{ "cells": [ { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "# 8. Matplotlib\n", "------------------------------------------------------" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Matplotlib - Graficador en 2D y 3D de Python\n", "\n", "Matplotlib es una excelente biblioteca de gráficos 2D y 3D para generar imágenes científicas. Algunas de las muchas ventajas de esta biblioteca incluyen:\n", "\n", "- Fácil de aprender\n", "- Soporte para etiquetas y textos con formato LATEX\n", "- Gran control de cada elemento en una figura, incluyendo el tamaño de la cara y el DPI.\n", "- Gran calidad de formatos de salida como PNG, PDF, SVG, EPS, y la PGF.\n", "- GUI para explorar figuras de forma interactiva \n", "- Una de las características clave de matplotlib que me gustaría destacar, y que creo que hace matplotlib muy adecuado para la generación de gráficas para las publicaciones científicas es que todos los aspectos de la figura se pueden controlar mediante programación.\n", "\n", "Más información en la página web de Matplotlib: http://matplotlib.org/\n", "\n", "Para comenzar a usar Matplotlib en un programa Python, incluya los símbolos del módulo pylab (la forma más sencilla):" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "# Esta línea configura matplotlib para mostrar las figuras incrustadas en el jupyter notebook\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "plt.rcParams['figure.figsize'] = (12, 10)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Veamos un ejemplo:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# evenly sampled time at 200ms intervals\n", "t = np.arange(0., 5., 0.2)\n", "\n", "# red dashes, blue squares and green triangles\n", "plt.plot(t, t, 'r--', t, t**2, 'bs', t, t**3, 'g^')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "### La API orientada a objetos Matplotlib\n", "\n", "La idea principal con la programación orientada a objetos es tener objetos en los que se puedan aplicar funciones y acciones, y que ningún objeto o estado de programa debe ser global (como el API de MATLAB). La ventaja real de este enfoque se hace evidente cuando se crea más de una figura, o cuando una figura contiene más de una subfigura.\n", "\n", "Para usar la API orientada a objetos empezamos de una manera muy parecida al ejemplo anterior, pero en vez de crear una nueva instancia de figura global almacenamos una referencia a la instancia de figura recién creada en la variable fig, y de ella creamos un nuevo eje de instancia axes utilizando el método add_axes en la instancia de clase Figure fig:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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ppyYrr1w6DS3iZBIAAOg/zz6b7LNP8sEPJqNGlU5DCzmZBAAA+s8BByTPP5/cckuy8MKl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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "\n", "x = np.linspace(0, 5, 10)\n", "y = x ** 2\n", "\n", "axes = fig.add_axes([0.1, 0.1, 1, 1]) # left, bottom, width, height (range 0 to 1)\n", "\n", "axes.plot(x, y, 'r')\n", "\n", "axes.set_xlabel('x')\n", "axes.set_ylabel('y')\n", "axes.set_title('title');" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Tambien podemos definir una función y pasarle los argumentos" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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kjTPGjO7ZaHibpBdPuaZM0pWSZIwZIelCSfv8mAmDbHVplVo6u3X7rJxzXwyc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\nufV7T7XadpK+ncgMAAAAQCIl8pQPAAAAIO1RqAEAAIA4UKg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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def f(x):\n", " return np.exp(-x ** 2)\n", "\n", "x = np.linspace(-1, 3, 100)\n", "\n", "plt.plot(x, f(x), label=\"Función f(x)\")\n", "plt.xlabel(\"Eje x\")\n", "plt.ylabel(\"f(x)\")\n", "plt.legend()\n", "plt.title(\"Función f(x)\")" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Tambien podemos trabajar con múltiples gráficas:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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3HhPqGpxndes+bt98840VFRWF5N9E9v57UZH7ixwqINsOop/6XpAP51aZSubf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\nXPj3jx8H+vXjWvo1a4AmTRwNT1kgJQXo2JFnnj7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ZckJKCs8ISC506daNLxC6OYh9Dh6U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3Km5DRhglXneegh4De/+fLr991nC40HDGD74mTWpYu1oX711eo7ai5eDLRvby3JKXll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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def f(t):\n", " return np.exp(-t) * np.cos(2*np.pi*t)\n", "\n", "t1 = np.arange(0.0, 5.0, 0.1)\n", "t2 = np.arange(0.0, 5.0, 0.02)\n", "\n", "plt.figure(1)\n", "plt.subplot(211)\n", "plt.plot(t1, f(t1), 'bo', t2, f(t2), 'k')\n", "\n", "plt.subplot(212)\n", "plt.plot(t2, np.cos(2*np.pi*t2), 'r--')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Aunque usamos un poco más de código, la ventaja es que ahora tenemos el control total de donde se colocan los ejes de la figura, y podemos agregar fácilmente más de un eje a la figura:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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Q6phWtKvdjjOOPIP9iu0XOqaU2saOhVdegYcegoyM0GlSjsU8jaxYsYI2bdoAkJOTQ8eO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\nSylXlFKmtpQBoD2GPAF4gra2smxaa721lLJaknN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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "\n", "x = np.linspace(0, 5, 10)\n", "y = x ** 2\n", "\n", "axes1 = fig.add_axes([0.1, 0.1, 0.8, 0.8]) # main axes\n", "axes2 = fig.add_axes([0.2, 0.5, 0.4, 0.3]) # inset axes\n", "\n", "# Figura principal\n", "axes1.plot(x, y, 'r')\n", "axes1.set_xlabel('x')\n", "axes1.set_ylabel('y')\n", "axes1.set_title('title')\n", "\n", "# Figura insertada\n", "axes2.plot(y, x, 'g')\n", "axes2.set_xlabel('y')\n", "axes2.set_ylabel('x')\n", "axes2.set_title('insert title');" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "### Tamaño de la figura, relación de aspecto y DPI\n", "\n", "Matplotlib permite que la relación de aspecto, DPI y el tamaño de la figura se especifique cuando se crea el objeto de la figura, utilizando los argumentos de palabras clave **figsize y dpi**. Figsize es una tupla de la anchura y altura de la figura en pulgadas, y dpi es el punto por pulgada (píxel por pulgada). Para crear una figura de 800x400 pixeles, 100 dots-per-inch, podemos hacer:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8,4), dpi=100)\n", "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 de la figura');" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "### Guardando imágenes\n", "\n", "Para guardar una figura en un archivo, podemos usar el método savefig de la clase Figure:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "fig.savefig(\"filename.png\")" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Aquí también podemos especificar opcionalmente el DPI y elegir entre diferentes formatos de salida:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "fig.savefig(\"filename.png\", dpi=200)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "¿Qué formatos están disponibles y cuáles deben utilizarse para obtener la mejor calidad? \n", "\n", "Matplotlib puede generar salida de alta calidad en un número de formatos, incluyendo PNG, JPG, EPS, SVG, PGF y PDF. Para trabajos científicos, recomiendo usar PDF siempre que sea posible. (Los documentos LaTeX compilados con pdflatex pueden incluir archivos PDF usando el comando includegraphics). En algunos casos, PGF también puede ser una buena alternativa.