{ "metadata": { "name": "", "signature": "sha256:5494fa4ef38a8521bbc0d01e477be7b7fcaf69c0f43e28f396215beaaa90ecba" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "##Illustration du passage de variables de Octave \u00e0 R puis de R \u00e0 Python\n", "M.Laloux septembre 2014\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Proc\u00e9dure: \n", "1. cr\u00e9ation de la feuille sur mon ordinateur;\n", "2. utilisation de [Octave (clone de Matlab)](http://www.gnu.org/software/octave/) avec l'extension [octavemagic](http://ipython.org/ipython-doc/2/config/extensions/octavemagic.html);\n", "3. d\u00e9finition et trac\u00e9 de la fonction dans Octave;\n", "4. utilisation de [R](http://www.r-project.org/) avec l'extension [rmagic](http://ipython.org/ipython-doc/2/config/extensions/rmagic.html?highlight=rmagic);\n", "5. trac\u00e9 de la fonction dans R;\n", "6. trac\u00e9 de la fonction dans Python;\n", "7. cr\u00e9ation d'un [gist](https://gist.github.com/) avec le fichier local r\u00e9sultant: [Octave_R_Python.ipynb](https://gist.github.com/mlaloux/647b733e68070373a860);\n", "8. utilisation du service [IPython Notebook viewer ou NBviewer](http://nbviewer.ipython.org/) pour afficher cette feuille. \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###Chargement de l'extension Octave magic" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%load_ext oct2py.ipython" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "###D\u00e9finition et trac\u00e9 d'une fonction 3D dans [Octave](http://www.gnu.org/software/octave/) \n", "\n", "###$$\\sin(x - 0.5)^2 + cos(y - 0.5)^2$$\n", "\n" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%%octave -s 1400,467 -f png\n", "\n", "subplot(121);\n", "[x, y] = meshgrid(0:0.1:3);\n", "r = sin(x - 0.5).^2 + cos(y - 0.5).^2;\n", "surf(x, y, r);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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oWPF1zsHEvYhZY/CrKCM/wHEXnC5UbYD4KZjznGvOc66OHeQ/Pq4XrbJqQxy/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77dG12l9ndAboZ1kg7TwydGLB5p3eB30CDceen37mzntLii8UDXFwS3f+yOO+Lyz0IHUlPvrm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\n" } ], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Transfert des variables Octave \u00e0 des variables Python" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%octave_pull x y r" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "###Chargement de l'extension R magic" ] }, { "cell_type": "code", "collapsed": false, "input": [ "load_ext rpy2.ipython" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "###Transfert des variables Python \u00e0 des variables R\n", "" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%Rpush x y r " ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "###Trac\u00e9 de la fonction avec le package [plot3D](http://cran.r-project.org/web/packages/plot3D/index.html)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%%R\n", "library(plot3D)\n", "surf3D(x = x,\n", " y = y,\n", " z = r ,\n", " colkey=FALSE,\n", " bty=\"b2\",\n", " main=\"fonction d\u00e9finie dans Octave et trac\u00e9e avec R\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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1+W7WCLz11lvy29/+1gwfwlz6ta99zRBGz549y75vCLiQ6SMLKShMMveWV6wP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VAL72\nigsYAyzVPApsGQWK1RbG0g/49Vs6cOCAmZqaMtrYd+jUjUAHgE/d2K5by8p/u2vXLt8fL65R3Zeo\nWm4Dj5e+hr+vzI9cCuxGt7iXVo8nEbEtshQVAL7GWqtFuF40qZhY0UusDnnaOIYu9xCC5gNYax6D\niz3OdfG0Jzg+zC7/Uf7ps9sXl+3wuRc9oduTTWyd4xmjBeHVCcRui3A6CncpWsGiuqt33vwmljWv\nCUmkS89/hqnM5Hx3IiTNZinE7S1GrM8L4hBjGKdSiOvzO+D8SdFeJQJUZaS1CytjNxxlqg1O1mna\nh4SBCG7dLdNwDJYN1HykBCvnYGxVjdpY8HITrbxQuF+IZrCI3iTAdYhnTrkbELhiYUSK1/i/X/G8\nWkFpdNkx8b7zbPA2eCQGdFI+bWRXoqAaLm3y50H4pVQA7qgvpNeXZrOWZYYoc/BGtym/v24AC3vT\ngnCWNIPR3G9QUtzxQ/5cdb+obSX4nK5x19MOB+qWmJbIuAaeE2xKwjTD25YLniWJ2V3SmE+xYVkl\n2jpW3r16qgN5FrikjcP3alnIFP1KKT07dGpHoAPAp3Z81631dnyCn/rUpz7uoBw/JunBoi+6be6y\nggyIG3VpFnCU0YlIFqdlx7XCLafjklxCKgGSaWFYYPE4DOgqOtAC3IlyCoUX1DK9GaBdSxK1rfCf\nlr4JLEtPVPeahfJOjupoJsvZ3YCwaBo+uotFVsY9Wsi6hhTgoWI+x3p8zTFjHoFjLH3hY8Z89psm\ngdxTa534a9dwaQVxadj4SYZE2Zh0R2W4vVKIe6TJBuoJAXzDTQZnDL3wVsBucBAwbECuhpJNJz3i\nNPlOPQBZLcBUU5moCxWskQeHPbMdK+s4YyvV8zcNLcC9CPNZVC7EEKnNxRB45xijVdEv70NlJJLu\nmSmaT7zsuQiIp7m/ha/Ty9ZO3t11zlZW8ZJ+uDTAS4sK8ylra6IAACAASURBVDgEEEa512hYC2zn\nLDFszKJtzJ5gOVSQD5uwwJaxn1V2aUerF9Kn+KVzic1iANZ7bLWGz1lmreazSEFEXNG2rsnNb6F2\nPzgvs1loBFhF/nIpyJBct7k4AYBbSYMtt0iyEhurXIkd5ppfl/m8+aJfXMkXOrGf7cidus/4WXTq\nntlp+XGMgBIvKPNRq4Abr371q3098GMVQysg+73m71r2apEdvcWDBYBzJiS6kxtHqSaea2oIdKvC\n3U3D4YqbVXAA7bYtxbkmdcGfyLa1keTkhAU2K7YWlKMs0iP0hdhMfv/ka6yIwCIZ8QSC7O2mwMI5\nNnrcv36UhecXfgLY3nITJslcqolYlxv3GEZRr8K0KLVgxMKlcnEGSbaNNABWaZSG2lsNn/3oZ7c3\nXFn7BLxepQ0R/V69GTrQAjDO8xwGM1SifhqhMajf5ChIW9g8OFn2SGEp9lQd/0wVfNVmA68zs/cR\nopv97/8BzFaBuCKv57D/jGDudfO2edfeMLNikPcLsqM7UNjJFbjSfJUtW4kXhMg65d+P3g0l/LlS\n5x71AOUcFsjJenrFmZv+w50/xUoXUakUynK3c7V+6IKnMhsJbMM07U+6+tWpEBc8I+43RMfN+OqV\nBb5bFuAO04QTDWuC7xEmbQqmFPISOlK9INh1hgod5Rd1fO64+eEPf2he9KIXhe52Ttd7BDoAvN4j\neorak5XzxRdfbO68887YJ1gxtELHPRb6ivkrduKBPimunrhc5TpVvqJJh3twy+c9DFua118Wt25E\nzNtZNLpZAiyM12tqYRDPIQ41TIoHHL4+SA/SzpKeZQMh85xluKYq4sQhYD7gZ2VLpFhbAvt9Jo+x\nUEqyTuijf3gxnC/Pq8Xt8LlfR1q5TLhFxV92KQOIh/Wj9n4ZcF1LX9vdJjD2IuLuIq/hdoF9GzQq\nQy19RUug3Vjz+mvvNnyOE6cSg3KjZ65FEpMnY0TNqitdsRVFK/HDLnTSF7AzuAzR9i4+d+IDvZ3n\nbOF4BI471xdMFobVDy7i9+CIMbd84GNmx6MPA3EH+VoK0bLVn5+K+iyVR5arkpkoYGNPgheoivwr\ne8zSFGDM9QX8vWaZC1nqyh3JUpXNnxsYw17Xp+bhPHO8CEDHUZawmSKB9GIEuC6HONMJwNLllueY\nozbCl32GuOBszZVIZef8L2TvBp/Sfa/UyhwPAbYtyf7F/wVN0S8bJczes59yk9IzZlqEO/un2Q8Y\neVYoK1uHTu0IdAD41I7vurbejjW00hg+ltjQK/zcD+D1K/ehvDiKFqQf+NGapXFUMSVSyNtkr7UC\n85RXZCGJmCUm7KotIuH6yrUa5R8sHfRm6rmkhXKbdISOjDYDKCcpNw/voxjTii5t4byPb1igzoq3\njeQVnvnZuz5m9vzoQeOJQao1vVSX3rE8oRtFcn0OwLYXf13FOt7PotjH+S6srPbDCsqPdzcAswUA\n6wdYlaSgFSnJgbV8blXOd4WtSdV7cAMaW8MKWo9NKcZjiIRLg853Ct32T3cQW9PPJMmZtAQZBY1e\ng8qSBscUU1/24MN1CeO1j3HagGy3m/J+uEo+iWdikox5F8d9eh4W4LwoA+MqvUQAwuyPvImq+ac3\n/AZvtJ/LvQBdybcUUJQqSzLIk+ORYLOBOGVLsdpHAeUCcpAFgC8PsFoXoYY6qye9PjgvMJPEe4ep\nUIHDJtGDpVnKZVF1WCqwLRSYuiQx8KRj7RzW1dqyU7WAHLNsO0LfyBbBNkIhLxsNp1ZvcqB6Cuxx\nnO8aR3I5OmIujrvtXz8ydsyPQ9+yUOfmuoxAB4DXZRhPTyMKCSfn+MVFaa2iSSkK5Y5ULLosUXRZ\nXf2yeRd/g5/8Aj9uC1pRNSYRIUv81apMOUVkIvxwVEYxbmdYlFwqsIQkfXtj92pwLLelvtDqrnYk\nbhsAuv1AC3Az2sEr/tGu6lRDI5tYesQD6NsssNxuoK0E4F/k2ibMYrQqTye7zV++85W+ztFfv7mq\nkbKi4QHW0wEYpr45uFCAMAFAw1j5rSqpvE96ANdTvIYBrm2l3UuI8rSzxf4l0+YvrRcrZJcG6cNI\ni8AZwxhRNdao1+6hbzCdkTTMBqJ7PnjvtkAacGy8Yu80flaVVDhEO+jHxV7C9LJLW4kAcnVDOnKX\n/HGFa04w3t527vPp76kwbs/MFsx7fu/3/OLnACvK61OnCm9VG6zQTKTzCdxupKcNUxGOuMjmT3Oo\nEjFiwTyrD9YCc7ToiHF1f9lz5Oa1B8wgObK646UQ92v7oI2rrBcW6LVrOGXv61NmZcuUmWGex5EU\nKwoM0oqOwf0qDlgc6Xs8tEYbR28/bF7xilfENdG5vo4j0PxLWsfGO02t7wgoVd4Tn/hE3yUpruXd\nu3ebvr4+c88998QVWb2uZG+HzHdXzyUelo9kFM37HIT8fsXHxu+wtbYtIYo+hJFUnKVo2ODKfZ54\nnAqL2hKwJk5WYkRxMIssXSngVBreea7p3oSHwxLAp/IlH5jL2FILhAMqslwp6lCFjYCiKXWzvL3/\njTeYzAyrvrhfPkQrAl3+SbiYBrQqIaBQmQWBq1avKJKxKR3fsBSIW7fXmSK/dFr3Aey1KK2114J8\nrbAgYRSucDAi7GQfwJxciutU0MCILJtrbdkPYfxGF89qN4RbvcpduAZ5JAau9AVLxzDtX5pJmjE2\nCqu4t4BZXUQz5M8whdBmwpsGdMELj/4gPTYVppYMsti9mX13HzFv+Mx72bDp7aZ5/0k+sRTnxS35\n71vy8GFmhbjVHpOuksIhRpmdRkcge31t3BTZqgrYNRJ+7KGRUjCPIhtOUYk5Vln9gvWagR/ubtrt\nok91Dr1eIjjSZnSq1e+GYscJKhM2nHLbwZ/APBIjfrblHibsZJYRiqNZuGi5esWRh9/esb89ZhRj\nvkOnfgQ6AHzqx3hdn9CONfR1111nPv/5z6/53C+bP28qI4vnQmhxEvS5nOwyysBcRajSTOJO+fmy\nCNTDADaXqrKU1jljrbcFX6CoIAs9LJQrLGVYuzYhngJyOMgBkJRSS0TVkm5QAsnN4Ncwy4vqBjRE\nID4tvNpYXHb/980Tv/ZNHyhk+OMT6+sgYCzgFdjJj7caAkGVy9bA2q/j/BG4EcZ6lUiLbMaWASUA\nc3MNbLriGZLVejrojmFX1a8x2pWo26W+fBha3bvBcYIg1hucLBCqsT3Nzz6manKB+E9wx2tRcoWc\nRYiwx9kAJUP9UO3l7ggE5roSMbjDIUwrIdK3lJgEhPerAf5hpvvz/3CHGTh+mHcoTW6ReVN3QZIu\nVfrgFeashMZFBr8LIyllD3Ypo5opyTnqJEuAKnNF80RgrFkfRQsAq8TRi3EDRiWJuWdIGNKKZtg4\nxomfbb0HMVAUkMfRDOA6wUYgjlbYLEh7MeeIvMNlJ/2wlIoUtjV8yz/P3J82T7j0ysh7nYvrPwKN\nM3X92++0uM4jIA5Y2ZHkJB9HEkPLjaDkJ2+NLrUAi3EE2+coWkAQbAFM96dZGBpWbNbLJbjPsMGV\n6kzAg4oLKRFEAd6Nf9EkjXCKhS/PgqLIRoHIzy6SVbjVPMuou1QH7SSBWXmHrhJ98Xx+OEhXp8AC\nS7Q9xEJGLCWAvIrg/PsUr5hb3/kCk5iGz5GekSaq4/wD1FzGpgIg1+EgeMoSxlsx67OpDvkax9Xu\n2IME6/lWnnPxKBmE7NeyNyM+0+JwxZXHkPq4GSWqxcYRQNXnFGPKu5fT82WkIsFPfRccrkA5jvTd\ne3h18SWCwBkXYVEmi+TwWNl2U8sYDUWIqqUPLgw0LjvJGd5JjXnU96xK1rorcIvy4IT/5L//T7ZW\nRZ4lVHZnpvhezRU54dAAnSkw8OJKU/wnN7Qk/ykXbxRleamFqvyA65vBqHJTzP9SNR4Y83CcB5hx\n2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ojqBagbr6tQgTmfYtdm3bSz/D6s73OR4qUyqQ+TbBgcymL8JOgW5GfYAKQj5rj0w/q2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} ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "###Transfert des variables R \u00e0 des variables Python\n", "\n", "" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%Rpull x y r " ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "from mpl_toolkits.mplot3d.axes3d import *\n", "import matplotlib.pyplot as plt\n", "from matplotlib import cm" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "###Trac\u00e9 de la fonction avec le module [matplotlib](http://matplotlib.org/)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig = plt.figure()\n", "ax = Axes3D(fig)\n", "ax.plot_surface(x, y, r, rstride=1, cstride=1, cmap=cm.jet,linewidth=1, antialiased=True)\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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CciVFIq/hKYie19LN0i3UBxaXy5Vr7tJgsm6ChWA+JwkJCbds8QUrmvAFEF+Cp04wnoKX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