{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "4. Matplotlib." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Antes de comenzar..." ] }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "4.1. Descripci\u00f3n." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Matplotlib es una biblioteca para generar figuras en 2 y 3 dimensiones.\n", "* Es f\u00e1cil de aprender.\n", "* Soporta $\\LaTeX$ para etiquetas y texto.\n", "* Cada uno de los elementos de la figura pueden controlarse **programaticamente** (reproducibilidad).\n", "* Varios formatos para la exportaci\u00f3n de las figuras: PNG, PDF, SVG y EPS.\n", "* GUI para la exploraraci\u00f3n interactiva las figuras." ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "4.1.1. API tipo MATLAB." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Esta API est\u00e1 dise\u00f1ada para ser compatible con la funciones de \"plotting\" de MATLAB, de manera tal que la transici\u00f3n desde dicha plataforma sea lo m\u00e1s amena posible.\n", "\n", "Para utilizar esta API, se encesita importar el m\u00f3dulo `pylab`: " ] }, { "cell_type": "code", "collapsed": false, "input": [ "from pylab import *" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "x = linspace(0, 5, 10)\n", "y = x ** 2" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "figure()\n", "plot(x, y, 'r')\n", "xlabel('x')\n", "ylabel('y')\n", "title('titulo')\n", "show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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vry/t27fHaDTSqVMnS2VybC+9BH/8I7i7q04ibmP48OF4enrSrl27Kn+PwWAg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\nQtg5KeRCCGHnpJALIYSd+x+KWiAMhq55PQAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Recomendaci\u00f3n**: Usen esta API s\u00f3lo para la transici\u00f3n desde MATLAB o para el trabajo *sucio*, para todo lo dem\u00e1s... " ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "4.1.2. API OO (Orientada a Objetos)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Esta API est\u00e1 dise\u00f1ada para tener un complto control en cada uno de los objetos que forman parte de la figura.\n", "\n", "Las ventajas de esta API se evidencian a medida que las figuras se complejizan." ] }, { "cell_type": "code", "collapsed": false, "input": [ "import matplotlib.pyplot as plt" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "fig = plt.figure()\n", "\n", "axes = fig.add_axes([0.1, 0.1, 0.8, 0.8])\n", "\n", "axes.plot(x, y, 'r')\n", "\n", "axes.set_xlabel('x')\n", "axes.set_ylabel('y')\n", "axes.set_title('title');" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Entonces, a la hora de complejizar la figura:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig = plt.figure()\n", "\n", "axes1 = fig.add_axes([0.1, 0.1, 0.8, 0.8]) # ejes principales\n", "axes2 = fig.add_axes([0.2, 0.5, 0.4, 0.3]) # ejes sel inserto\n", "\n", "# figura principal\n", "axes1.plot(x, y, 'r')\n", "axes1.set_xlabel('x')\n", "axes1.set_ylabel('y')\n", "axes1.set_title('titulo')\n", "\n", "# inserto\n", "axes2.plot(y, x, 'g')\n", "axes2.set_xlabel('y')\n", "axes2.set_ylabel('x')\n", "axes2.set_title('titulo del inserto');" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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usxgu9VzEBSOTZ/QbBj18CLz5JtC6NbB+PWDOOUOGwi4mLVSmi2nB8QU4fes0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\n4L33gJo1RScjqtJYIEi5UlO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"text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Aunque para trabajar con figuras complejas es recomendable utilizar el sistema de \"layouts\" que posee matplotlib a traves de `subplots`:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, axes = plt.subplots()\n", "\n", "axes.plot(x, y, 'r')\n", "axes.set_xlabel('x')\n", "axes.set_ylabel('y')\n", "axes.set_title('titulo');" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, axes = plt.subplots(nrows=1, ncols=2)\n", "\n", "for ax in axes:\n", " ax.plot(x, y, 'r')\n", " ax.set_xlabel('x')\n", " ax.set_ylabel('y')\n", " ax.set_title('titulo');" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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PACgoKMD69esRERGhIhTz+v57eVTysmUs+B6Cee2kt9+WP73Om8eCr4CS4Z2c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\n", "text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Para lidiar con el \"overlapping\", se puede utilizar el m\u00e9todo `tight_layout` que hace los ajustes necesarios autom\u00e1ticamente." ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, axes = plt.subplots(nrows=1, ncols=2)\n", "\n", "for ax in axes:\n", " ax.plot(x, y, 'r')\n", " ax.set_xlabel('x')\n", " ax.set_ylabel('y')\n", " ax.set_title('title')\n", " \n", "fig.tight_layout()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "4.2. Propiedades b\u00e1sicas de las figuras." ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "4.2.1. Tama\u00f1o, Ratio y DPI." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Cuando creamos la figura, podemos especificar el ratio y el DPI, a trav\u00e9s de los argumentos `figsize` (tupla: (ancho,alto) en pulgadas) y `dpi` (pixel por pulgada). \n", "\n", "Para crear una figura de 800 x 400 pixeles:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " fig = plt.figure(figsize=(8,4), dpi=100)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Incluso podemos pasar estos mismos argumentos a `subplots`." ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, axes = plt.subplots(figsize=(12,3))\n", "\n", "axes.plot(x, y, 'r')\n", "axes.set_xlabel('x')\n", "axes.set_ylabel('y')\n", "axes.set_title('titulo');" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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kslRgvvxQk4SEBP3kJz9h4h2aOnWqhg8frkOHDqlnz55auXKl2SXBAnJzc5WV\nlaVPP/1UdrtddrtdOTk5ZpcFkxUVFWnkyJFKTEzUsGHDlJKSolGjRpldFiyE9k/UOHXqlJKSkmr/\nvUhOTtbYsWMbvNZS28oBAAAAVmOpFWYAAADAagjMAAAAQBMIzAAAAEATCMwAAABAEwjMAAAAQBMI\nzAAAAEATCMwAAABAEwjMAAAAQBMIzAAQ4D7//HMNGjRIFy5c0NmzZzVgwAB99dVXZpcFAEGDk/4A\nIAg8//zzOn/+vM6dO6eePXtqzpw5ZpcEAEGDwAwAQaCqqkqDBw9Wu3bttHv3btlsNrNLAoCgQUsG\nAASBM2fO6OzZs6qoqNC5c+fMLgcAggorzAAQBFJTU/Xwww/r6NGjKioq0tKlS80uCQCCRmuzCwAA\nXJ/Vq1frxhtv1JQpU1RdXa3hw4fL6XTK4XCYXRoABAVWmAEAAIAm0MMMAAAANIHADAAAADSBwAwA\nAAA0gcAMAAAANIHADAAAADSBwAwAAAA0gcAMAAAANOH/AHrLtkACBklAAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 12 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "4.2.2. Guardando las figuras..." ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig.savefig(\"filename.png\")" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 13 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Opcionalmente se puede especificar las resolusci\u00f3n DPI o elegir distintos formatos de archivo:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig.savefig(\"filename.png\", dpi=200)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 14 }, { "cell_type": "code", "collapsed": false, "input": [ "fig.savefig(\"filename.svg\")" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 15 }, { "cell_type": "markdown", "metadata": {}, "source": [ "\u00bfQu\u00e9 formatos puedo elegir? \n", "\n", "* PNG, JPG, EPS, SVG y PDF." ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "4.2.3. Leyendas, etiquetas y t\u00edtulos." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* T\u00edtulos:\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " ax.set_title(\"title\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Etiquetas en los ejes:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " ax.set_xlabel(\"x\")\n", "\n", " ax.set_ylabel(\"y\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Leyendas:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " ax.legend([\"curve1\", \"curve2\", \"curve3\"]) # MATLAB API" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " ax.plot(x, x**2, label=\"curve1\") # OO API\n", " ax.plot(x, x**3, label=\"curve2\")\n", " ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "La ventaja del \u00faltimo m\u00e9todo es que se actualiza autom\u00e1ticamente si adicionamos o quitamos curvas.\n", "\n", "La funci\u00f3n `legend` puede tomar un argumento opcional `loc` para localizar la leyenda en diferentes posiciones. M\u00e1s info: http://matplotlib.org/users/legend_guide.html#legend-location" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " ax.legend(loc=0) # let matplotlib decide the optimal location\n", " ax.legend(loc=1) # upper right corner\n", " ax.legend(loc=2) # upper left corner\n", " ax.legend(loc=3) # lower left corner\n", " ax.legend(loc=4) # lower right corner\n", " # y m\u00e1s opciones disponibles" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Un ejemplo de figura configurando lo que hemos descripto:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = subplots()\n", "\n", "ax.plot(x, x**2, label=\"y = x**2\")\n", "ax.plot(x, x**3, label=\"y = x**3\")\n", "ax.set_xlabel('x')\n", "ax.set_ylabel('y')\n", "ax.set_title('titulo')\n", "ax.legend(loc=2); # esquina superior izquierda" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 16, "text": [ "" ] }, { "metadata": {}, 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FE87pIJ1oGRCRdpILcnye/DmGbR6GqX2ncuZRPcfpKIioiYziDATHBKOyrhJH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\n4ebmhrffflvskEQnk8ng4eG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"text": [ "" ] } ], "prompt_number": 16 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "4.2.4. Formateando texto..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Latex\n", "\n", "Matplotlib tiene soporte para Latex. Solo debemos usar signos de dolar **`$`** encapsulando el texto que nos interesa, por ejemplo `\"$y=x^3$\"`.\n", "\n", "Para evitar problemas con Python a la hora de utilizar la barra invertida, debemos usar texto precedido por la letra \"**`r`**\" (por \"raw\"), por ejemplo `r\"\\alpha\"` o `r'\\alpha'` en lugar de `\"\\alpha\"` o `'\\alpha'`." ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = subplots()\n", "\n", "ax.plot(x, x**2, label=r\"$y = \\alpha^2$\")\n", "ax.plot(x, x**3, label=r\"$y = \\alpha^3$\")\n", "ax.set_xlabel(r'$\\alpha$', fontsize=18)\n", "ax.set_ylabel(r'$y$', fontsize=18)\n", "ax.set_title('titulo')\n", "ax.legend(loc=2); # esquina superior izquierda" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 17, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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hI9iyICK1ZJdlY0nUEshqZDjy8hEMshgkdknUjtiyIKKHEgQBX576EiODRsKz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\nBVxdXREREaGT/y4AoKqqCl2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"text": [ "" ] } ], "prompt_number": 17 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Incluso podemos cambiar globalmente el tama\u00f1o y el tipo de fuente:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Actualizar par\u00e1metros de configuraci\u00f3n:\n", "matplotlib.rcParams.update({'font.size': 12, 'font.family': 'serif'})" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = subplots()\n", "\n", "ax.plot(x, x**2, label=r\"$y = \\alpha^2$\")\n", "ax.plot(x, x**3, label=r\"$y = \\alpha^3$\")\n", "ax.set_xlabel(r'$\\alpha$')\n", "ax.set_ylabel(r'$y$')\n", "ax.set_title('titulo')\n", "ax.legend(loc=2); # upper left corner" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 19, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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3pgycInY5GoPTjBORVvjp4k94dd+r2DVjF+dwaiVOM05EHd7//fF/CD4cjP1/\n248RvUaIXU6HxKAgIo21IXEDPjnxCWLnxWKw1WCxy+mwGBREpHEEQcCq46uwI3UHEgISYGtqK3ZJ\nHRqDgog0iiAIePvI2ziUewjHXznOS2BVgEFBRBqjuqYaC/cvRMatDMQHxMOsq5nYJWkFBgURaQSZ\nXIY5e+aguKIYR+YeQffO3cUuSWuIPuCOiOhR7lXew+SYyagRarB/9n6GhIoxKIhIrRXdL8K4nePQ\n07Ands3YxbmbRMCgICK1lV+WD+9Ib4zoOQLbJm+Dbif2louBQUFEaulK8RU8s+MZzHCagTXj16CT\nhIcrsTCeiUjtnL91HuN3jsfbo9/G60+/LnY5Wo9BQURqJelGEiZFT8JnYz/DXJe5YpdDYFAQkRrh\nDLDqiUFBRGqBM8CqLwYFEYmOM8CqNwYFEYmKM8CqPwYFEYmCM8BqDgYFEakcZ4DVLAwKIlIpzgCr\neRgURKQynAFWM3FMPBGpBGeA1VxqFRTZ2dnQ09NDQkKCYllqaipGjRoFDw8PTJ48GYWFhSJWSESP\ngzPAaja1CooPPvgA+vr1/wNVVlZiypQpWL16NU6cOIFhw4YhMDBQxAqJqLU4A6zmU5v/YomJiTA0\nNISlpaVi2cGDB6GrqwsvLy8AwPz582FjY4M7d+7A3NxcrFKJqIWuFF+B7398MW/IPLzv+T4kEonY\nJdFjUJsWRWhoKEJCQpSWJSYmwsnJSfG6d+/eMDAwQEpKiqrLI6JWOn/rPDx3eOKNEW9ghdcKhoQG\nU4sWxcGDB+Hs7IxevXopLZdKpTAyMlJaZmJigoKCAlWWR0StxBlgOxbRg6KmpgafffYZ9uzZ0+A9\niUTS6LcQQRBUURoRPQbOANvxiB4UUVFRGD9+PExMTBTL6oLAysoKZ8+eVVq/uLgYVlZWjW4rNDRU\n8dzb2xve3t5tXi8RNY0zwKq/uLg4xMXFteozEkHkr+eBgYE4d+4c9PT0AACnT5/GwIEDYWNjg4CA\nAAQHByMnJwcAkJeXB1tbW0il0gYnsyUSCVsaRCKqmwF23+x9nAFWg7Tk2Cl6UDzM1tYWkZGR8PT0\nhEwmw4ABA/Dtt9/C09MTYWFhyMzMxK5duxp8jkFBJJ66GWB/8fuFM8BqGI0KirS0NHz44Yc4dOgQ\n3NzcMG3aNLz55ptITU3F4sWLoaOjAzMzM0RERMDU1LTB5xkURKr34AywR+Ye4QywGkijguJJMSiI\nVOte5T0khCMsAAAUHUlEQVQEHw7Gb3m/4fCcw5wBVkO15NipNuMoiEhzxF+Jx5BNQ1BeVc5pwrWA\n6Fc9EZHmuFd5D/+K/Re+P/89Nk3chEkDJoldEqkAWxRE1CLHrx6HyyYXFFYUIn1ROkNCi7BFQUTN\nKq8qx79i/4XdmbuxceJGTB4wWeySSMXYoiCiJp24dgIum1xwu/w20helMyS0FFsURNRAeVU53ot9\nD7sydmHDxA2YOnCq2CWRiBgURKTkZN5JBPwYgOE9hyN9UTrMDTilv7ZjUBARAOB+1X28f+x9RJ2L\nwjfPf4MXnV4UuyRSEwwKIsKpvFMI2BuAoT2GIn1ROiwMLMQuidQIg4JIi92vuo8Pfv0AO9N3Yv2E\n9Zg+aLrYJZEaYlAQaanT108j4McAuPRwwR+Bf8Cym+WjP0RaiUFBpGUq5BUI+TUE3/7xLb6e8DVm\nDJohdkmk5hgURFrk9//9joAfA+Bs5cxWBLUYg4JIC1TIKxAaF4qI1Ah8NeErvDT4JbFLIg3CoCDq\n4BL/l4iAvQFwsnDCH4v+gFW3xm8lTNQUBgVRByWTyxAaF4rtqdux7q/rMGvwLEgkErHLIg3EoCDq\ngOpaEQPMB+CPwD9