\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "### Leyendas, etiquetas y títulos\n", "\n", "Ahora que hemos cubierto los conceptos básicos de cómo crear un lienzo de la figura y añadir ejes instancias al lienzo, veamos cómo decorar una figura con títulos, etiquetas de eje y leyendas.\n", "\n", "\n", "\n", "#### Tituo de la figura\n", "\n", "Se puede añadir un título a cada instancia de eje de una figura. Para establecer el título, utilice el método **set_title** en la instancia de los ejes:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "deletable": true, "editable": true, "scrolled": false }, "outputs": [], "source": [ "ax.set_title(\"title\")" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "#### Etiquetas de ejes\n", "\n", "Del mismo modo, con los métodos set_xlabel y set_ylabel, podemos establecer las etiquetas de los ejes X e Y:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "ax.set_xlabel(\"x\")\n", "ax.set_ylabel(\"y\");" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "#### Leyendas\n", "\n", "Las leyendas para curvas en una figura se pueden agregar de dos maneras. Un método consiste en utilizar el método de leyenda del objeto de eje y pasar una lista/tupla de textos de leyenda para las curvas previamente definidas:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "ax.legend([\"curve1\", \"curve2\", \"curve3\"]);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "La función de leyenda toma un argumento de palabra clave **loc** que puede usarse para especificar dónde en la figura se va a dibujar la leyenda. Los valores permitidos de loc son códigos numéricos para los distintos lugares donde se puede dibujar la leyenda. Vea http://matplotlib.org/users/legend_guide.html#legend-location para más detalles. Algunos de los valores de localización más comunes son:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "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", "# .. many more options are available" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Veamos un ejemplo:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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AoxBCXaAxMBc4Frg3u/1e4LhE2SRJkrbOm3fBginwneuhXqPUaVSLcq58xxjn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\niIiIFInCt4iIiIhIkSh8i4iIiIgUyf8Hc1sW1eSwBHsAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.linspace(0, 5, 10)\n", "fig, ax = plt.subplots()\n", "\n", "# Podemos usar latex para nuestras leyendas y etiquetas de ejes incluso en el titulo\n", "ax.plot(x, x**2, label=r\"$y = \\alpha^2$\") # Usamos la r para que sea un raw string de esa manera evitamos errores\n", "ax.plot(x, x**3, label=r\"$y = \\alpha^3$\")\n", "ax.legend(loc=2) # upper left corner\n", "ax.set_xlabel(r'$\\alpha$', fontsize=18)\n", "ax.set_ylabel(r'$y$', fontsize=18)\n", "ax.set_title('comparacion de funciones');" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "### Colores y tipos de marcadores de linea" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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HMboxfKAkSYvvW/pQCoT7SzT38BuHgI/v2YrK5aPDZg2NBiM8Dk/IKkDeuIGbB4jEEUmf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\nOmycBnrjeNwTSTToLW/8yBERv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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.