interval for each temperament')\n", "plt.legend(temperaments)\n", "print\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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CDDYC7e/vj99//13nsnnz5qFjx464ceMG2rdvj3nz5gEArly5gs2bN+PKlSv4/fffMXr0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ZzJdnD6osD5HAFtqYPgKIHIfg5CogT8Qh3UKJpvTbA0I2xbErhqoMBqJdti4ZzJhEUQGOvvz8SA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\nn2TLli383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yOn485fq8/puo4clomdiBE/ESd+MnsokoJjhQP7CjuWUguaqpEeSBM7ESN5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"text": [ "" ] } ], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "# plot error vs temperament for each target interval\n", "fig = plt.figure(figsize=figsize)\n", "plt.plot(a[:,:,1]);\n", "plt.xlim([len(temperaments)*-0.1, len(temperaments)-1+len(temperaments)*0.1])\n", "fig.axes[0].set_xticks(range(len(temperaments)))\n", "fig.axes[0].set_xticklabels(temperaments)\n", "plt.xlabel('temperament')\n", "plt.ylabel('error')\n", "plt.title('error vs temperament for each target interval')\n", "plt.legend(target_intervals + [optimize_key.__name__])\n", "\n", "# fig = plt.figure(figsize=figsize)\n", "plt.plot(stats[4], linestyle='dashed')\n", "# fig.axes[0].set_xticks([t-min(temperaments) for t in temperaments])\n", "# fig.axes[0].set_xticklabels(map(lambda t: str(t), temperaments))\n", "print\n", "plt.show()\n", "\n", "# # print table of statistical measures\n", "# print 'STATISTICS\\n'\n", "\n", "# # first print stat titles\n", "# print 'temp\\t',\n", "# for optimization_function in optimization_functions:\n", "# print '{0}\\t'.format(optimization_function.__name__),\n", "# print '\\n' + '--------'*(len(optimization_functions)+1)\n", "\n", "# # then print stats\n", "# for j,temperament in enumerate(temperaments):\n", "# print '{0} :'.format(temperament),\n", "# for i,interval in enumerate(target_intervals):\n", "# print '\\t{0: .1f}'.format(a[j, i, 1]),\n", "# print\n" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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D2dkZEydORFZWFjw9PQEAnp6eyMrK6uymmSyWcBARERGZjk4P0BcvXsRHH32E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4pMxuTLxgRHEBET0Nnba/xjUSuUlrK/oAZoSw/FHKJhW4apbV++nHVE/f2ZNlx1sv+dw+88WZq2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\ns88yfunwC9beWZsnrlhGsSUPK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"text": [ "" ] } ], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "# print table of statistical measures\n", "print 'STATISTICS\\n'\n", "\n", "# first print stat titles\n", "print 'temp\\t',\n", "for optimization_function in optimization_functions:\n", " print '{0}\\t'.format(optimization_function.__name__),\n", "print '\\n' + '--------'*(len(optimization_functions)+1)\n", "\n", "# then print stats\n", "for i,temperament in enumerate(temperaments):\n", " print '{0} :'.format(temperament),\n", " for stat in stats:\n", " print '\\t{0:.2f}'.format(stat[i]),\n", " print" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "STATISTICS\n", "\n", "temp\tamin\tamax\tptp\tmedian\tmean\tstd\tvar\t\n", "----------------------------------------------------------------\n", "6 : \t14.00 \t98.00 \t84.00 \t31.00 \t47.67 \t36.26 \t1314.89\n", "7 : \t16.29 \t59.57 \t43.29 \t43.14 \t39.67 \t17.84 \t318.32\n", "8 : \t48.00 \t69.00 \t21.00 \t64.00 \t60.33 \t8.96 \t80.22\n", "9 : \t14.00 \t35.67 \t21.67 \t35.33 \t28.33 \t10.14 \t102.74\n", "10 : \t9.00 \t26.00 \t17.00 \t18.00 \t17.67 \t6.94 \t48.22\n", "11 : \t12.82 \t50.36 \t37.55 \t47.45 \t36.88 \t17.05 \t290.87\n", "12 : \t2.00 \t31.00 \t29.00 \t14.00 \t15.67 \t11.90 \t141.56\n", "13 : \t16.77 \t45.92 \t29.15 \t36.46 \t33.05 \t12.14 \t147.47\n", "14 : \t16.29 \t42.57 \t26.29 \t26.14 \t28.33 \t10.84 \t117.56\n", "15 : \t9.00 \t18.00 \t9.00 \t14.00 \t13.67 \t3.68 \t13.56\n", "16 : \t6.00 \t27.00 \t21.00 \t11.00 \t14.67 \t8.96 \t80.22\n", "17 : \t3.88 \t33.06 \t29.18 \t19.24 \t18.73 \t11.92 \t142.01\n", "18 : \t14.00 \t31.33 \t17.33 \t31.00 \t25.44 \t8.09 \t65.51\n", "19 : \t7.05 \t21.63 \t14.58 \t7.26 \t11.98 \t6.82 \t46.56\n", "20 : \t9.00 \t26.00 \t17.00 \t18.00 \t17.67 \t6.94 \t48.22\n", "21 : \t2.43 \t16.29 \t13.86 \t14.00 \t10.90 \t6.07 \t36.79\n", "22 : \t4.18 \t12.82 \t8.64 \t7.09 \t8.03 \t3.59 \t12.87\n", "23 : \t20.78 \t23.74 \t2.96 \t22.30 \t22.28 \t1.21 \t1.46\n", "24 : \t2.00 \t19.00 \t17.00 \t14.00 \t11.67 \t7.13 \t50.89\n", "25 : \t2.00 \t18.00 \t16.00 \t9.00 \t9.67 \t6.55 \t42.89\n", "26 : \t0.23 \t16.77 \t16.54 \t9.69 \t8.90 \t6.78 \t45.90\n", "27 : \t8.78 \t14.00 \t5.22 \t9.11 \t10.63 \t2.39 \t5.70\n", "28 : \t0.29 \t16.71 \t16.43 \t16.29 \t11.10 \t7.65 \t58.45\n", "29 : \t1.45 \t17.28 \t15.83 \t13.59 \t10.77 \t6.76 \t45.72\n", "30 : \t9.00 \t18.00 \t9.00 \t14.00 \t13.67 \t3.68 \t13.56\n", "31 : \t1.10 \t5.23 \t4.13 \t1.26 \t2.53 \t1.91 \t3.65\n" ] } ], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "# plot statistical measures\n", "fig = plt.figure(figsize=figsize)\n", "plt.plot([stat/np.amax(stat) for stat in stats]);\n", "# plt.plot(stats[4]/np.amax(stats[4]));\n", "plt.xlim([len(optimization_functions)*-0.1, len(optimization_functions)-1+len(optimization_functions)*0.1])\n", "fig.axes[0].set_xticks(range(len(optimization_functions)))\n", "fig.axes[0].set_xticklabels(map(lambda f: f.__name__, optimization_functions))\n", "fig.axes[0].set_yscale('log')\n", "plt.xlabel('statistical measure')\n", "plt.ylabel('relative error')\n", "plt.title('statistical measures for each temperament')\n", "plt.legend(temperaments)\n", "print\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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/jTeATz6hBx6D0cZ0du31yiuvYOfOndi+fTuEQiHuu+8+jB07Fq+++mqTt8EE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bWaawIBrjzjDDK+av9aRYl8XgeweovOTuSODtROJ764OLps8eyKNdERq8cXb8Abr8NtVeizhGgx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\n46dOhWP9+jAsaTGiYqBfVR+3P7+N0cdHY9bFWdg7di+0tXTQq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DH/cY/jNNpoROeIF2ll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\nlGbMmKHBgweXq1ymzavFzhSckZ+Pn6snOj8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lZGTI19dXkyZNsqxum6mp/wxR3VhPHgAA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\n", "text": [ "" ] } ], "prompt_number": 19 }, { "cell_type": "markdown", "metadata": {}, "source": [ "

don't do anything more from this point on.

" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig = plt.figure(figsize=figsize)\n", "plt.plot(stats[4])\n", "fig.axes[0].set_xticks([t-min(temperaments) for t in temperaments])\n", "fig.axes[0].set_xticklabels(map(lambda t: str(t), temperaments))\n", "\n", "# fig.axes[0].set_xticks(range(len(optimization_functions)))\n", "# fig.axes[0].set_xticklabels(map(lambda f: f.__name__, optimization_functions))\n", "# fig.axes[0].set_yscale('log')\n", "# plt.xlabel('statistical measure')\n", "# plt.ylabel('relative error')\n", "# plt.title('statistical measures for each temperament')\n", "# plt.legend(temperaments)\n", "# print\n", "# plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 20, "text": [ "[,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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KXy8UwJIUHW3GwOXkuJ0JAAAAJI8VwZKUnFz10+S81AohSTVqSLGxHJ8MAADgFZ4rgu04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\nonnz5srMzFSzZs3K/NyUYl9dQkKCEhI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"text": [ "" ] } ], "prompt_number": 20 }, { "cell_type": "code", "collapsed": false, "input": [ "# reshape to by temperament for future sorting\n", "b = np.array(stats)\n", "b = b.transpose() # [temperament, stat measure]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 28 }, { "cell_type": "code", "collapsed": false, "input": [ "# notes:\n", "# some of these measure are redundant\n", "# best is temp that minimizes the most? with weighting.\n", "\n", "# trade off between fit and multiplicity -- largest number is always best\n", "# weights on intervals\n", "# weights on statistical functions\n", "\n", "# inversions weight!\n", "# make more user friendly access by naming types" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 29 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }