{ "metadata": { "name": "demo_Mirabellug" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Notebook de d\u00e9monstration pour le Mirabellug" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Le vendredi 7 juin 2012, par F\u00e9lix*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ce document fait un petit tour des capacit\u00e9s du Notebook IPython.\n", "\n", "Vous pouvez ex\u00e9cuter chaque cellule en tapant `Shift-Enter` (`Maj-Entr\u00e9e`), sauf bien s\u00fbr si vous \u00eates en train de visualiser une version statique de ce notebook via nbviewer." ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Commandes bash" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Les commandes bash de bases sont directement appelables dans IPython :" ] }, { "cell_type": "code", "collapsed": false, "input": [ "pwd" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 1, "text": [ "u'/home/felix/github/presentation-ipython-mirabellug/notebooks'" ] } ], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "ls *" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "classes_diametre_avec_eclaircies.csv demo_Mirabellug.ipynb evolution_diametre_sans_eclaircies.csv\r\n", "classes_diametre_sans_eclaircies.csv evolution_diametre_avec_eclaircies.csv \u001b[0m\u001b[01;35mmirabellug.jpeg\u001b[0m\r\n" ] } ], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Leur sortie peut \u00eatre r\u00e9cup\u00e9r\u00e9e dans une liste Python en les faisant pr\u00e9c\u00e9der d'un point d'exclamation :" ] }, { "cell_type": "code", "collapsed": false, "input": [ "files = !ls *" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "files" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 4, "text": [ "['classes_diametre_avec_eclaircies.csv',\n", " 'classes_diametre_sans_eclaircies.csv',\n", " 'demo_Mirabellug.ipynb',\n", " 'evolution_diametre_avec_eclaircies.csv',\n", " 'evolution_diametre_sans_eclaircies.csv',\n", " 'mirabellug.jpeg']" ] } ], "prompt_number": 4 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Acc\u00e8s interactif \u00e0 la documentation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "IPython g\u00e8re l'autocompl\u00e9tion (`Tab`) et permet d'acc\u00e9der interactivement \u00e0 la documentation des m\u00e9thodes, des classes et des modules. Par exemple, importons le module **bisect** :" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import bisect" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "On peut obtenir sa documentation (*docstring*) avec un point d'exclamation :" ] }, { "cell_type": "code", "collapsed": false, "input": [ "bisect?" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Et tout le code du module avec deux points d'exclamation ;" ] }, { "cell_type": "code", "collapsed": false, "input": [ "bisect??" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "M\u00eame chose avec une m\u00e9thode. Dans ce cas, on peut aussi ouvrir une parenth\u00e8se et appuyer sur `Tab` pour faire apparaitre une info-bulle :" ] }, { "cell_type": "code", "collapsed": false, "input": [ "bisect.bisect_right?" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Affichage am\u00e9lior\u00e9 des erreurs d'ex\u00e9cution" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import math\n", "def f(a, b):\n", " return a*math.cos(2*math.pi/b)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "f(1, 2)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 10, "text": [ "-1.0" ] } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "f(1, 0)" ], "language": "python", "metadata": {}, "outputs": [ { "ename": "ZeroDivisionError", "evalue": "float division by zero", "output_type": "pyerr", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mZeroDivisionError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;32m\u001b[0m in \u001b[0;36mf\u001b[0;34m(a, b)\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mmath\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0ma\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mmath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcos\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mmath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpi\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;31mZeroDivisionError\u001b[0m: float division by zero" ] } ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Les sorties d'un morceau d'un morceau de code s'affichent en temps r\u00e9el (un peu hors-sujet dans cette partie, mais je ne savais pas o\u00f9 le caser) :" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import time\n", "for i in range(10):\n", " print i,\n", " time.sleep(0.5)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "0 " ] }, { "output_type": "stream", "stream": "stdout", "text": [ "1 " ] }, { "output_type": "stream", "stream": "stdout", "text": [ "2 " ] }, { "output_type": "stream", "stream": "stdout", "text": [ "3 " ] }, { "output_type": "stream", "stream": "stdout", "text": [ "4 " ] }, { "output_type": "stream", "stream": "stdout", "text": [ "5 " ] }, { "output_type": "stream", "stream": "stdout", "text": [ "6 " ] }, { "output_type": "stream", "stream": "stdout", "text": [ "7 " ] }, { "output_type": "stream", "stream": "stdout", "text": [ "8 " ] }, { "output_type": "stream", "stream": "stdout", "text": [ "9\n" ] } ], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Images et vid\u00e9os" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Le Notebook affiche des images, de l'HTML et m\u00eame des vid\u00e9os." ] }, { "cell_type": "code", "collapsed": false, "input": [ "from IPython.core.display import Image\n", "Image(filename='mirabellug.jpeg') # fichier local" ], "language": "python", "metadata": {}, "outputs": [ { "jpeg": 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"prompt_number": 14, "text": [ "" ] } ], "prompt_number": 14 }, { "cell_type": "code", "collapsed": false, "input": [ "from IPython.display import HTML" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "s = \"\"\"\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
Header 1Header 2
row 1, cell 1row 1, cell 2
row 2, cell 1row 2, cell 2
\"\"\"" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "h = HTML(s)\n", "h" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
Header 1Header 2
row 1, cell 1row 1, cell 2
row 2, cell 1row 2, cell 2
" ], "output_type": "pyout", "prompt_number": 17, "text": [ "" ] } ], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "HTML(\"\n", " " ], "output_type": "pyout", "prompt_number": 19, "text": [ "" ] } ], "prompt_number": 19 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Texte en Markdown" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On peut ins\u00e9rer du texte, avec des titres de diff\u00e9rents niveaux, des parties en **gras**, en *italique*, ou \u00e0 `chasse fixe`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Mais \u00e9galement des listes :\n", "\n", "* la vie\n", "* l'Univers\n", "* le reste" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Des \u00e9num\u00e9rations :\n", "\n", "1. Lancer `ipython notebook`\n", "2. Cr\u00e9er un nouveau Notebook.\n", "3. Have fun!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Et bien s\u00fbr, des \u00e9quations (avec la syntaxe LaTeX, gr\u00e2ce \u00e0 MathJax). Exemple avec cette formule pour calculer $\\pi$ :" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$\\frac{2}{\\pi} = \\frac{\\sqrt2}2 \\cdot \\frac{\\sqrt{2+\\sqrt2}}2 \\cdot \\frac{\\sqrt{2+\\sqrt{2+\\sqrt2}}}2 \\cdot \\cdots$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ou la d\u00e9finition de la fonction exponentielle :" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$e^x = \\sum_{n=0}^{\\infty} \\frac{x^n}{n!}$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "M\u00eame du code, en indentant le texte:\n", "\n", " def rend_pair(x):\n", " \"\"\"Ajoute 1 \u00e0 x si x est impair.\"\"\"\n", " return x + x % 2\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Tra\u00e7ons des graphes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Numpy est une biblioth\u00e8que pour le calcul num\u00e9rique.\n", "\n", "Matplotlib est une biblioth\u00e8que pour le trac\u00e9 de graphiques.\n", "\n", "Dans IPython, la commande `%pylab` importe dans l'espace de noms courant un grand nombre de fonctions de ces deux biblioth\u00e8ques. L'option `inline` permet d'afficher les graphes directement dans le navigateur.\n", "\n", "Pour en savoir plus sur les imports r\u00e9alis\u00e9s par `%pylab`, lisez le script '/usr/lib/pymodules/python2.7/matplotlib/pylab.py'." ] }, { "cell_type": "code", "collapsed": false, "input": [ "%pylab inline" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Welcome to pylab, a matplotlib-based Python environment [backend: module://IPython.zmq.pylab.backend_inline].\n", "For more information, type 'help(pylab)'.\n" ] } ], "prompt_number": 20 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Les deux objets fondamentaux de Matplotlib sont les figures et les axes.\n", "\n", "* Un axe est en cadre dans lequel on peut afficher des objets graphiques.\n", "* Une figure contient des axes, dispos\u00e9s selon un quadrillage." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comme premier exemple, on va cr\u00e9er une figure contenant deux axes. On va tracer dans le premier des fonctions trigonom\u00e9triques, et dans l'autre des polyn\u00f4mes." ] }, { "cell_type": "code", "collapsed": false, "input": [ "f, (ax1, ax2) = subplots(ncols=2) # renvoie une figure et deux axes associ\u00e9s sur deux colonnes\n", "x = linspace(0, 2*pi, 50) # tableau de 50 points uniform\u00e9ment r\u00e9partis entre 0 et 2pi\n", "line1, = ax1.plot(x, sin(x), 'b-') # courbe de la fonction sinus, en trait continu bleu\n", "line2, = ax1.plot(x, cos(x), '-', color='#333333') # fonction cosinus, en trait continu et couleur d\u00e9finie par un code rgb\n", "line3, = ax2.plot(x, x**2, 'g-') # parabole, en vert \n", "line4, = ax2.plot(x, 9*x - 4*x**2 + 0.5*x**3, 'k-') # polyn\u00f4me plus complexe, en noir" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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axE+RP+Fdt3fRvl17ahqKi4uRl5cHBwcHlefindGrayG2nj59+qC6uhrFxcXq\nTfwSOjqAgwMQF0dVRpOUlZXhyZMnbeaOWIZ286T6CU6knqB+EvbmzZsYNGgQdHRU33ahzRt9/YJs\nenq6ehM3AV/r9BkZGbCyskL79vRmPwwGV/wR9wfGW42HsZ4aDuu0QHh4OIYMGaKWXG3e6AH+lG/4\navSsbMPQFiREgp+ifsJS96W0paitPg/wyOjz84HaWoBGdYAvRs/XVgis9QFDW7h89zK66nbFEDP1\nzKSbo66uDlFRURg8eLBa8vHG6Otn8zS2afNl541QKL0UvaqKtpIXYTtuGNrC9sjtWOq+lPp5kISE\nBPTt2xcGarosmndGT4O+ffuipKQEpaWldAT8TceOgJ0dkJBAVcYLVFZWorCwEP3796cthcFQiqwn\nWbiecx1vO75NW4payzYAM3oAQLt27WBtbc0WZJsgMzMTFhYWatkZwGCokp+ifsJ8l/no2qErbSlq\nXYgFmNE3wJc6Pd+Mni3EMrSByppK/B77Oy8WYQENnNEHBQXB1tYWVlZW+Prrr5t85sMPP4SVlRWc\nnZ0R20znrpIS4FWKff/5ZPR8am7GjB7Izc3FyJEjIRQK4eDggG3btgGQ3rjl6+sLa2trjBkzBiV8\nbz/ahjmQeABD+w7FAIMBtKXgwYMHKC8vh7W1tdpyKmX0YrEYy5YtQ1BQEFJSUnDo0KFG/d0DAwNx\n+/ZtZGZm4pdffsF7773XZCyRSHqtHi34spfeyQlITQVqamgrkcJ23AC6urrYsmULkpOTcfPmTWzf\nvh2pqanw9/eHr68vMjIy4OPjA39/f9pSGU1ACMG2W9vw4aAPaUsBIJ3NDx48GO3UaHhKZYqIiICl\npSX69+8PXV1dzJw5E2fOnHnhmYCAAPj5+QEAPDw8UFJS0uQ9rTTLNgDQv39/FBYWqqWTXEt06SL9\nyyY5maoMAMDTp0+Rm5uLV2n+qcUDTExM4OLiAgDQ09ODnZ0d8vLyXhjbfn5+OH36NE2ZjGYIyQ4B\nAcGoAaNoSwEAhIaGYvjw4WrNqdQKW15e3gvH4s3MzHDr1q1Wn7l//z6MX7pCKjt7Pdavl37u7e0N\nb29vZaTJjY6ODiwsLJCZmQmRSKTW3C9TX6enLAO3b99G//790aFDB6o6KiqAyEhg5EjZng8JCUFI\nSIhKtGRnZyM2NhYeHh4oLCxsGMfGxsZNTmDW1w9q0BnXDGDrra1Y5r6M+pbKekJDQ7Fjxw6FXqvo\n2FbK6GVn1CTXAAAgAElEQVT9H/fyDU5Nve7rr9fDykoZNcpTX6fni9EvonwpfXp6OmxsbOiKABAR\nAXz+ORAWJtvzLxvqhg0bONFRUVGB6dOnY+vWrdDX13/hZwKBoMlx/bzRM9TP7ce3cT33Og5MO0Bb\nCgDpBT537tyBm5ubQq9XdGwrVboxNTVFbm5uw9e5ubmNbiB6+Zn79+/D1NS0USzaJg/wa0GWDztv\n+LIQS3tHFgDU1tZi+vTpmDt3LqZMmQJAOosvKCgAAOTn5zfcWMbgDz9E/IDFAxfzYkslAFy7dg2D\nBw+Grq56ry5Uyujd3NyQmZmJ7Oxs1NTU4MiRI5g06cVLdidNmtTQWP/mzZvo0aNHo7INX+CL0bu4\nAImJgFhMVwczeimEECxatAj29vZYvnx5w/cnTZqEPXv2AAD27NnT8AbA4AelT0uxL34fb7ZUAsDV\nq1fVXp8HABAlCQwMJNbW1sTCwoJs3LiREELIzp07yc6dOxueWbp0KbGwsCBOTk4kOjq6UQwOZHDC\ns2fPiKenJ6murqYthVhaEpKcTC9/TU0N8fT0JFVVVfRE/I2NDSEJCYq/XtnxFRYWRgQCAXF2diYu\nLi7ExcWFnD9/nhQXFxMfHx9iZWVFfH19yZMnTzjNy1COzdc3k1nHZ9GW8QJubm7k6tWrnMWTdYwJ\n/n6YKgKBoFEdnxazZ8/G6tWr1XIZQEu89RYwcSIwZw6d/Onp6Vi3bh2OHj1KR8DflJcDJiZAaam0\nZ78i0BpffBrXbY06SR0st1ni6IyjGGQ6iLYcAEB5eTl69+6NoqIidOrUiZOYso4x3pyM5Qs2Nja8\n2E9Pu07Pl7JNfLz0QhbWgYEhD6fTTsO0mylvTB4Arl+/DldXV85MXh6Y0b8EX+r0tI2eLztuaNfn\nGZoHIQSbwzfjP0P+Q1vKC4SGhmLEiBFUcjOjfwk+GX1sLCCR0MnPlxk9M3qGvFzPvY7i6mJMtplM\nW8oLXL16lRk9X7CyssLdu3dRW1tLVUevXkCPHsDdu+rPLRaLkZmZyWb0DI1kc/hmrBi8gurF3y9T\nVVWF+Ph4tXasfB5m9C/RuXNnmJqa4i4Nh30JWjdO3bt3D6+88gr09PTUn/w5qquB27elNXoGQxbS\ni9IRnhsOPxc/2lJe4Pr163B2dkaXLl2o5GdG3wR8Kt/QqNPzpWyTmAjY2EgvZGEwZGHLzS14z/09\ndNGlY6jNcfnyZfj6+lLLz4y+Cdr6zpu0tDRWtmFoHA8rH+Jo8lFeHZCq5/Llyxg9ejS1/Mzom8DW\n1rZRu2Ua1Jdu1L0Vmy+tiZnRM+Thh4gf8KbwTRh15VcriqKiIty+fRseHh7UNDCjbwIbGxvcvn0b\ndXV1VHUYGwOdOwP37qkvp0QiYVsrGRpH+bNy7IzaiY89P6YtpRFXrlzB8OHD1d7f5nmY0TeBnp4e\njIyMkJ2dTVuK2ss3ubm56NatG3r06KG+pE1QUwOkpEgvYmEwWuOX6F/gM8AHFj0taEtpBO2yDcCM\nvllsbGx4sSCr7p03fCnbJCdLL2Dpyo+mgwwe86zuGbbc3IJVQ1fRltIkzOh5jJ2dHS+MXt0zer4s\nxEZHs7INQzYOJB6A0EgIUW/KN/U0wd27d1FdXQ17e3uqOpjRNwNfFmQHDlTvgixfZvTR0dK/ZhiM\nlhBLxPjm+jf4ZOgntKU0Sf1snvbtVszom8HW1haZmZkQU24Kb2oKCARAXp7qcxFCeLOHPiaGGT2j\ndU6mnkSPTj3g3d+btpQmuXTpEvWyDcCMvln09fVhYGCAnJwcqjoEAvWVb/Ly8tClSxf07NlT9cla\noLYWSEqSXsDCYDQHIQRfhn2JtcPXUp8xN4VYLMaVK1fg4+NDWwoz+pZoa3V6vtTnU1KAfv0Ayh0Y\nGDznXOY5AMAEqwmUlTTNrVu3YGpq2uh6VRowo28BOzs7XtTpXV2BqCjV52H1eYamUD+b/9TrU17O\n5gEgMDAQEybw402IGX0L8KXnjbq2WKampvKiPs+MntEawdnBeFL9BNPtptOW0iznzp3D+PHjacsA\nwIy+Rep73khoNYX/m759gbo64MED1eWoX4jlw4yenYhltMYXoV9g9bDVvGpF/Dx5eXnIycmh1pb4\nZZjRt0CPHj3QrVs35ObmUtUhEKi+fFNQUAAdHR288sorqksiA3V10q6VIh5tiV64cCGMjY3h6OjY\n8L3169fDzMwMIpEIIpEIQUFBFBW2LULvhSKnNAeznWbTltIs58+fx5gxY6DDkzswmdG3Al8WZN3c\nVFu+SU1N5cVsPjUVMDMD9PVpK/mHBQsWNDJygUCAFStWIDY2FrGxsRg7diwldW2PDVc3YK3XWui0\n44eJNkVgYCBvyjYAM/pWsbe3R0pKCm0ZKp/Rp6amUj+9B/CzPu/l5QUDA4NG3yfqbivKQNi9MGSX\nZGOO0xzaUpqlpqYGV65c4dWbP3/fEnmCnZ0ddu/eTVsG3NyA996TnpBVxSaDlJQUzJo1i/vAcsJH\no2+OH374AXv37oWbmxu+/fbbJhvBrV+/vuFzb29veHt7q0+gFrLh6gas8VoD3fb0OkG2RlhYGGxt\nbWFoaMh57JCQEISEhMj/QsIDeCKjSUpLS8nw4cNJXV0dVR0SCSFGRoTk5qoitoSMHDmSPHr0iPvg\ncjJkCCEhIdzG5GJ8ZWVlEQcHh4avCwsLiUQiIRKJhKxZs4YsXLhQJXkZ/xB2L4wM+H4AqamroS2l\nRVasWEH++9//qiWXrGOMlW5aoVu3brw5IauqbZZ5eXno3LkzLxZiExI0Y8eNkZERBAIBBAIBFi9e\njIiICNqStJ7PQz7H2uFreT2bJ4QgICAAr7/+Om0pL8CMXgb4Uqd3c1NNnZ4vC7HJydKtpHxaiG2O\n/Pz8hs9PnTr1wo4cBvdcybqCnNIczHOeR1tKiyQlJaGurg4uPOvfwWr0MlB/Qpb2KTdXV2DnTu7j\npqSk8MLoo6Kkb2Z8Y9asWbh69SqKiopgbm6ODRs2ICQkBHFxcRAIBBgwYAB+/vln2jK1FkII1gWv\nw/oR63m90wYATp48ialTp/LutC6//6/xBHt7e8UWQDimfosl1wuyKSkpmD9/PncBFSQyEnB3p62i\nMYcOHWr0vYULF1JQ0jYJuh2EkqclmOkwk7aUVjl58iS2b99OW0YjWOlGBmxsbJCRkUH9Dtk+fYD2\n7QEuz29JJBLenIiNjOTnjJ5BD0II1gavxX+9/8vbU7D13LlzB4WFhbw5Dfs8zOhlgC93yKpiQTYn\nJwfdu3enfkfs06fSw1I8K20yKHMq7RQkRIKpdlNpS2mVU6dOYfLkyWjfnn9vSMzoZYRPC7KRkdzF\n48tCbEICYG0NdO5MWwmDL9RJ6rDmyhpsHLUR7QT8t6qTJ09i2rRptGU0Cf//7/EEvrQsHjSIe6Pn\nw4lYvtbnGfTYE7cHxl2NMdaSPydMm+PBgwdIS0vDyJEjaUtpEmb0MsKXGb27u9QUuWqoyXbcMPhI\ndW011l9dD//R/rzbwdIUp0+fxoQJE9ChQwfaUpqEGb2M2NjY4M6dO6itraWqw9AQMDAAMjOVjyUW\ni5GRkcELo2czesbzbI/cDrc+bhhsNpi2FJk4fPgwZsyYQVtGszCjl5HOnTvDzMwMmVw4rJIMGgRw\ncRDz7t27MDQ0hD7lE0oVFUBWFuDgQFUGgyeUPC3BN9e/wZejvqQtRSbu3buHlJQUXjUxexlm9HLg\n4OCA5ORk2jI4M/rk5GQIhULlAylJbKzU5Hn6Vy9DzXx17StMspkEe0P6a0eycPjwYUyfPp23ZRuA\nGb1cCIVCJCUl0ZbBmdEnJSXxwujZ/nlGPfdK7uHXmF/x35H/pS1FZg4ePIi3336btowWYUYvBw4O\nDrww+oEDgaQkoKZGuTjJyclw4EG9JCKC1ecZUtZcWYOl7kvRR78PbSkykZSUhMePH8PLy4u2lBZh\nRi8HAwYMwKNHj1BeXk5VR9eugIWFdO+5olRVVSE3NxdWVlbcCVOQW7eAwZqx5sZQIdEPovFX1l/4\n2PNj2lJk5uDBg5g1axbateO3lfJbHc/Q0dGBra0tL7ZZKlu+SUtLg6WlJfW6YmEhUFIiPSzFaLsQ\nQvDxpY+xfsR66HfUgPalkGrWhLINwIxebvhSvlHW6PlSn791S/rfwvMJEUPFnEk/g4eVD7Fo4CLa\nUmQmPDwcXbp0gbOzM20prcJ+veREKBRqxc6bpKQkXtTnb90CPDxoq2DQ5FndM6y8uBJbXtvC+zbE\nz/Pbb79h/vz5GnGgixm9nNTvvCGUL4YWCoF794DSUsVez5eF2Js3WX2+rbP11lbYG9rD18KXthSZ\nKSsrw8mTJ+Hn50dbikwwo5cTY2NjCAQCFBQUUNWhqyvt9KjIjVNFRUV4+vQpzMzMuBcmB2KxVP+g\nQVRlMChSWFGIb65/g81jNtOWIheHDx/GqFGjYGxsTFuKTDCjlxOBQMCbOv2QIdIZsbzUH5Si/Sdn\nWpq0pQPlq2oZFFlzZQ38XPxg3UuzVuN//fVXLF68mLYMmWFGrwB8OTg1ZAhw44b8r+PLQiwr27Rt\nIvIicC7zHD4b/hltKXIRHx+PgoICjBkzhrYUmWFGrwB8mtHfuCG9WlAe+FKfZwuxbRcJkWBp4FL4\n+/ije6futOXIxe7du7Fw4UJeXjDSHAob/ePHj+Hr6wtra2uMGTMGJSUlTT7Xv39/ODk5QSQSYZCW\nFGPt7e2RkZFBvZNlnz6Avj6QkSH7a+rq6njT40ZTDkotXLgQxsbGcHR0bPierOOf0TS7Y3ajQ/sO\nmOs8l7YUuaiursbBgwexYMEC2lLkQmGj9/f3h6+vLzIyMuDj4wN/f/8mnxMIBAgJCUFsbCwiuGjQ\nwgP09PRgbm6O9PR02lLkLt/cuXMHhoaG1K8OrKgAbt8GNGALMhYsWICgoKAXvifr+Gc05nH1Y6wN\nXovt47drxM1Rz3PgwAEMHjwY/fr1oy1FLhT+vxwQENCwtcjPzw+nT59u9lnaWxFVgbOzM+Lj42nL\nwJAhQHi47M8nJCTw4oBHVBTg5KQZHSu9vLxgYGDwwvfkGf+MF/n0r0/xhv0bcDHRrAuCCSH4/vvv\n8dFHH9GWIjcKn04oLCxs2FpkbGyMwsLCJp8TCAQYPXo02rdvjyVLluCdd95p8rn169c3fO7t7Q1v\nb29FpakFJycnBAcHY/bs2VR1eHoCu3bJ/nx8fDzcedBBLDxc+ialCkJCQhASEqKa4H8j6/jXtHGt\nam7k3kBAegBSltJvIyIvf/31FwQCAUaNGkVNg8Jjm7TA6NGjiYODQ6OPM2fOkB49erzwrIGBQZMx\nHjx4QAgh5OHDh8TZ2ZmEhoY2eqYVGbzk/v37ZMyYMUQikVDVUVNDSNeuhJSUyPb8xIkTSVZWlko1\nycK4cYScOKGeXFyMr6ysLOLg4NDwtSzjXxPHtSqpqashjj85kkOJh2hLUYgJEyaQX3/9lbaMF5B1\njLU4o7906VKzPzM2NkZBQQFMTEyQn58PIyOjJp/r3bs3AMDQ0BBTp05FREQE71t6ykKfPn0gEAiQ\nn5+PPn3otVTV1ZW2LY6IAHxbOVj46NEjVFZWUq8vSiTSdYXff6cqQylkHf+Mf9h6aytM9EzwlvAt\n2lLkJiMjA5GRkTh27BhtKQqhcI1+0qRJ2LNnDwBgz549mDJlSqNnqqqqGlr6VlZW4uLFiy/sXNBk\nBAIBnJyceFGn9/SUrU6fkJAAJycn6gelkpOlB6U05FBhk8gy/hn/cK/kHvyv+eOnCT9RH3+KsG3b\nNvzrX/9C586daUtRCIWN/pNPPsGlS5dgbW2NK1eu4JNPPgEAPHjwABMmTAAAFBQUwMvLCy4uLvDw\n8MDrr7+uUYcMWsPZ2RkJyjSF5whZd97Ex8fDyclJ9YJa4fp1YOhQ2ipkZ9asWfD09ER6ejrMzc3x\n+++/Nzv+GY0hhODdc+9ixZAVsOxpSVuO3Dx8+BAHDx7E+++/T1uKwgj+rvPQFSEQaOTOnKSkJHz1\n1Vc4cOAAVR0PHwI2NkBxccvtfufPn48PP/wQAwcOVJ+4JpgzBxg5Elikpo60tMaXpo5rrtmfsB+b\nwzcj8p1I6LbXpS1HblatWoWKigps376dtpRGyDrGNGsTK8+wsbFBTk4OKisrqeowMpL2i2mpe/LT\np09x+/Zt2NvTv3BZ02b0DMV5WPkQ/7n4H+yetFsjTb6oqAi7du3CqlWraEtRCmb0SqCrqwsbGxte\ntEMYMQIIDW3+56mpqbCwsECnTp3UJ6oJ8vKA8nLpXyAM7effQf+Gn7MfXPu40paiEFu2bMGMGTPQ\nt29f2lKUghm9kvDl4NTw4S0bPV8OSl2/DgwbBmjgehxDTk6lnkLUgyis915PW4pCPH78GDt37sTq\n1atpS1EaZvRK4uLigri4ONoyMHw4cPVq8w3OYmJieGH0166xsk1boKiqCEsDl+KPyX+gi24X2nIU\n4vvvv8eUKVPQv39/2lKUhhm9kri4uCApKYl6g7N+/aTtBDIzG/+srq4OcXFx1BdhgX9m9Azt5v1z\n72O202wM7auZ7+r5+fnYvn071q5dS1sKJzCjVxJ9fX307duX+j2yAkHzdfqMjAyYmJg06teibsrL\ngfR06QEvhvZyJOkIkh4m4YuRX9CWojDr1q3DokWLMGDAANpSOIEZPQe4uroiOjqatoxm6/TR0dFw\ndaW/GHbtGuDmBnTsSFsJQ1U8KH+Afwf9G3um7EEnHboL/4oSHx+Ps2fP4tNPP6UthTOY0XMAn4z+\n6tXG3+eL0QcHAxT7QTFUjIRIMP/0fLzv/j7cTek3zlMEQghWrlyJdevWUW/lzSXM6DlAJBLxok5v\nbQ08fQrcu/fP9+rr8yKRiJ6wv7lyhRm9NrPt1jZU1FTgUy/NnQkHBgYiNzcXS5YsoS2FU5jRcwCf\n6vQvl28yMjJgbGyMnj170hMG4MkT6U1YWnLJGOMlEgsT8WXYl9g/bT902inc/ZwqFRUVWLZsGbZu\n3QpdXc073NUSzOg5YuDAgbwo37y8IMuXsk1oqLQnjyZcNMKQj6raKsw6MQubfDfhVYNXactRmHXr\n1sHLywuvvfYabSmcw4yeI1xdXRETE0NbBoYPB56/lyAmJoYXRh8cLO1vw9A+/h30b4h6i+Dn7Edb\nisLcunULhw4dwnfffUdbikpgRs8RIpEIiYmJ1Ov0Dg5AWRmQnQ2IxWLExsay+jxDZRxMPIjQe6H4\nabxmth8GgJqaGixevBhbtmzBK6+8QluOSmBGzxHdunWDubk5UlLoXpHWrp30ApJLl/hTn3/0CMjJ\nYfvntY3M4kz8O+jfOPLGEeh31KctR2HWrFmDAQMGYObMmbSlqAzNXDXhKW5uboiIiKDeasDXF/jz\nT6BDhwhelG1CQgAvL0CHjTatobKmEtOPTscXI7/QuEu+n+fcuXM4cuQIYmJiNPYvEllgv3ocMmTI\nEOzatavZC9DVha8vsGIF0LPnDcyZQ/fyckBatmH1efXz9OlT5ObmIicnB1VVVZBIJACAnj17wtjY\nGH369IGenp7ccesvEhH1FmGJq+ZuQ8zNzcWiRYtw/PhxrS3Z1MOMnkNEIhEyMzNRVlaGbt26UdPR\npw/Qu3clkpJSeDGjDw4G/vUv2iq0n+LiYpw7dw5Xr15FaGgocnJyYGZmBnNzc+jr66Ndu3YghKC4\nuBiFhYV48OABjIyM4OjoCFdXV4wYMQKDBw9u9bq8nyJ/QkJhAm4suqGxs+CamhrMmjULy5cvx7A2\n0HyJGT2HdOzYES4uLoiMjISPjw9VLa6uUXj40AFdutDtHJiVJd1Dz4PGmVoJIQQXLlzAb7/9hosX\nL8LHxwcjR47E8uXLYW9vj/bt2zf7WrFYjLt37yIxMRERERFYvXo1kpKS4OnpicmTJ2Py5MkwMzN7\n4TXXc65jw9UNCF8UrrFdKQkhWLRoEQwNDfF///d/tOWoBWb0HOPp6Ynw8HDqRt+1602Ulg6hqgEA\nAgOBceNavuKQIT+EEFy+fBmrV69GXV0d3n33Xfzyyy9yHdtv3749rKysYGVlhWnTpgEAysvLcenS\nJZw5cwaff/45bG1tMWfOHMyYMQOVOpWYcWwG9kzZo5F3v9azdu1a3L59G3/99RfatZWBSXgAT2Rw\nQlZWFhk3bhyRSCTUNEgkEvL665NIz56ZpLycmgxCCCHjxxNy5AhdDaocX/369SOOjo7ExcWFuLu7\nqyVvVlYW8fX1JVZWVuTIkSNELBarJE9NTQ05e/Yseeutt0j37t1JD9ce5F9b/qWyfOpgx44dxMrK\nijx69Ii2FE6QdYy1kbcz9dGvXz/o6Ojg7t271DTk5uairq4GTk4WTTY5UxfV1UBYGDBmDD0NqkYg\nECAkJASxsbGIiIhQaS5CCP744w+4u7tj9OjRSE5OxptvvqmyWamuri5ef/11HDx0EN7fe8PG1QYR\neyJgaWmJb775BsXFxSrJqyq2b9+OL7/8EufPn9f6xdeXYaUbjhEIBBgyZAhu3LgBCwsLKhpu3LiB\nIUOGoEMHAS5cACZMoCIDISGASARoURPAJiHNXevFIdXV1ViwYAFSUlLw119/wcnJSeU561l7ZS0e\nih8iZHsIOul0QmRkJLZv3w5LS0tMnjwZH3zwAS8W/Vviq6++wu7duxEaGqo1PeblgRm9CvD09MSR\nI0cwZ84cKvnDw8MxceJEGBsDkyYBW7fSuaP13Dlg/Hj151UnAoEAo0ePRvv27bFkyZJGW2vXr1/f\n8Lm3tze8vb3lzvHo0SNMmjQJr776KiIiItR6wfuu6F04lnIMNxbdaOgv7+7ujj/++ANFRUXYvXs3\npk2bBjMzM3zwwQeYNm0aOvCooVFtbS0+/vhjXL58GaGhoejTpw9tSUoREhKCkOd7nMiKSgtIMsIT\nGZxRXl5OvLy8SFVVldpzP336lAwfPpyUlpYSiYSQV18lJC5O7TKIREJI//6EJCSoP/fLqHJ8PXjw\ngBBCyMOHD4mzszMJDQ3lNG9GRgaxsLAga9euVfu6T1BmEDHeZEwyijJafK62tpacPHmSjBw5kvTu\n3ZusX7+e5OXlqUll8+Tm5hJPT08yfvx4UlxcTFuOSpB1jLEavQrQ09ODUCjErVu31J47KioKlpaW\n6NatGwQCYMoU4PRptctAejpQVyftvaPN9O7dGwBgaGiIqVOnclqnz87OxujRo/Hxxx/jiy++UOue\n9ci8SMw9NRcn3jwBq15WLT6ro6ODqVOn4sqVK7h48SLy8/MhFAoxffp0XL58ueGglroghODEiRNw\nd3fHxIkTcfbsWeptQKij2vcb2eCJDE45cuQIWbdundrzbtiwgezfv7/h69BQQlxc1C6DfPstIUuW\nqD9vU6hqfFVWVpKysjJCCCEVFRXE09OTXLhwgZO8Dx48IBYWFmTbtm1K65SX1EepxGSzCQlIC1A4\nRmlpKdmxYwdxdnYm/fr1I59//jm5e/cuhyqbJjU1lfj6+hKhUPjCX1faiqxjjBcOq41G//DhQ+Lt\n7U2ePXumtpy1tbVk1KhRJD8/v+F7dXWEGBoSkpWlNhmEEEJGjCDkzBn15mwOVY2vu3fvEmdnZ+Ls\n7EyEQiHZuHEjJ3mLi4uJvb09+fLLL7mQKRc5JTmk75a+ZE/cHs5ixsTEkA8++IC88sorxMPDg3z3\n3Xfk3r17nMWvzzFv3jzSq1cvsmXLFlJTU8NpfL7CjJ4HLFy4kFy7dk1t+W7evEnmzZvXhA5Cvv9e\nbTJIXh4hPXoQUl2tvpwtQWt8KZK3rq6O+Pr6kuXLl6tAUcvkleURq21W5Lvw71QSv6amhgQFBZEF\nCxYQQ0NDIhQKycqVK8mff/5JioqK5I53584d8v333xMvLy9iZmZG/P39tbYW3xyyjjHB3w9TRSAQ\nqGWLmro5ePAgbt++jc8++0wt+b766iv06dMHfn4vXgBx9izw3XfSnjPqYNs2IDoa2LNHPflag9b4\nUiTvJ598gqioKAQFBUFHje0+CysK4b3HG/Oc5mG112qV5xOLxYiOjsb58+cRFhaGiIgIGBsbw97e\nHpaWlhgwYAC6d+8OfX196Orqory8HGVlZcjJyUFSUhISExNRVVWFCRMmYOLEiRg/frzWXf8nC7KO\nMWb0KqSgoACzZ8/GhQsXVP5LKxaLMX78ePz6668wNzd/4WfV1YCJCXD3LtCrl0plAACGDgXWrOHP\n1kpNMfqjR49i1apViIyMVOuBnoeVDzFyz0i8JXwLn41Qz6TkZcRiMdLS0pCeno7bt28jOzsbpaWl\nKC8vR11dHfT19aGvrw8zMzM4ODhAKBTCxsam7bQwaAZZxxjbR69CTExMYGZmhujoaHh4eKg0V3x8\nPHr16tXI5AGgc2dg9GggIABYsEClMpCTI91xM3q0avNoG5mZmVi6dCkuXryoVpPPK8vD6H2j8abw\nTWomD0j77giFQgiFQmoatJm2/XaoBkaNGoW//vpL5XmuXLmCUS3c1ff228C+fSqXgaNHpVs6eXRm\nhveIxWL4+flh7dq1ar32MbskG8P/GI75zvOxwXuD2vIy1A8zehXj4+ODkJAQ1NXVqSyHWCxu1ehf\nfx1ITJS2DVYlR44Ab72l2hzaxubNm9GxY0d88MEHasuZ+igVI/4YgY8Gf4RVw1apLS+DDszoVUz9\nxQ/Xrl1TWY6bN2/ilVdewauvvtrsMx07AjNnAnv3qkwG7tyRlm7YbVKyk5iYiE2bNuH3339XW735\nWs41eO/xxv9G/g/LBi1TS04GXZjRq4Fp06bh5MmTKot/6tQpTJ06tdXnFiyQ7oRR1UHFgweB6dPZ\n3bCyIhaLMX/+fPj7+6N///5qyXky9SSmHZmGfVP3Ya7zXLXkZNCHGb0a8PHxQXJyMvLz8zmPXVRU\nhOjoaIyRoRewSATo6QGhoZzLQF0d8MsvAOXrcjWKXbt2oUuXLli0aJHKcxFC8FXYV/jw/Ie4MOcC\nxq9LPNUAAAsZSURBVFhoce9oRiOY0auBTp064bXXXkNAQADnsQMCAjB69Gh07dq11WcFAmD+fOCP\nPziXgYAAoF8/6ZsJo3WKi4vx2Wef4ccff1R5D5vq2mrMPjkbJ9NO4tbiWxD1Zv9IbQ1m9Gpi2rRp\nOHPmDKeLshKJBKdPn5apbFPP7NnSJmfl5ZzJAAD8+COwjJV7ZWbdunWYMWMGnFV8me7dJ3cx7Hfp\n5deh80Nh2s1UpfkY/IQZvZqwtLSEsbExwsPDOYsZEREBfX192NnZyfwaY2PA1xfYvZszGUhOBtLS\ngL+vHWW0QmxsLE6cOIEvvvhCpXlOp53G4F8Hw8/ZDwemHUBn3c4qzcfgL8zo1ciUKVNw/PhxzuId\nP34cU6dOlftP/08+ATZvBp4940bH9u3Av/7F9s7LysqVK7FhwwaVtc6trq3Gh+c/xPKg5Tg76yw+\n9PhQrS2OGfyDGb0aGTt2LO7cuYPExESlY6WlpSEpKQkTFLgn0NUVcHTkphdNaSlw6JDU6Bmtc+XK\nFdy7d09lC7CReZEY+MtAPKp6hJglMfAwU+2JbIZmwIxejXTs2BELFy7Ejh07lI61Y8cOLFiwAJ07\nK/bn+Nq1gL+/dLeMMnz/vfROWg2/oU0tEEKwdu1abNiwgfMGXNW11fj0r0/x+qHX8fmIz3Fo+iH0\n7NzGL9tgNMCMXs1MnjwZeXl5iIqKUjhGfHw87ty5I9ci7MsMHQr07SudjStKXp60U+X//qd4jLZE\nYGAgysrKMHPmTE7jXrxzEQ47HHD3yV3ELYnDTAdu4zM0H9a9kgKBgYE4ceIEfv31V4Vqp++++y7G\njRuHyZMnK6Xj0iXgww+BhARAkQnm/PlA797AV18pJUPl8KF7pUQigaurKz777DOl3qCfJ70oHR9f\n+hhJD5Owffx2jLMax0lchuYg69hmM3oKvPbaaygvL8f169flfu2tW7fw6NEjhWrzLzN6tHTvuyJG\nHR0NXLgArFZ963Kt4NSpU2jfvj2mTJmidKy8sjwsC1yGYb8Pg1dfL6QsTWEmz2gZDi87URieyFAr\n4eHhct9O/+TJEzJx4kRy9epVznTcvy+9ajAqSvbXSCTSqwJ//pkzGSqF1viqzyuRSIi7uzs5deqU\nUvFySnLI0nNLiYG/AVlxYQV5VPmIC5kMDUbWsa21M/qQkBBexx0yZAjGjx+PtWvXQiwWtxpXIpHg\ns88+w6hRozB8+HCZ87QW19RUuqA6bx7w9KlsMefPD8HTpwDXG0dU9W9Gm9DQUJSWlmLSpElyv5YQ\ngrB7YZhxbAacdzqji24X7HbejW/HfItXunDbt57vvzOqjqmJcWVFYaM/duwYhEIh2rdvj5iYmGaf\nCwoKgq2tLaysrPD1118rmk5uNOEfbMmSJZBIJNi1a1ercX///XdUVVVhmZzHT2XRO2sWYG8PrFwJ\ntFbu++034OzZEAQEAO3byyWlVWj/MiiCLON706ZNWLlypVzdKXNKc/BV2FcQ/iTE4rOLMaLfCNxb\nfg/f+H6D+JvxXMl/AU34nVFlTE2MKysK9xl0dHTEqVOnsGTJkmafEYvFWLZsGS5fvgxTU1O4u7tj\n0qRJcp3k1GZ0dHTw5ZdfYu7cuejSpQskEkkjM5BIJDh58iSOHTuGffv2qeRKQoEA2LkTGDtW2iJh\n927prVQvc+EC8Omn0meMjDiXoXHIMr6Tk5MRHR3d6kE5sUSMuII4nMs8hz8z/sSdJ3cww34Gdk3c\nBU9zT3bgiaEUCs/obW1tYW1t3eIzERERsLS0RP/+/aGrq4uZM2fizJkziqbUSnr16oUdO3bg7t27\nWLJkCe7du9fws/v37+P999/H2bNn8dNPP8HQ0FCFOqRdLQUCwMtLuhOnfo99ZqZ0h83s2cCJE+q5\nd1YTkGV8b968GcuWLUOnTp0avlddW42kh0k4mnwUnwV/hjH7xqDnNz0x99RclD4rxdejv0bBfwqw\n8/WdGNp3KDN5hvIouxjg7e1NoqOjm/zZsWPHyOLFixu+3rdvH1m2bFmj5wCwD/ah0g9V0Nr4pv3f\nzD7axocstFgH8PX1RUFBQaPvb9y4ERMnTmzppQAg80yEtKE99AztobXxzcY1gy+0aPSXLl1SKrip\nqSlyc3Mbvs7NzYWZmZlSMRkMvsDGN0NT4GR7ZXMzFzc3N2RmZiI7Oxs1NTU4cuSIQlvMGAw+wsY3\nQ1NQ2OhPnToFc3Nz3Lx5ExMmTMC4cdKTeQ8ePGg4tamjo4Mff/wRr732Guzt7fHWW2+xHTcMrYGN\nb4bGwO3ylPycP3+e2NjYEEtLS+Lv789JzAULFhAjIyPi4ODASTxCCMnJySHe3t7E3t6eCIVCsnXr\nVk7iVldXk0GDBhFnZ2diZ2dHPvnkE07i1lNXV0d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} ], "prompt_number": 21 }, { "cell_type": "markdown", "metadata": {}, "source": [ "On peut modifier *a posteriori* les propri\u00e9t\u00e9s des axes\u2026" ] }, { "cell_type": "code", "collapsed": false, "input": [ "ax1.set_title(\"Sin et cos\", fontsize=20)\n", "ax2.set_title(u\"Polyn\u00f4mes\", fontsize=20)\n", "ax1.set_xlabel(\"x\", fontsize=16)\n", "ax2.set_xlabel(\"x\", fontsize=16)\n", "ax1.set_ylabel(\"y\", fontsize=16)\n", "ax1.grid(True)\n", "ax2.grid(True)\n", "line2.set_color('#00adef')\n", "line3.set_marker('*')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 22 }, { "cell_type": "markdown", "metadata": {}, "source": [ "...et r\u00e9afficher." ] }, { "cell_type": "code", "collapsed": false, "input": [ "f" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "png": 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dsiKRCElJSUhPT8fJkycRFxeH999/HykpKUhKSkKjRo0wf/58vmUKGAHTJk4r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\nYoSkO/zXLYKDgYQE4Ie7cgzoxH+X2ZQUICAAMOL/BoehBY3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"prompt_number": 23, "text": [ "" ] } ], "prompt_number": 23 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exemples \u00e0 partir des sorties d'un simulateur de croissance de peuplements forestiers (projet INRA)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pour illustrer la puissance du Matplotlib et d'IPython dans la repr\u00e9sentation de donn\u00e9es, on va utiliser les r\u00e9sultats du simulateur Fagac\u00e9e.\n", "\n", "Fagac\u00e9e simule la croissance d'un peuplement forestier en fonction du sc\u00e9nario sylvicole suivi (c'est-\u00e0-dire la fa\u00e7on de g\u00e9rer le peuplement). Dans notre exemple, on a simul\u00e9 un si\u00e8cle de croissance suivant deux sc\u00e9narios diff\u00e9rents. Dans le premier, on laisse le peuplement croitre librement ; dans le deuxi\u00e8me on pratique plusieurs \u00e9claircies (\u00e9claircie = abattage de certains arbres pour favoriser la croissance de plus prometteurs)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Les quatres fichiers de donn\u00e9es sont :\n", "\n", "* `evolution_diametre_avec_eclaircies.csv` : \u00e9volution temporelle des diam\u00e8tres moyen et dominant (= arbre le plus haut) sans \u00e9claircies\n", "* `evolution_diametre_sans_eclaircies.csv` : idem avec \u00e9claircies\n", "* `classes_diametre_sans_eclaircies.csv` : r\u00e9partition des arbres par classes de diam\u00e8tre au bout d'un si\u00e8cle (sans \u00e9claircies)\n", "* `classes_diametre_avec_eclaircies.csv` : idem avec \u00e9claircies" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Diam\u00e8tre dominant et diam\u00e8tre moyen au cours du temps" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* sans \u00e9claircies" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "La fonction `genfromtxt` lit un fichier texte et stocke les donn\u00e9es dans un tableau (array) Numpy :" ] }, { "cell_type": "code", "collapsed": false, "input": [ "Devol_sans = genfromtxt(\"evolution_diametre_sans_eclaircies.csv\", skiprows=1, names=True, delimiter=\";\") " ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 24 }, { "cell_type": "code", "collapsed": false, "input": [ "Devol_sans['Dmoy']" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 25, "text": [ "array([ 1.21562409, 1.48095841, 2.08587895, 2.79736352,\n", " 3.66537027, 4.73272782, 6.00902998, 7.42966566,\n", " 8.95798988, 10.54303963, 12.14122033, 13.73226845,\n", " 15.29127951, 16.80379569, 18.26107646, 19.66222776,\n", " 20.99505627, 22.26107041, 23.46855298, 24.59926314,\n", " 25.6683903 , 26.68296476, 27.63362762, 28.54106382,\n", " 29.4079282 , 30.24796836, 31.04808704, 31.8308487 , 32.58756813])" ] } ], "prompt_number": 25 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(Devol_sans['temps'], Devol_sans['Ddom'], 'k--')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 26, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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eXh769OmDp556CsOGDcO8efNw7do16bl+lZaWhoiICAByf1a9evXCiy++iAED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\nS52ISEFY6kRECsJSJyJSEJY6EZGC/D8kLs2ldZnNAAAAAABJRU5ErkJggg==\n" } ], "prompt_number": 26 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(Devol_sans['temps'], Devol_sans['Ddom'], 'k--', label=u'Diam\u00e8tre dominant (cm)')\n", "plot(Devol_sans['temps'], Devol_sans['Dmoy'], 'b--', label=u'Diam\u00e8tre moyen (cm)')\n", "legend(loc='upper left')\n", "grid(True)\n", "title(u\"\u00c9volution des diam\u00e8tres dominant et moyen\\nen l'absence d'\u00e9claircie\", fontsize=14)\n", "xlabel(u\"\u00c2ge du peuplement (ann\u00e9es)\", fontsize=12)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 27, "text": [ "" ] }, { "output_type": "display_data", "png": 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UFBQgJCQELVu2LDPyKGbmzJmYOHEiunbtit69e+PPP//EzZs3YWBgUK7WNm3aYM+ePXBy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\nncHgK1Ve0piSkgJTU1MAgKmpKVJSUso918fHB9b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YKPR+ETPTnTt3yNXVlVxdXWnAgAEU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\nQmCC\n" } ], "prompt_number": 27 }, { "cell_type": "markdown", "metadata": {}, "source": [ "* avec \u00e9claircies" ] }, { "cell_type": "code", "collapsed": false, "input": [ "Devol_avec = genfromtxt(\"evolution_diametre_avec_eclaircies.csv\", skiprows=1, names=True, delimiter=\";\") " ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 28 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(Devol_avec['temps'], Devol_avec['Ddom'], 'k--', label=u'Diam\u00e8tre dominant (cm)')\n", "plot(Devol_avec['temps'], Devol_avec['Dmoy'], 'b--', label=u'Diam\u00e8tre moyen (cm)')\n", "grid(True)\n", "legend(loc='upper left')\n", "title(u\"\u00c9volution des diam\u00e8tres dominant et moyen\\navec des \u00e9claircies\", fontsize=14)\n", "xlabel(u\"\u00c2ge du peuplement (ann\u00e9es)\", fontsize=12)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 29, "text": [ "" ] }, { "output_type": "display_data", "png": 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hefPmsLOzQ3p6Ovbu3Yv69evnuWLIMnnyZAwfPhwtW7ZEp06dsHv3boSGhsLExKTAWBs2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\n" } ], "prompt_number": 29 }, { "cell_type": "markdown", "metadata": {}, "source": [ "* comparaison" ] }, { "cell_type": "code", "collapsed": false, "input": [ "f, (ax1, ax2) = subplots(ncols=2, figsize=(10,6))\n", "ax1.plot(Devol_sans['temps'], Devol_sans['Ddom'], 'k--', label=u'Diam\u00e8tre dominant (cm)')\n", "ax1.plot(Devol_sans['temps'], Devol_sans['Dmoy'], 'b--', label=u'Diam\u00e8tre moyen (cm)')\n", "ax1.grid(True)\n", "ax1.legend(loc='upper left') # l\u00e9gende en haut \u00e0 gauche de l'axe\n", "ax1.set_title(u\"Sans \u00e9claircies\")\n", "ax2.plot(Devol_avec['temps'], Devol_avec['Ddom'], 'k--', label=u'Diam\u00e8tre dominant (cm)')\n", "ax2.plot(Devol_avec['temps'], Devol_avec['Dmoy'], 'b--', label=u'Diam\u00e8tre moyen (cm)')\n", "ax2.grid(True)\n", "ax2.legend(loc='upper left')\n", "ax2.set_title(u\"Avec \u00e9claircies\")" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 30, "text": [ "" ] }, { "output_type": "display_data", "png": 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A9evXr9T+PXbsGHNwcGCGhobM1dWVPXjwgDHG2Jo1a9jIkSNLbXvWrFls9uzZ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\nuWfp1VdfpXv37o6bKAGkpMC6dTJREkKU3PDhw02ZKKWkuJfWHnoIvvs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} ], "prompt_number": 30 }, { "cell_type": "markdown", "metadata": {}, "source": [ "On constate qu'avec des \u00e9claircies, les diam\u00e8tres finals sont plus gros et tous les arbres atteignent \u00e0 peu pr\u00e8s le m\u00eame diam\u00e8tre." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Distribution des diam\u00e8tres au bout de 100 ans" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Cette fois, on va tracer des histogrammes." ] }, { "cell_type": "code", "collapsed": false, "input": [ "Ddistrib_sans = genfromtxt(\"classes_diametre_sans_eclaircies.csv\", skiprows=1, names=True, dtype=['S5', 'i'], delimiter=\";\")" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 31 }, { "cell_type": "code", "collapsed": false, "input": [ "nb_classes = Ddistrib_sans.size\n", "fig, ax = subplots(figsize=(7,4))\n", "ax.set_xlabel(u\"Diam\u00e8tre (cm)\", fontsize=14)\n", "ax.set_ylabel(\"Nombre d'arbres\", fontsize=14)\n", "ax.set_title(u\"R\u00e9partition par classes de diam\u00e8tres\\nen l'absence d'\u00e9claircie\", fontsize=16)\n", "width=0.5\n", "ax.set_xticks(arange(nb_classes) + width/2)\n", "ax.set_xticklabels(Ddistrib_sans['diametre'], rotation=70, fontsize=11)\n", "barres = ax.bar(arange(nb_classes), Ddistrib_sans['N'], width=width)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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IjY3F/fv38eeff6J9+/bi9Ly8PI3lisrBwQGdO3fGwoULVb6v7Q5Q4e+lfLsdPXpUKdEW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\n02v5XyMh6pXh6rchAAAAAElFTkSuQmCC\n" } ], "prompt_number": 32 }, { "cell_type": "code", "collapsed": false, "input": [ "Ddistrib_avec = genfromtxt(\"classes_diametre_avec_eclaircies.csv\", skiprows=1, names=True, dtype=['S5', 'i'], delimiter=\";\")" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 33 }, { "cell_type": "code", "collapsed": false, "input": [ "nb_classes = Ddistrib_avec.size\n", "fig, ax = subplots()\n", "ax.set_xlabel(u\"Diam\u00e8tre (cm)\", fontsize=14)\n", "ax.set_ylabel(\"Nombre d'arbres\", fontsize=14)\n", "ax.set_title(u\"R\u00e9partition par classes de diam\u00e8tres\\navec des \u00e9claircies\", fontsize=16)\n", "width=0.5\n", "ax.set_xticks(arange(nb_classes) + width/2)\n", "ax.set_xticklabels(Ddistrib_avec['diametre'], rotation=70, fontsize=11)\n", "barres = ax.bar(arange(nb_classes), Ddistrib_avec['N'], width=width)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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bG5tiI9X/8MMPcHJygouLCyZNmqTMFBhjjBWh1Db+wYMHY9SoURKP+Z06dQr7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\nP4PBYMwwWOBnMBiMGcb/AJnKlkWOCr91AAAAAElFTkSuQmCC\n" } ], "prompt_number": 34 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Chargement de code externe" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "La commande magique `%loadpy` charge un script depuis le Web :" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%loadpy http://matplotlib.org/mpl_examples/pylab_examples/animation_demo.py" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 15 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## IPython, ce n'est pas que pour Python" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Gr\u00e2ce \u00e0 la commande magique `%%script`, on peut ex\u00e9cuter dans IPython du code \u00e9crit dans d'autres langages. Pour l'instant, seuls bash, perl, ruby et R sont impl\u00e9ment\u00e9s." ] }, { "cell_type": "code", "collapsed": false, "input": [ "%%script perl\n", "$_=\"krJhruaesrltre c a cnp,ohet\";$_.=$1,print$2while s/(..)(.)//;" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Just another perl hacker," ] } ], "prompt_number": 35 }, { "cell_type": "code", "collapsed": false, "input": [ "%%script ruby\n", "puts \"Hello from Ruby #{RUBY_VERSION}\"" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Hello from Ruby 1.9.3\n" ] } ], "prompt_number": 36 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Mais cela ne doit pas nous faire oublier que Python est la seule et unique Voie menant \u00e0 la V\u00e9rit\u00e9. Nous nous s\u00e9parerons donc sur les dix-neuf mantras de l'enseignement zen pythonicien :" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import this" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "The Zen of Python, by Tim Peters\n", "\n", "Beautiful is better than ugly.\n", "Explicit is better than implicit.\n", "Simple is better than complex.\n", "Complex is better than complicated.\n", "Flat is better than nested.\n", "Sparse is better than dense.\n", "Readability counts.\n", "Special cases aren't special enough to break the rules.\n", "Although practicality beats purity.\n", "Errors should never pass silently.\n", "Unless explicitly silenced.\n", "In the face of ambiguity, refuse the temptation to guess.\n", "There should be one-- and preferably only one --obvious way to do it.\n", "Although that way may not be obvious at first unless you're Dutch.\n", "Now is better than never.\n", "Although never is often better than *right* now.\n", "If the implementation is hard to explain, it's a bad idea.\n", "If the implementation is easy to explain, it may be a good idea.\n", "Namespaces are one honking great idea -- let's do more of those!\n" ] } ], "prompt_number": 1 } ], "metadata": {} } ] }