g3d1a7JJIgzEoiDoQmVyGlfErsfXsVqwdvxYvO7/MVgQ9MQYFUQeRfCMZAXsD\n4GDmgLTANPTo3kPskkgNCQJw7Rpw6hSQnNyyzzAoiDRcZXUlPoz/EFtStuDL8V9itvNstiJIQSYD\nzp4FTp6sfZw6BcjlwOjRwKhRLduGRHjUXbU1REtuEE7U0aTcTEHAjwGwM7XDphc2sRVBuHmzNgzq\nQiE1Fejfvz4YRo8GbG2Buu8SLTl2ih4Ucrkc69evx969eyEIAiorK/HRRx/h2WefBQCkpqZi0aJF\n0NHRgZmZGSIiImBmZtZgOwwK0iaV1ZX4KOEjbE7ejPBx4fD7ix9bEVpILgf++EO5tVBSUh8Io0YB\nI0YA3bs3vQ2NCIorV67g2WefRVpaGgwNDXH06FFMmzYNWVlZMDc3h6OjI7799lt4eXkhNDQUmZmZ\n+O677xpsh0FB2iI1PxX+P/qjn3E/bH5hM54yfErskkhFbt8GTp+uD4WkJKBvX+XWQv/+QKdW3LtU\nI4KisLAQBw8ehJ+fn2KZpaUlNm7cCD09PQQFBSE3NxcAcP36ddjY2EAqlcLcXPlmKgwK6ugqqyux\n6vgqbEjcgC/GfYG5Q+ayFdGB1dQAmZn1oXDyJJCfX9tCqAuGp58GTE2f7Pe05Ngp+slsMzMzpZCo\n636ysrLC4cOHMXDgQMV7vXv3hoGBAVJSUuDr6ytGuUQqJ5PLEH0uGp/99hnsTO2QGpiKnoY9xS6L\n2lhJCXDmTH0onDkDWFrWh8KyZcDgwYCOjuprEz0oHhYfHw8bGxs888wz+M9//gNjY2Ol901MTFBQ\nUCBSdUSqc6f8DjYlbcI3id/gL9Z/wdq/roWvnS9bER2AIADZ2fWhcPIkcPky4OZWGwxLlgA7d9YG\nhTpQq6CoqKjAe++9h4iICEgkEsXjYexioo4s+0421p5ei+hz0Zg6cCoOzz0MZytnscuiJ1BaWjtm\noS4YTp8GDAzqWwuvvQa4uAB6emJX2ji1CQpBELBgwQIEBQVh6NChAAArKyucPXtWab3i4mJYWTU+\nqVloaKjiube3N7y9vdurXKI2JQgCTlw7gfBT4fgt7zcsdFuIzCWZvNxVA5WU1I5bSE4GUlJqf+bl\nAUOG1AaDvz+waRPQq5c49cXFxSEuLq5VnxH9ZHadoKAgODg4YPHixaisrIRUKkVKSgqCg4ORk5MD\nAMjLy4OtrS1PZlOHIa+R4/vM7xF+KhwlFSVYNnIZ/F39YaBnIHZp1ALFxfVhUPfzxo3aUHBzq384\nOQG6avO1XJlGXPUEAJ9++ilu3LiBVatWQRAEXLt2Dbt378a7776L/v3749tvv4WnpyfCwsKQmZmJ\nXbt2NdgGg4I0yV3ZXWxN2Yp1Z9ahn3E/BI8KxqQBk9BJ0orrGkmlCgvrw6AuGKTS2i6jB0Nh4EBx\nTjg/Lo0IiqysLKUrm+qEhobigw8+QGpqKhYvXqw04M60kevBGBSkCa6VXMO60+sQkRaBcfbjEDQy\nCO693MUuix5y+7ZyKCQnA3fuAK6uyqHQv79mhUJjNCIo2gqDgtRZ0o0khJ8Kx+HcwwhwCcAbT7+B\nfib9xC6LABQUNAyF4mJg2LDaR10oODq2biCbpmBQEImoRqjBTxd/QvipcFwtuYo3n34T84fNh5G+\nkdilaa38fOXzCcnJQFlZw1Cwt++YodAYBgWRCMqryhGRGoG1p9fCuIsxgkcFY8agGdDtpKZnMzuo\nGzeUzyckJwP379cGwYOhYGdXP0GeNmJQEKlQflk+1v++HpuTN2NMnzEIHhUMj74eHCDXzsrLgfPn\ngXPn6h+pqUBVVcNQsLHR7lBoDIOCSAXSpelYc3oNfrzwI/7m/Df8Y+Q/4GjuKHZZHU5VFZCVpRwI\n584B16/XnlR2dq5/DBlSO1keQ+HRNGKuJyJNJAgCjlw6gvBT4fhD+geWui9Fzus5MDcwf/SHqVk1\nNbXTWTwcCDk5tQf/ujD4299qfzo4qO+I5o6CLQqiVpDJZYhKj8Ka02sAAMGjgjHbeTb0dfVFrkzz\nCELtTXbS05UD4fx5wNxcuYXg7Fw7PqFrV7Gr7njY9UTURh6eoC94VDAn6GuFO3eAjIyGrQQ9vYaB\nMGgQ8NBcoNSOGBRETyj7Tja+PP0los9FY9rAaQgaFcQJ+ppRVlZ7D4WHA+HevYaBMHgw0MS0baRC\nPEdB9Biqa6px/NpxrD29VjFB3/kl5zlB3wMKC2unyc7OVg4GqbS2i6guDHx9a3/27s0Ty5qMLQoi\nAFeKr+Bw7mEcuXQEsZdi0ce4DwLdArV6gr7S0togyMqqD4W613J57ZVGjo61E97VBYOdneZPaaFt\n2PVE1IS7srv49fKvinAokZXA184X4+zHYazdWK25g1x5ee3VRA+GQN3zsrLaK4ocHWsfdcHg6Fh7\nQx22EDoGBgXRn+Q1ciT+LxFHLh3B4dzDSJOmYVTvUYpw+Iv1XzrszK0yGXDpUuOtg9u3a1sBDweB\noyPQsyfDQBswKEirXSq6pGgxHLt8DH2N+2Kc3Tj42vvimb7PoKtex7nWUi4HrlxpvJvo5s3a8QcP\nB0H//rXnDthVpN0YFKRViiuKFd1Jhy8dRnlVuVJ3kqafjK6urr1T2sNBkJ0NXLtW2wJ4OAgcHYF+\n/TggjZrGoKAOraq6Cr//73dFqyG9IB1j+ozBOPtx8LXzhbOVs0aNc7h/vzYIrl0Drl5t+PN//6s9\nN9DYOQM7O0CfY/7oMTAoqEMRBAG5Rbm1LYbcw4i7Egc7UztFq2FM3zHoottF7DIbJQi1g86aCoFr\n12rvtdy7d20LoG/fhj/79AG6qOefRxqMQUEar+h+EWIvx+JI7hEcvnQYldWVihbDWLuxsOqmHiO2\nqqpqv/HXHfQbCwJ9/cYDoO6ntbX23AOB1AeDgjROVXUVTl8/rehOyryVCY++HopwGGQ5SJTupLt3\nm28NSKVAjx7NB4GhocrLJnokBgWpvRqhBtl3shWXrcZfjYejmaOiO2l0n9HtOuFeZWXtQT4/v/5n\n3ePBIKisbDoA+vWrPZHME8akiRgUpBbkNXJcLb6KnMIc5BblIqcwR/H8UtElWHezxnO2z8HX3hfP\n2T4Hy26WT/b75LXjAx486D8YAg8+LyurPUHco0ftw9q6/nnfvvVBYGbGMQXUMTEoSGUq5BW4XHS5\n0TDIK8lDj+494GDmoHjYm9rDwcwBdqZ26Na52yO3X1NTO79Qcwf9uueFhbUH9gcP+k09NzPjeQHS\nbh0mKCoqKhAYGIiLFy9CLpdj1apV8PX1VVqHQdH+yirLkFuYqxQEdWEgLZOir3HfBkHgYOYAGxOb\nRruPqqqA4uJHB0B+PnDrFtC9e/MH/brnlpaALqe7JGqRDhMU77zzDqRSKXbs2IHs7GyMHDkS58+f\nh9UDcxQzKNpG0f2iBq2CutclFSWwM7VTCoN+Rg6w6OQAg6o+KC3RRVFR7cG/qOjRj/v3a+878PC3\n/8YCwNqa4wSI2kOHCIqamhpYW1tjz5498PDwAACMHTsWzz//PIKCghTrMSjqxcXFwdvbu9H3BEFA\nwb0CpTC4eCsHWbdzcLkkF1XVVXhK3wHmEgcYVzuga4U9Opc6AEUOkN1+CsVFnZQO9jIZYGpa/zAx\nUX7d3MPQsP27fZrbF9qG+6Ie90W9DnE/ikuXLuHOnTsYOHCgYtmgQYOQlJQkYlWqJwgCymT3UVBc\nilt3S3H7bilul5ai8F4pisrvori8FHcrSnFXVoq0/Ydg9Zsz7slLcb+6FPdrSiETSiFDKe7rSCGp\n1odeqQOEQgdUSe2BOxNgJHeAhcQBFgYWMDOVKB/wnwJMBzV+sO/eXb1P8vKAUI/7oh73ReuofVBI\npVIAgPED90Y0NjZGZmamSn6/INTOsSOXK/981LLqauDe/WrcKS1DYVn9Ab3kfilK7pfibmUpyipL\nca+qFPfkd3G/pvagLkMpKlGKqk53Ie9UimrdUtTolkLoXArU6EJSaQRJlSF0qg2hW20IPcEQ+oIR\n9CWG6NLJEAadDFFZZojupcPxlJ4RDPUNYdzVEMZdDGFqYIgeRpboY2midLA3MFDvgz0RiUvtg6LO\nw4OsGmsqWfxjAgShBjWogSDUQMCfz1EDQRBqfzb2kNQAggBBUvsadctQA0jqHgIknR58rfxeg2Wo\ngdBJDp3qbtCtMURnwRCdYYQu+POArmMIgy6G6G5kCOvORjDS7wHjLrUHddNuhjDvbgTz7oawMDSE\npbEhrIwN0d1Ar0UH9NDQUISGLmyT/U5EpPbnKLKzszFgwAAUFBTAwsICAPD666/jzp07iIqKUqzn\n4OCA3NxcscokItJI9vb2yMnJaXYdtW9R2Nvbw8zMDBcuXFCczM7MzMQLL7ygtN6j/lAiIno8aj/U\nqFOnTnjttdewfft2ALUtjLS0NPj5+YlcGRGRdlD7ricAkMlkCAwMxIULFyCXy/HJJ59g7NixYpdF\nRKQVNCIomtOSUdvaIjk5GbNmzcKKFSvg7+8vdjmikcvlWL9+Pfbu3QtBEFBZWYmPPvoIzz77rNil\nieLrr79W7Itbt25hwYIFWLp0qdhliSY7OxuDBg1CbGwsPD09xS5HFAEBAbh69arSsv3796Nbt8an\n01H7cxSPEhoaColEglOnTjU5alsb7Nu3D1FRUTA2Ntaou7q1h+vXr+Orr75CWloaDA0NcfToUUyZ\nMgUXL15Ez549xS5P5bZt24ajR4/CwsICOTk5cHJywtNPPw13d3exSxPFBx98AH0tH+YvkUjw66+/\ntnh9tT9H0Zyamhps27YNr776KgDA0dERQ4cOxc6dO0WuTPWGDh2KmJgYGBkZiV2K6IyMjPDhhx/C\n8M8bQIwdOxZdunTBqVOnRK5MHDt37lRcMejg4ABTU9MG3ya1RWJiIgwNDWFp+WQzFGsbjQ4Kjtqu\n16dPH7FLUBtmZmZKFzvUdT9p68HB2dlZ8fy///0vDA0NMW7cOBErEk9oaChCQkLELkMtLFq0CJ6e\nnnj++ecRFxfX7Loa3fUk9qht0gzx8fGwsbHR2v5oADh37hxmzZqF8vJy7Nq1SytbngcPHoSzszN6\n9eoldimic3JywnPPPQc3NzckJSXBx8cHJ06cgIuLS6Pra3SLok5LRm2TdqqoqMB7772HiIgIsUsR\nlbOzMzIyMrBnzx5MmTIFiYmJYpekUjU1Nfjss8/w7rvvil2KWvjnP/8JNzc3AMDw4cMxceJEbN68\nucn1NToo6k5YFxcXK5YVFxfD2tparJJIjQiCgAULFiAoKAhDhw4Vuxy14OrqiokTJ+Krr74SuxSV\nioqKwvjx42FiYqJYxi+U9fr06dPseSuNDooHR23XyczM1NqrOUhZcHAwRo4cienTp6OyshJ5eXli\nl6RyhYWF+OGHH5SWGRgYoLy8XKSKxHHixAns378fPj4+8PHxQX5+Pv7xj39g2rRpYpcmis8++0zp\ntVQqbb5LTtBw77zzjvDKK68IgiAIWVlZgrm5uSCVSkWuSjxeXl5CRESE2GWIbvXq1cIbb7whlJWV\nCaWlpUJGRoYQGhoqdlkqd/nyZcHV1VUoLy8XBEEQCgoKhL59+wrffPONyJWJy8bGRoiPjxe7DNH0\n6NFDKCgoEARBEC5duiQYGxsLCQkJTa6v8UFRUVEhBAQECCNHjhSGDx8uHDlyROySRJGeni7MmDFD\nsLS0FNzd3YUFCxaIXZJoLl68KEgkkgaPsLAwsUtTuYqKCmHFihXCqFGjBC8vL8HFxUUICwsTampq\nxC5NFKmpqcL06dOF7t27C15eXsLatWvFLkkUX3zxhTBmzBjBy8tLGD58uLBz585m19f4kdlERNS+\nNPocBRERtT8GBRERNYtBQUREzWJQEBFRsxgURETULAYFERE1i0FBRETNYlAQEVGzGBRERNQsBgUR\nETWLQUFERM1iUBARUbM0+laoROrqxo0b2LFjB1xdXZGQkIBFixbBwsICZWVl6NGjh9jlEbUKg4Ko\njd27dw/Tpk3DgQMHYG5uDisrKyxbtgxz587FCy+8IHZ5RK3GrieiNrZr1y64ubnB3NwcAGBpaYmM\njAxIJBJ07txZ5OqIWo9BQdTGqqqq4ODgoHh979496OjoaO1tN0nz6YSGhoaKXQRRR9K/f38cOXIE\nMpkMmZmZkMlkuHnzJu7evYsBAwZAT09P7BKJWoV3uCMiomax64mIiJrFoCAiomYxKIiIqFkMCiIi\nahaDgoiImsWgICKiZjEoiIioWQwKIiJqFoOCiIia9f80/9mhnfwuFAAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 19 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "4.2.5. Eligiendo colores y tipos de linea." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* MATLAB API:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " ax.plot(x, x**2, 'b.