{ "metadata": { "name": "", "signature": "sha256:6cf6f362e53564732317c76699bdcdc0136f024a0009c4c306ae7db39dd3ad15" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "ionize Examples\n", "===============" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import seaborn as sns\n", "import ionize\n", "import numpy\n", "import math\n", "import cProfile" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Response to Acid and base Insults\n", "---------------------------------\n", "Make a buffer. Titrate the buffer with a new ion at a new concentration. Measure the pH of the resulting buffer." ] }, { "cell_type": "code", "collapsed": false, "input": [ "n = 30\n", "pKa_list = numpy.linspace(3, 13, n)\n", "c_insult_list = numpy.linspace(-.2, .2, n)\n", "tris = ionize.load_ion('tris')\n", "chloride = ionize.load_ion('hydrochloric acid')\n", "\n", "buffer = ionize.Solution([tris, chloride], [0.1, 0.05])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "pH = numpy.zeros([n, n])\n", "\n", "for i, pKa in enumerate(pKa_list):\n", " for j, c_insult in enumerate(c_insult_list):\n", " insult = ionize.Ion('insult', [int(math.copysign(1, c_insult))], [pKa], [math.copysign(20e-9, c_insult)])\n", " new_buffer = buffer + ionize.Solution([insult], [abs(c_insult)])\n", " pH[j,i] = new_buffer.pH" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "levels = linspace(2.5, 13.5, 24)\n", "f = contourf(pKa_list, c_insult_list, pH, cmap=plt.get_cmap('bwr'), levels=levels)\n", "contour(pKa_list, c_insult_list, pH, colors='k', levels=levels)\n", "colorbar(f)\n", "xlabel('insult pKa')\n", "ylabel('input concentration (M) * z')\n", "title('pH after ion insult')\n", "show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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v2GCJvYkFBTjtdhZt3apkJyk2lqLMTJbt20e9Qlh8Rm4uAO8rVrdfOnAgXmCh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\nXuBXhRAvCCF+Of/a6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"text": [ "" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Blood Composition\n", "-----------------\n", "Calculate the properties of human blood." ] }, { "cell_type": "code", "collapsed": false, "input": [ "carbonic = ionize.load_ion('carbonic acid')\n", "calcium = ionize.load_ion('calcium')\n", "magnesium = ionize.load_ion('magnesium')\n", "phosphorus = ionize.load_ion('phosphoric acid')\n", "potassium = ionize.load_ion('potassium')\n", "sodium = ionize.load_ion('sodium')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "ions = [carbonic, calcium, chloride, magnesium, phosphorus, potassium, sodium]\n", "concentrations = [0.030, 0.0045/2, 0.106, 0.0015/2, 0.0023, 0.0035, 0.132]\n", "blood = ionize.Solution(ions, concentrations, T=37)\n", "print blood\n", "print 'Conductivity:', blood.conductivity(), 'S/m'" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Solution object -- pH = 7.43012889325, I = 0.147749519112 M\n", "Conductivity: 1.45119763853 S/m\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "ionize/Ion/correct_pKa.py:20: UserWarning: No data available to correct pKa for temperature.\n", " warnings.warn('No data available to correct pKa for temperature.')\n" ] } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Titration Purmutations\n", "--------------------\n", "Iterate over the ionize database. Titrate every ion with every other ion to attempt to make a buffer. Plot the pH of every buffer pair. " ] }, { "cell_type": "code", "collapsed": false, "input": [ "def find_buffer(n):\n", " database = ionize.get_db()\n", " print len(database.keys()), 'ions in database.'\n", " pH = []\n", " capacity = []\n", " c1 = 0.1\n", " c2 = 0.05\n", "\n", " for ion_name_1 in database.keys()[0:n]:\n", " ion_1 = ionize.load_ion(ion_name_1)\n", " for ion_name_2 in database.keys()[0:n]:\n", " ion_2 = ionize.load_ion(ion_name_2)\n", " sol = ionize.Solution([ion_1, ion_2], [c1, c2])\n", " pH.append(sol.pH)\n", " capacity.append(sol.buffering_capacity())\n", " database.close()\n", " return capacity, pH" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ " capacity, pH = find_buffer(580)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "508 ions in database.\n" ] } ], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "# n = 10\n", "# cProfile.run('capacity, pH = find_buffer(n)')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(capacity, pH, '.k', alpha=0.2, markersize=3)\n", "xlabel('buffering capacity (M)')\n", "ylabel('pH')\n", "xscale('log')\n", "show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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f34Pb3Ra0UMnOzubYsWNAoBHNXXfdxb59zcp+t9uNyRSnye2Xwv3sQQp0iWSM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08Maumc0tzw0QW+JEuvN4gIglarFYHAFNsw8uA9JOkc0/17550TCIVmUFdXzwnnaKBUKgEkVhaU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\nr4r2jxcUFLBo0aIGz0lLS2PYsFzS0tLZunUrQ4YMoaKiIvp43z333MWQI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