-') # linea azul con puntos (blue line with dots)\n", " ax.plot(x, x**3, 'g--') # linea verde entrecordata (green dashed line)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Podemos definir colores por su nombre o c\u00f3dido RGB con el argumento `color` y transparencia con el argumento `alpha`:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = subplots()\n", "\n", "ax.plot(x, x+1, color=\"red\", alpha=0.5) # rojo, transparencia a la mitad\n", "ax.plot(x, x+2, color=\"#1155dd\") # c\u00f3digo RGB para el UN azul\n", "ax.plot(x, x+3, color=\"#15cc55\") # c\u00f3digo RGB para el UN verde" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 20, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 20 }, { "cell_type": "markdown", "metadata": {}, "source": [ "4.2.6. Ancho y estilo de lineas.\n", "\n", "Para cambiar el ancho de las lineas usamos el arguemnto `linewidth` o `lw`, y podemos seleccionar el estilo de linea usando el argumento `linestyle` o `ls`:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = subplots(figsize=(12,6))\n", "\n", "ax.plot(x, x+1, color=\"blue\", linewidth=0.25)\n", "ax.plot(x, x+2, color=\"blue\", linewidth=0.50)\n", "ax.plot(x, x+3, color=\"blue\", linewidth=1.00)\n", "ax.plot(x, x+4, color=\"blue\", linewidth=2.00)\n", "\n", "# posible opciones de linestype \u2018-\u2018, \u2018\u2013\u2019, \u2018-.\u2019, \u2018:\u2019, \u2018steps\u2019\n", "ax.plot(x, x+5, color=\"red\", lw=2, linestyle='-')\n", "ax.plot(x, x+6, color=\"red\", lw=2, ls='-.')\n", "ax.plot(x, x+7, color=\"red\", lw=2, ls=':')\n", "\n", "# interlineado personalizado\n", "line, = ax.plot(x, x+8, color=\"black\", lw=1.50)\n", "line.set_dashes([5, 10, 15, 10]) # formato: longitud de linea, longitud de espacios, ...\n", "\n", "# s\u00edmbolod marcadores: marker = '+', 'o', '*', 's', ',', '.', '1', '2', '3', '4', ...\n", "ax.plot(x, x+ 9, color=\"green\", lw=2, ls='*', marker='+')\n", "ax.plot(x, x+10, color=\"green\", lw=2, ls='*', marker='o')\n", "ax.plot(x, x+11, color=\"green\", lw=2, ls='*', marker='s')\n", "ax.plot(x, x+12, color=\"green\", lw=2, ls='*', marker='1')\n", "\n", "# tama\u00f1o y color del marcador\n", "ax.plot(x, x+13, color=\"purple\", lw=1, ls='-', marker='o', markersize=2)\n", "ax.plot(x, x+14, color=\"purple\", lw=1, ls='-', marker='o', markersize=4)\n", "ax.plot(x, x+15, color=\"purple\", lw=1, ls='-', marker='o', markersize=8, markerfacecolor=\"red\")\n", "ax.plot(x, x+16, color=\"purple\", lw=1, ls='-', marker='s', markersize=8, \n", " markerfacecolor=\"yellow\", markeredgewidth=2, markeredgecolor=\"blue\");" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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f4Pb539u2DfRuKcyiFWyt4niv6AhkgwYGWyIiCre8vDx0y+mGXdm75AJrOyFb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\nbQTqJDH9AAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 21 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "4.3. Otras propiedades de las figuras." ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "4.3.1. Apariencia de los ejes." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Podemos modificar el rango de los ejes usando los m\u00e9todos `set_ylim` y `set_xlim`, o `axis('tight')` para obtener ejes auto-ajustados:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, axes = subplots(1, 3, figsize=(12, 4))\n", "\n", "axes[0].plot(x, x**2, x, x**3)\n", "axes[0].set_title(\"rango default\")\n", "\n", "axes[1].plot(x, x**2, x, x**3)\n", "axes[1].axis('tight')\n", "axes[1].set_title(\"ranjo auto-ajustado\")\n", "\n", "axes[2].plot(x, x**2, x, x**3)\n", "axes[2].set_ylim([0, 60])\n", "axes[2].set_xlim([2, 5])\n", "axes[2].set_title(\"rango personalizado\");" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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bb7/Fhg0b8OTJEwBlF74TJ05Ue4esnIWFBc6fPy98AYyLi8PDhw+r/K1fuHABBQUFAICN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\nU9gKG2UaXdQNOdeEQqGARsPo35mQv1HTXIUwxnDs9jEsPb0UCZkJmNF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"text": [ "" ] } ], "prompt_number": 22 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "4.3.2. \"Ticks\" y etiquetas de \"ticks\" personalizadas." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Podemos setear \"ticks\" en el eje horizontal y vertical, usando los m\u00e9todos `set_xticks` y `set_yticks`, los cuales toman una lista de valores para determinar d\u00f3nde se ubican.\n", "\n", "Tambi\u00e9n podemos usar los m\u00e9todos `set_xticklabels` y `set_yticklabels` para usar una lista personalizada de etiquetas para cada \"tick\":" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = subplots(figsize=(10, 4))\n", "\n", "ax.plot(x, x**2, x, x**3, lw=2)\n", "\n", "ax.set_xticks([1, 2, 3, 4, 5])\n", "ax.set_xticklabels([r'$\\alpha$', r'$\\beta$', r'$\\gamma$', r'$\\delta$', r'$\\epsilon$'], fontsize=18) # etiquetas formateadas por LaTeX\n", "\n", "yticks = [0, 50, 100, 150]\n", "ax.set_yticks(yticks)\n", "ax.set_yticklabels([\"$%.1f$\" % y for y in yticks], fontsize=18); # etiquetas formateadas por LaTeX" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 23, "text": [ "[,\n", " ,\n", " ,\n", " ]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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3uqZF05KVkpninhaNbBHpnhbt07YP06JAHSO8AQCqzTAM/fvYv13Toj9+rFOl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\nZs6caXYJqCV+O+/G7+e9rrz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"text": [ "" ] } ], "prompt_number": 23 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "4.3.3. Grilla." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Podemos activar o desactivar la grilla usando el m\u00e9todo `grid`. \n", "\n", "Tambi\u00e9n podemos personalizar la apariencia de la lineas de la grilla, usando los mismos argumentos que previamente utilzamos para la funci\u00f3n `plot`:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, axes = subplots(1, 2, figsize=(10,3))\n", "\n", "# grilla default\n", "axes[0].plot(x, x**2, x, x**3, lw=2)\n", "axes[0].grid(True)\n", "\n", "# grilla personalizada\n", "axes[1].plot(x, x**2, x, x**3, lw=2)\n", "axes[1].grid(color='b', alpha=0.5, linestyle='dashed', linewidth=0.5)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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Q7b29uYnnu5SVuHnbFt06dcP4kPH1en6pVAqpVAq5HKhWFp6M6SEiIoKtXr1ac33Lli3M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\nCCHEiKi5IoQQQggxov8H0qFeDmuEdKQAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 24 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "4.3.4. \"Spines\" de los ejes." ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = subplots(figsize=(6,2))\n", "\n", "ax.spines['bottom'].set_color('blue')\n", "ax.spines['top'].set_color('blue')\n", "\n", "ax.spines['left'].set_color('red')\n", "ax.spines['left'].set_linewidth(2)\n", "\n", "# ekiminar el spine del eje de la derecha\n", "ax.spines['right'].set_color(\"none\")\n", "ax.yaxis.tick_left() # s\u00f3lo tick en la izquierda" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 25 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "4.3.5. Ejes gemelos." ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax1 = subplots()\n", "\n", "ax1.plot(x, x**2, lw=2, color=\"blue\")\n", "ax1.set_ylabel(r\"area $(m^2)$\", fontsize=18, color=\"blue\")\n", "for label in ax1.get_yticklabels():\n", " label.set_color(\"blue\")\n", " \n", "ax2 = ax1.twinx()\n", "ax2.plot(x, x**3, lw=2, color=\"red\")\n", "ax2.set_ylabel(r\"volume $(m^3)$\", fontsize=18, color=\"red\")\n", "for label in ax2.get_yticklabels():\n", " label.set_color(\"red\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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at8itdNd3VqgA7N/PP233HYPhiRMsnXTunNOXUHXO0I05U4UQJmK1cpPdtGnM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\nx9q147GAYcPs3+fj4wO9vT1nRn3NmjH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"text": [ "" ] } ], "prompt_number": 26 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "4.3.6. \"Spines\" en x = 0 e y = 0." ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = subplots()\n", "\n", "ax.spines['right'].set_color('none')\n", "ax.spines['top'].set_color('none')\n", "\n", "ax.xaxis.set_ticks_position('bottom')\n", "ax.spines['bottom'].set_position(('data',0)) # setear la posici\u00f3n del eje x en x = 0\n", "\n", "ax.yaxis.set_ticks_position('left')\n", "ax.spines['left'].set_position(('data',0)) # setear la posici\u00f3n del eje y en y = 0\n", "\n", "xx = np.linspace(-0.75, 1., 100)\n", "ax.plot(xx, xx**3);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 27 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "4.4. Tipos de figuras." ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "4.4.1. Diferentes tipos de figura." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Para ver la multiplicidad de figuras que pueden obtenerse, pueden visitar http://matplotlib.org/gallery.html." ] }, { "cell_type": "code", "collapsed": false, "input": [ "n = array([0,1,2,3,4,5])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 28 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, axes = subplots(1, 4, figsize=(12,3))\n", "\n", "axes[0].scatter(xx, xx + 0.25*randn(len(xx)))\n", "\n", "axes[1].step(n, n**2, lw=2)\n", "\n", "axes[2].bar(n, n**2, align=\"center\", width=0.5, alpha=0.5)\n", "\n", "axes[3].fill_between(x, x**2, x**3, color=\"green\", alpha=0.5);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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kyZPNxw4dOkRISAht27alR48eZGRkWDFSURWtO74Oja2m0mb0stjwjMjISFQq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\nfviBU6dOMWDAAMt9V155JXl5eS7M6qyOUkcdJaY9taW6LS7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"text": [ "" ] } ], "prompt_number": 29 }, { "cell_type": "code", "collapsed": false, "input": [ "# figura polar\n", "fig = plt.figure()\n", "ax = fig.add_axes([0.0, 0.0, .6, .6], polar=True)\n", "t = linspace(0, 2 * pi, 100)\n", "ax.plot(t, t, color='blue', lw=3);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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RlJl8qWuoqy11D2FWVSk2SuqOUB06AN99B9S2MEtNTa13Ol4bioqATz4BWrbk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\nEon0qogXCoWIjo7G9evX1b4ks7KAgAC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"text": [ "" ] } ], "prompt_number": 30 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "4.4.2 Anotaci\u00f3n de texto." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Puede anotarse texto usando la funci\u00f3n `text`, que soporta LaTeX:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = subplots()\n", "\n", "ax.plot(xx, xx**2, xx, xx**3)\n", "\n", "ax.text(0.15, 0.2, r\"$y=x^2$\", fontsize=20, color=\"blue\")\n", "ax.text(0.65, 0.1, r\"$y=x^3$\", fontsize=20, color=\"green\");" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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yFikpwODBQFaWoSMiIl1ISAC6dQMGDQKWLAHMyjme8viV45iwfQI2v7EZDWs1VDZII1Sl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\nIyJ6RJVKCEHhQVj05yIc9Du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"text": [ "" ] } ], "prompt_number": 31 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "4.4.3. Figuras conteniendo multiples subplots e insertos." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Se pueden agregar nuevos ejes a una figura usando el m\u00e9todo `make_axes` o usando un layout manager como `subplots` o `subplot2grid` o `gridspec`:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* `subplots`" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = subplots(2, 3)\n", "fig.tight_layout()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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ArwR9ZWdnx/ByY3RW5IVZSfwX88KvW5WXKYggOzsbaWlp6O7uRlFREQDA4/GgoqIiZKzT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\nwIZERERKYEMiIiIlsCEREZES/g9Ue750bUij8wAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 32 }, { "cell_type": "markdown", "metadata": {}, "source": [ "* `subplot2grid`" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig = plt.figure()\n", "ax1 = plt.subplot2grid((3,3), (0,0), colspan=3)\n", "ax2 = plt.subplot2grid((3,3), (1,0), colspan=2)\n", "ax3 = plt.subplot2grid((3,3), (1,2), rowspan=2)\n", "ax4 = plt.subplot2grid((3,3), (2,0))\n", "ax5 = plt.subplot2grid((3,3), (2,1))\n", "fig.tight_layout()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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g/Pnz2L17N0pLS6HRaEZVCSapY/Xdd9/h119/RUJCApYsWYKSkhJ89dVXiI+Px/nz510d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\nlYWYmBiYzWZUVFQgNDQUra2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"text": [ "" ] } ], "prompt_number": 33 }, { "cell_type": "markdown", "metadata": {}, "source": [ "* `gridspec`" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import matplotlib.gridspec as gridspec" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 34 }, { "cell_type": "code", "collapsed": false, "input": [ "fig = figure()\n", "\n", "gs = gridspec.GridSpec(2, 3, height_ratios=[2,1], width_ratios=[1,2,1])\n", "for g in gs:\n", " ax = fig.add_subplot(g)\n", " \n", "fig.tight_layout()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 35 }, { "cell_type": "markdown", "metadata": {}, "source": [ "* `add_axes`" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = subplots()\n", "\n", "ax.plot(xx, xx**2, xx, xx**3)\n", "fig.tight_layout()\n", "\n", "# inserto\n", "inset_ax = fig.add_axes([0.2, 0.55, 0.35, 0.35]) # X, Y, ancho, alto\n", "\n", "inset_ax.plot(xx, xx**2, xx, xx**3)\n", "inset_ax.set_title('zoom cerca del origen')\n", "\n", "# set axis range\n", "inset_ax.set_xlim(-.2, .2)\n", "inset_ax.set_ylim(-.005, .01)\n", "\n", "# set axis tick locations\n", "inset_ax.set_yticks([0, 0.005, 0.01])\n", "inset_ax.set_xticks([-0.1,0,.1]);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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XShvH4cNimndUFFC+GGdXp2em46N/PsL5h+exZ8ge1DWrWyz9loZ9ixVNero4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\naSjarGgDx+qO+HvI35yMGGOsGPAR0lv239yP4Tu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"text": [ "" ] } ], "prompt_number": 36 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "4.4.4. Mapa de colores y figuras de contorno." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lista de mapas de colores predefinidos: http://www.scipy.org/Cookbook/Matplotlib/Show_colormaps" ] }, { "cell_type": "code", "collapsed": false, "input": [ "alpha = 0.7\n", "phi_ext = 2 * pi * 0.5\n", "\n", "def flux_qubit_potential(phi_m, phi_p):\n", " return 2 + alpha - 2 * cos(phi_p)*cos(phi_m) - alpha * cos(phi_ext - 2*phi_p)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 37 }, { "cell_type": "code", "collapsed": false, "input": [ "phi_m = linspace(0, 2*pi, 100)\n", "phi_p = linspace(0, 2*pi, 100)\n", "X,Y = meshgrid(phi_p, phi_m)\n", "Z = flux_qubit_potential(X, Y).T" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 38 }, { "cell_type": "markdown", "metadata": {}, "source": [ "* `pcolor`" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = subplots()\n", "\n", "p = ax.pcolor(X/(2*pi), Y/(2*pi), Z, cmap=cm.RdBu, vmin=abs(Z).min(), vmax=abs(Z).max())\n", "cb = fig.colorbar(p)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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nck6bmNF5/Vxa3MAw6ippRxY/l9TVfRJN5KJlby1D4WgsbbP6gu7FJ/GQr5wt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\neBPmOI6T0d+Xy7/LNaVTCwAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 39 }, { "cell_type": "markdown", "metadata": {}, "source": [ "* `imshow`" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = subplots()\n", "\n", "im = imshow(Z, cmap=cm.RdBu, vmin=abs(Z).min(), vmax=abs(Z).max(), extent=[0, 1, 0, 1])\n", "im.set_interpolation('bilinear')\n", "\n", "cb = fig.colorbar(im)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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EsnbRq3msCZhtxm9VAtjyvRk1tJGhFQ+qdSfAAGiM45MxtMm3DGq63+MevuFg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\neuknEdSsBFFMGWK9C+a7QNbnxn4yl5LDnbm4fMeXH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"text": [ "" ] } ], "prompt_number": 40 }, { "cell_type": "markdown", "metadata": {}, "source": [ "* `contour`" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = subplots()\n", "\n", "cnt = contour(Z, cmap=cm.RdBu, vmin=abs(Z).min(), vmax=abs(Z).max(), extent=[0, 1, 0, 1])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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cfKfSDCxatIjHHnusoos6H5Ik4Yo04Io0nM7AZxZzqEf3oR3dS3H9C8ihCN7x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Hp6IPX6IQWCSAQCkEPh5KJYkqAdYNrnkIl92a2fGqqPziqsVZUIHDkKfGzZgOYhRYbc64Yml2/j\nkyJ+iByC4I8mYDXqmG8O/mgC+9p8uH1OaptZcUnGf/7xINzBOLZ8vh5OxtXwYOAw67Hh9jnY8Lej\nuP1XO/DoZ2tQlsd/RmB6iQ3vdvrR1B3EFMYTtlajDh2+MHItxBYGM+YAPadAisyVlaNxFkH2dA1Y\n7ANHjg5J6uJwRmsxQ2sZ+KLuYqieHuZYqyYjePTYgOdJdsaxcbVCI0UGYmHmEI6sKIgmJK72gttO\nejCz1A57Cv1WJVnB158+AAD49Z21Qyr059CIAr56YyVumz8On/vdbnT1RrjnEAQBS8vz8dYJFxKy\nwnSNTiPCoBURiklsnyFqAIMFiAS4bNPkFkL2dnNd0x/B5hZYKycNeB4VdlSxH+ZYJoxD6OR7A55H\n8aWQHx0NAfoLW6NdjGBMgkmvZc4/94TjOOkNobaMvywFEeHhF5oQicv4wadnZiQ+z8OnrxqLT181\nBl/cvBeBSIL7+lF2E4qtRhzq9DNfk2PUIRRj/yzBlAOKBrns0uQWQPa5uK7pj9DJU7BM4C/boJI6\nqtgPcwzFRZCDIUgBvh/l+ci9LmgcfJkiFA1CYFzVA8lWgzyr+t1nvJhV6kipX+umbSfQ2ObD+pWz\noBumVTBXL5yAmgl5+NpT+5lX6B+kfmwudp/xQVbYUu3Mei1ikgxZYfsswWjlF3t7fnrE/sR7MKdh\nH0qFneH5K1HpQxAEmMpGIdLWPqB5ZL8HImeclWIhZrGXFAUJWYGJcWM2nJDR4gph1ij+zdQ9J9x4\n6p1T2HD7HOSkEP7JFIIgYO1NVdBpRGzc2sJ9fbHVCLtRi1Z3iGm8KAgw6rQIx2W2D9CbACmeDNcx\nItqckAMe5vEXI9LWDvOY7G8mkk2oYp8FGEtLEGnvGNAcit8LjZU9XEJEQDwCMJbDDcclmHRa5k3W\nQ2f9mJhngZmzNWEoJmHdnw5h3fJpKLLz9b4dCjSigO99ajpe/GcHDpzycl8/e5QD+9t9zOPNei3C\ncca4vSAkBT8WZp5fY82FEvAl+6OmiByLIeHrhaEwfWUXVC6PKvZZgLG4CNHOrgHNoYR6IeZw1NhJ\nRAGNjjleH4nLMDHmyBMRGjv9mF7CX7b4t6+3Ys54JxZMzh6hcFoMWLusCj94/jBzSOYcFXkWeMIJ\neBnj/ma9BpGExHzKUjCYQXF2sRd0egg6PSjKfs35xLp6YCgsGJEHIYczqthnAYaiQsS6ewY0hxL0\nQ8xhF1eKRyDo2VbORIRoQmYO4XQFY1AIKLXxldk95Qrhr/va8OXrsy+L4/ppxbCadPjznjNc12lE\nAZMLcnCkiy1rRiOK0IoiYhLjyltvSj7BcSCabVBC7BvH5xPr6VFX9UOAKvZZgKEgD/Eed8rXEylQ\nIgG+LkPxKKBnE+OErEAUAC3jqdGjPUFUFvIfDf/lP47htvnjUcB5kxgOCIKAB26qwm9ea0U0wR4j\nB4CqwhwcdbFvpJp0GubPEHRGUDzKZY9osQ5I7OM9rqyoPDvSUMU+C9Dl5iLu5Y/3noNiUQhaPQQN\n+xk6kmLMDS5ikgIDR+z9uDuMCs7DRu/1BLGr1YUV9dmbwTG51IapZXb8ZS/f6r7EZkQ4LqM3yhbK\nMWg1iEmMNxSdAZBiXMW1RFMOlAjbpnF/xD3eIesCdyWjin0WoHfmIuEZgNhHQhBMnCc5EzGAsUhW\nTJKZKy72RhOIJGQUW/kOQD3x9ntYUTcWFo7yv8ORuxaX4/FtJ7li96IgYLzTjBNutji5QadBnFHs\nBVEDiFpA5szPj6SeCpzw9UKXJQ2+RxKq2GcBWpsViQHk2SvRMEQje5NpIgKkeHLVx0BcUqBnDOG0\n9UYx2m7kCuHEEjK2NnZieU0Z8zXDlSmjHXCY9dh3ki99scxhQhvjaVytKEBWCArrDUWrT/6/GREM\nJigx/pPB50j0+qGzj6yewtmAKvZZgM5qheRPPUZKsQgEA0ea4r/yrlkzcRKyDD3jwaYOfwSjOFMm\n3znmwqRiKwrt2Rer748bZ5bilXf5UmlH2Yxo97PF1gVBgE4rIs54kEvQ6kAcYi8aTQPKxpECAWit\nQ9vL9UpEFfssQJNjgRxOfSVF8SgExs1WAMlHesYQjqwQCGCuQd8ViKGYs4bN9qM9WFxVyHXNcObq\nykK83dLDFSfPNekQk2REGDdedaIIifXUrkbHF8bRG5Olr1NECoWgzRmZTeSHM6rYZwGiXg+SZSgJ\ntsMy50OJGAQ9h8DKEsC4mSspCnSiyBSWISK4wnHkW9hL/xIRdrS6UDcx9aYgw40xeWZoRBEnutlD\nc4IgIN9igCvEtgLXakQkGMsmQKNL9ixgtUVnAMVTF3s5HIHGNPwPxI00Liv20WgUq1evRn19PWpr\na7F169aLjn3yySdRU1OD2tparF27Nq2GXskIggDRaIQS5UuROwdvRyKSJQgio9jLCnMLvWBchk4U\nuWrd9wRiiMQlTEix1v1wRBAEzBnvxMHT7CdjASDPrIMnwij2ogBZZnxy0Gj7QncsCDo9KMEe9jkf\nORKFaBoZIbls4rJi/+1vfxuCIGDHjh146qmnsGLFCnR3X1jitLGxEWvXrsWrr76K3bt3Y//+/di4\nceOgGH0lIup1UOKp/cAokeAqbQxFBhjj9bJC0DLWJO+NJmA38mXTNHf4UVlqG3HNbCpLrGju4NuH\nsRl16I2wPd1pRAEyY0kDQdRw1ceBVgfieBI4HyUez8oG49nOJX+liqLgsccew5o1awAAEydOxKxZ\ns/DEE09cMPaxxx7DsmXL4HQ6IQgC7rzzTvzqV78aHKuvQES9PmWxT8bgB0nsiZhLGgdiEmychctO\ndAdRwdjAI5uYWGzD8W6+WvI2gxYBxnr1GlFkT+8UNXwre40uGepLEVXsh4ZLiv2JEyfgdrtRWVnZ\n9151dTX27t17wdi9e/d+aFxVVRUOHz6MWCz12N6VwBtvvME0TtBqQTLfyctzkKJwdSMCKQDjap2I\nsTMSgMhlSir054tOXwQljpEX3y12GNHZe/GwXH++MOk0iDDmz4sCwJzKL4jJ/znrcA3nk8B5kCxD\n1LI/4bH+RlQuzSV/0V1dyeJbdvv7ZWjtdnu/YZyurq4PjXM4HMkNOdfAa1+PZJjFXqOBIqW4mlJk\nZvEGkPzhMzaUVigpLCxEJQXGS6Ro9ueLbn8MRSMk5fKDFNmM6PZHL5qR058vjFqRuQyCKAhQWLN9\nBIFL7CFqgBQXHgBAkgxwNGRXxT49MHn8/Hjpxb6g/cVVedLLVC6OIApAqr4kYhbvvvHMQ4k5np6M\n7/PF3kNxKetPzfaHQacBCJBYN1EBaEUREutynefrIggAz1dLEMB3wXkQ55OmSlq4pAIUFiZzm32+\n97MGfD4fioqK+h17/jhBEFBQoFa3SweWinKIutQadYgWG18RNK0+mY7HMlQUmbNxzDoNrJzCXeIw\nwWEevg1KBsK0MQ6uDlZ6rYhcE5svBAjMB90giMynpYHkISxN7oUawIqlfAJEgxqzzzh0CWRZpry8\nPNq2bVvfe0uXLqWf/OQnF4y9//77ac2aNX1/P/744zR9+vR+5y0vLycklwbqS32pL/Wlvhhf5eXl\nl5LsSyIQXfph7xvf+Aa6urrwu9/9DseOHUN9fT2ampogiiKWL1+O559/Hrm5uTh8+DCuu+46NDY2\nwuFw4LrrrkNDQwO+8IUvXGp6FRUVFZUMwJRnT0Sor6/HypUr8fTTT6OwsBCRSAQtLS2IRJLH+KdM\nmYL169fj+uuvR11dHWbPnq0KvYqKisow4bIrexUVFRWV7GdQauOoJRbeh9UX27dvxy233IJrr70W\nNTU1eOihh0ZcJhPP9+Icixcvxh133JEB6zILjy+OHDmCm266CQsXLsTUqVPxzW9+M4OWDj6svpAk\nCffddx/mzJmDefPm4aMf/Sg6Oviqhw539u3bh4qKCmzevPmS41LSzZSj/Zfg61//Oq1evZqIiFpa\nWsjpdFJXV9cF4w4dOkTFxcXkdrtJURRasmQJPfroo4Nh0pDB6ovFixfTCy+8QEREwWCQKisracOG\nDRm1dbBh9cU5XnzxRbLb7XTHHXdkysSMweoLn89H1dXV1NzcTEREbrebbr/99ozaOtiw+uLRRx+l\niooKikajRES0atUq+uQnP5lRWweT5557jj7zmc/Q7NmzafPmzRcdl6pupl3sZVmm/Pz8D2XwXHPN\nNfTjH//4grHnZ/Bs2bKFpk2blm6ThgweX5wv7GvXrqVly5YNuo2ZgscX58YvWbKEvvKVr/QJwUiB\nxxfr16+nz33uc5k0L6Pw+OLee++lhoaGvr83btxIlZWVGbEzE5w+fZqIkgu/S4l9qrqZ9jCOWmLh\nfXh88eUvf/lDf0cikb5zDiMBHl8AwJYtW3DzzTd/6FT2SIHHF6+99hpsNhtWrFiBBQsW4K677vrQ\neZZsh8cXN954I3bt2gW32w1JkvDyyy9j2bJlmTR3UCkrY+vElqpupl3s1RIL78Pjiw8iyzJeffXV\nEZXNxOOLWCyG3/72t7j33ntH3L4FwOeLkydP4je/+Q3WrVuH7du3w2Aw4NZbb82YrYMNjy+WLVuG\n+++/H5WVlZgwYQKMRiN++MMfZszW4UKqujlozUvUEgvvw+qLc6xfvx7Lly9HbW3tYJo1JLD44he/\n+AXWrFkDg8Ew4kobfxAWX8RiMSxduhRVVVUAgK9+9av429/+hs7OzozYmClYfPHEE09g06ZNaG1t\nxalTp2AymXD33XdnysRhRSq6mXaxV0ssvA+PL87x0ksvYf/+/Xj44YcH3b5MwuqL3t5ePPfcc1i1\nahWAkXfjB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"text": [ "" ] } ], "prompt_number": 41 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "4.4.5. Figuras 3D." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Una forma conveniente de crear ejes en una tercera dimensi\u00f3n es usar el argumento `projection='3d'` en las funciones `add_axes` o `add_subplot`." ] }, { "cell_type": "code", "collapsed": false, "input": [ "from mpl_toolkits.mplot3d.axes3d import Axes3D" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 42 }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Plots de superficie." ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig = plt.figure(figsize=(14,6))\n", "\n", "ax = fig.add_subplot(1, 2, 1, projection='3d')\n", "\n", "p = ax.plot_surface(X, Y, Z, rstride=4, cstride=4, linewidth=0)\n", "\n", "ax = fig.add_subplot(1, 2, 2, projection='3d')\n", "p = ax.plot_surface(X, Y, Z, rstride=1, cstride=1, cmap=cm.coolwarm, linewidth=0, antialiased=False) # gradiente de color y barra\n", "cb = fig.colorbar(p, shrink=0.5)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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7zv05t82twR2CDkK6+kFDxgDv8K8gg5fNGvgv/+VFbNo04f7sxRczeP75KXz1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RQyMjKIiYlhz549PPXUU4wcOZL27dtX6vgD1U9Erkl7UWtUvU9cXBw7d+5k5cqVmt9X1nYB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\nCNGI/T/9tiacflSi4wAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 43 }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Plot Wire-frame." ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig = plt.figure(figsize=(8,6))\n", "\n", "ax = fig.add_subplot(1, 1, 1, projection='3d')\n", "\n", "p = ax.plot_wireframe(X, Y, Z, rstride=4, cstride=4)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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faWnpfjHWS+AIZpaxJ/TYhVIE9UtKSggEAvh8vpis02xZTr/+Cm+9JXPppZYv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FA6q1dbiY83SEz09KPEeXieLdf8pT+ULWvSqZPGJ59Y2b9foUED/6+VZcGw/fFHUZZdvNhChw52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\n1SoHs2f7Wb9eZt48k3LlHKgqHDniJizM5KOPxM4/IiICu91O8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ylUSGPYsCguXZLZuFGl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"text": [ "" ] } ], "prompt_number": 44 }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Plots de contorno y projecciones." ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig = plt.figure(figsize=(8,6))\n", "\n", "ax = fig.add_subplot(1,1,1, projection='3d')\n", "\n", "ax.plot_surface(X, Y, Z, rstride=4, cstride=4, alpha=0.25)\n", "cset = ax.contour(X, Y, Z, zdir='z', offset=-pi, cmap=cm.coolwarm)\n", "cset = ax.contour(X, Y, Z, zdir='x', offset=-pi, cmap=cm.coolwarm)\n", "cset = ax.contour(X, Y, Z, zdir='y', offset=3*pi, cmap=cm.coolwarm)\n", "\n", "ax.set_xlim3d(-pi, 2*pi);\n", "ax.set_ylim3d(0, 3*pi);\n", "ax.set_zlim3d(-pi, 2*pi);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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0awpXnQMfL4cDeac+hpLciBZKNnlWDQHJhP+kR8ftdjNp0iN06tSJjz9eQGJi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OgSXF198ynq8tCgQQeCgizu27lzR39QfmrHjqWUKuWHQqFkxoyViMXWzJzZt9A+q1Z9ibd3AD17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Ehla5B1P/0ThtOsNW0zSUsiK0imIiU84hWF2dICVX9vG3ZP/hhA4PlpHySqwZrRv9gs7zHm1v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\nP6bR1GRm+aZArhutkRDtWYnbnlPU2fTp7jm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R3dj8wxFB0fieHE/VaNGt5aJO7ve1/IgQ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\nRK5CYII=\n", "text": [ "" ] } ], "prompt_number": 45 }, { "cell_type": "markdown", "metadata": {}, "source": [ "* \u00c1ngulo de visi\u00f3n." ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig = plt.figure(figsize=(12,6))\n", "\n", "ax = fig.add_subplot(1,2,1, projection='3d')\n", "ax.plot_surface(X, Y, Z, rstride=4, cstride=4, alpha=0.25)\n", "ax.view_init(30, 45) # elevaci\u00f3n y rotaci\u00f3n\n", "\n", "ax = fig.add_subplot(1,2,2, projection='3d')\n", "ax.plot_surface(X, Y, Z, rstride=4, cstride=4, alpha=0.25)\n", "ax.view_init(70, 30)\n", "\n", "fig.tight_layout()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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tylQV+x65MOSqEPVu5YpsK4xEIjmdl9U6ROcmDxumc5OHA/O6wtRmWFAxNQ66yaqqmmLr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\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gnZKSxI0bx/j449Xs2HGLzp1Hsn37CgYMCGDnzq+QSmV8881UQM6778616Ge0Wi1ffz2N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\nsA5Hx2LY2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fuXqFatOUOG/MSsWX2BO/z++1l++CEQKIWfX09u3zY1+itWzJ179+5jbW2P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"text": [ "" ] } ], "prompt_number": 46 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "4.4.6. Animaciones." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Usando `FuncAnimation` podemos generar un video a partir de una secuencia de im\u00e1genes. La funci\u00f3n toma los siguientes argumentos: `fig` (canvas), `func` (updates de la figura), `init_func` (setup de la figura), `frame` (n\u00famero de frames a generar), `blit` (update s\u00f3lo las partes del frame que cambian, lo que resulta en animaciones mas flu\u00eddas):\n", "\n", " def init():\n", " # setup de la figura\n", "\n", " def update(frame_counter):\n", " # update de la figura para nuevos frames\n", "\n", " anim = animation.FuncAnimation(fig, update, init_func=init, frames=200, blit=True)\n", "\n", " anim.save('animation.mp4', fps=30) # fps = frames per second\n", "\n", "Para usar las animaciones necesitamos importar el m\u00f3dulo `matplotlib.animation`:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from matplotlib import animation" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 47 }, { "cell_type": "code", "collapsed": false, "input": [ "# doble p\u00e9ndulo\n", "from scipy.integrate import odeint\n", "\n", "g = 9.82; L = 0.5; m = 0.1\n", "\n", "def dx(x, t):\n", " x1, x2, x3, x4 = x[0], x[1], x[2], x[3]\n", " \n", " dx1 = 6.0/(m*L**2) * (2 * x3 - 3 * cos(x1-x2) * x4)/(16 - 9 * cos(x1-x2)**2)\n", " dx2 = 6.0/(m*L**2) * (8 * x4 - 3 * cos(x1-x2) * x3)/(16 - 9 * cos(x1-x2)**2)\n", " dx3 = -0.5 * m * L**2 * ( dx1 * dx2 * sin(x1-x2) + 3 * (g/L) * sin(x1))\n", " dx4 = -0.5 * m * L**2 * (-dx1 * dx2 * sin(x1-x2) + (g/L) * sin(x2))\n", " return [dx1, dx2, dx3, dx4]\n", "\n", "x0 = [pi/2, pi/2, 0, 0] # estado inicial\n", "t = linspace(0, 10, 250) # coordenadas de tiempo\n", "x = odeint(dx, x0, t) # resoluci\u00f3n de la ODE" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 48 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = plt.subplots(figsize=(5,5))\n", "\n", "ax.set_ylim([-1.5, 0.5])\n", "ax.set_xlim([1, -1])\n", "\n", "pendulum1, = ax.plot([], [], color=\"red\", lw=2)\n", "pendulum2, = ax.plot([], [], color=\"blue\", lw=2)\n", "\n", "def init():\n", " pendulum1.set_data([], [])\n", " pendulum2.set_data([], [])\n", "\n", "def update(n): \n", " # n = contador de frames\n", " # calcula la posici\u00f3n de los p\u00e9dulos\n", " x1 = + L * sin(x[n, 0])\n", " y1 = - L * cos(x[n, 0])\n", " x2 = x1 + L * sin(x[n, 1])\n", " y2 = y1 - L * cos(x[n, 1])\n", " \n", " # update de los datos\n", " pendulum1.set_data([0 ,x1], [0 ,y1])\n", " pendulum2.set_data([x1,x2], [y1,y2])\n", "\n", "anim = animation.FuncAnimation(fig, update, init_func=init, frames=len(t), blit=True)\n", "\n", "anim.save('animation.mp4', fps=20);" ], "language": "python", "metadata": {}, "outputs": [ { "ename": "ValueError", "evalue": "Cannot save animation: no writers are available. Please install mencoder or ffmpeg to save animations.", "output_type": "pyerr", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 25\u001b[0m \u001b[0manim\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0manimation\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mFuncAnimation\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfig\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mupdate\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minit_func\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0minit\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mframes\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mt\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mblit\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 26\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 27\u001b[1;33m \u001b[0manim\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msave\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'animation.mp4'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfps\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m20\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m;\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;32m/home/damian/.virtualenvs/blog/local/lib/python2.7/site-packages/matplotlib/animation.pyc\u001b[0m in \u001b[0;36msave\u001b[1;34m(self, filename, writer, fps, dpi, codec, bitrate, extra_args, metadata, extra_anim, savefig_kwargs)\u001b[0m\n\u001b[0;32m 698\u001b[0m \u001b[0mwriter\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mwriters\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 699\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mIndexError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 700\u001b[1;33m raise ValueError(\"Cannot save animation: no writers are \"\n\u001b[0m\u001b[0;32m 701\u001b[0m \u001b[1;34m\"available. Please install mencoder or \"\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 702\u001b[0m \"ffmpeg to save animations.\")\n", "\u001b[1;31mValueError\u001b[0m: Cannot save animation: no writers are available. Please install mencoder or ffmpeg to save animations." ] }, { "output_type": "stream", "stream": "stderr", "text": [ "/home/damian/.virtualenvs/blog/local/lib/python2.7/site-packages/matplotlib/animation.py:695: UserWarning: MovieWriter ffmpeg unavailable\n", " warnings.warn(\"MovieWriter %s unavailable\" % writer)\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 49 }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Nota**: Para generqar el video debemos tener installado `ffmpeg`:\n", "\n", " $ sudo apt-get install ffmpeg" ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "4.4.7. Backends." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lista de \"backends\" disponibles:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "print matplotlib.rcsetup.all_backends" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A veces es necesario cambiar el \"backend\" seg\u00fan las necesidades, por ejemplo, si queremos generar gr\u00e1ficos vectoriales de alta resoluci\u00f3n:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "#\n", "# RESETEAR EL NOTEBOOK: el \"backend\" s\u00f3lo puede seleccionarse antes de importar pylab!\n", "# \n", "\n", "import matplotlib\n", "matplotlib.use('svg')\n", "import matplotlib.pylab as plt\n", "import numpy\n", "from IPython.display import Image, SVG" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "/home/damian/.virtualenvs/blog/local/lib/python2.7/site-packages/matplotlib/__init__.py:1141: UserWarning: This call to matplotlib.use() has no effect\n", "because the the backend has already been chosen;\n", "matplotlib.use() must be called *before* pylab, matplotlib.pyplot,\n", "or matplotlib.backends is imported for the first time.\n", "\n", " warnings.warn(_use_error_msg)\n" ] } ], "prompt_number": 50 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = plt.subplots()\n", "t = numpy.linspace(0, 10, 100)\n", "ax.plot(t, numpy.cos(t)*numpy.sin(t))\n", "plt.savefig(\"test.svg\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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