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", "# Opciones posibles de linestype ‘-‘, ‘--’, ‘-.’, ‘:’, ‘steps’\n", "# lw = linewidth\n", "# ls = linestyle\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", "# Guión personalizado\n", "line, = ax.plot(x, x+8, color=\"black\", lw=1.50)\n", "line.set_dashes([5, 10, 15, 10]) # format: line length, space length, ...\n", "\n", "# Posibles simbolos de marcador = '+', '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", "# Tamaño 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\");" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "### Rango de trazado de figuras\n", "\n", "Lo primero que queremos configurar son los rangos de los ejes. Podemos hacerlo usando los métodos set_ylim y set_xlim en el eje objeto, o el eje ('tight') para obtener automáticamente los rangos de ejes \"herméticamente ajustados\":" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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ehvrp0OXc0ElEpCSzBsOerb6XL0mY2XnAeufc9P3dxznnALefbYOccxnOuYy0\ntLSKiimxNi31q2lk3Ag16odOIxWkSugAInEnezZkjYfT/+gP/YpI/Coq8pMCW2VA64zQacpTP+AC\nMzsHqAHUM7NXgXVm1sI5l21mLYD1QVPK/0z8N1SqAn2S5wOcfJd6nEX2NfkZqFoLjrkudBIRKcni\nT2DTkqTqbQZwzt3nnGvtnGsHXAl86py7FhgBDIzuNhAYHiiixNq5wU8o73GFTvWe5FQ4i8TauQG+\nfgt6XgU1tcqTSNyb/JRfwSB1zhT4MHC6mS0CBkTXJbTJz0DBHr8EnSS1MhXOZvYzM8s0szlmNtjM\namiNSUlo016Awj1JOylQbVaSSs4CWPIp9LoZKlcNnabCOOfGOefOiy5vdM71d851cs4NcM5tCp0v\n5e3ZAVMG+TkxaYeHTiMV7KALZzNrBdwFZDjnugOV8YeTtMakJKaCPJj6LHQckJRvfmqzknQmPw2V\nq8OxN4ZOIqls5quwewv0uzt0EjkEyjpUowpQ08yqALWANWiNSUlUc9+FHeuSfWKH2qwkh9xN8NUb\n0OMyndlTwinMh4lPQvpx0KZ36DRyCBx04eycWw08CqwAsoGtzrlRaI1JSUTOwaSnoHEn6HBa6DQV\nQm1WksqMlyE/N9k/6Eq8yxwGW1dCv5+GTiKHSFmGajTE91S1B1oCtc3s2tj7aI1JSRirpsKaGdDn\nNqiUnHNm1WYlaRQW+DMFtjsRmncPnUZSlXMw4QlI6wKdzgidRg6RslQIA4Blzrkc51w+MBQ4nmiN\nSQCtMSkJY9JTUL2+X00jeanNSnKY/z5sW5V0S9BJgskcBuvm+JU0krTDRb6rLP/pFUBfM6tlZgb0\nB+ahNSYl0WxdDXOH+3Wbq9cJnaYiqc1Kcpj8NDRoC4efFTqJpKrcTfDRr6DFUX7tZkkZB33mQOfc\nZDN7G5gBFAAzgUFAHWCImd0MZAGXl0dQkQoz9TnAQe9bQyepUGqzkhTWzIIVE+HMP+vMnhLOqPt9\n8XztUKiskzCnkjL9t51zvwN+t8/Ne/A9WSLxLy8Xpr/g199s2DZ0mgqnNisJb/LTUK0OHH1tyfcV\nqQhLPoVZr8EJP4cWPUKnkUNMg3IktX09BHZt1sx8kUSwfR3MeQeOuhpq1A+dRlJR3k54725o3BFO\nvid0GglAxxckdTkHk56G5kdC2+NDpxGRkkz7LxTmQe/bQieRVPXpn2DLCrjxI6haI3QaCUA9zpK6\nln0GOfPriV/PAAAgAElEQVR8b7NZ6DQiciAFe2Da89DpTGjSMXQaSUWrpvkVmDJuVmdLClPhLKlr\n0tNQqwl0vyR0EhEpyZyhsDMH+v4odBJJRQV5MOJOqNcSBjwYOo0EpMJZUtPGJbBwJGTcpMNtIvHO\nOZj8lD/RxGGnhk4jqWj8P2D9XDj371CjXug0EpAKZ0lNUwZBpSrQ6+bQSUSkJCsmQfZX/syeGlYl\nh9r6+fD53/zRyc5aOzzVqXCW1LN7G8x8DbpfDHWbh04jIiWZ/BTUaAA9rgydRFJNUaEfolG9Dpz1\n19BpJA6ocJbUM+s1yNsOfTRWUiTubVkJ896HYwdCtVqh00iqmfocrJoCZz0MddJCp5E4oMJZUktR\nIUx+Btr0gVbHhE4jIiWZ+qz/3uuHYXNI6tmyAj75PXQcoNNqyzdUOEtqWTQKNi9Tb7NIIsjbCdNf\nhK7nQYM2odNIKnEO3v+Zv3zePzS2Xr6hE6BIapn0FNRrBV3PD51EREry1Ruwe6vO7CmH3uw3YfEn\ncPYj0CA9dBqJI+pxltSxLtOf9KTXLVC5aug0InIgzvlhVS2OgvS+odNIKtmRAyPvhda9/f5CJIYK\nZ0kdk5+GKjXh2BtCJxGRkiz5FDYsgL46s6ccYiPv8cOELvgXVKocOo3EGRXOkhp2boTZQ6DnFVCr\nUeg0IlKSyU9D7aZwxA9CJ5FUsmAkzHkHTvwlNO0SOo3EIRXOkhpmvAgFuzUpUCQRbFjsJ/L2uhmq\nVA+dRlLF7m3wwc+haTc44Weh00ic0uRASX6F+TDlOTjsFGjaNXQaESnJlGegcjXIuCl0EkklnzwI\n29bA5S9DlWqh00icUo+zJL95I2D7Gs3MF0kEu7ZEZ/a8BOo0DZ1GUkXWlzDteT+mvnVG6DQSx1Q4\nS/Kb9BQ0Ogw6nRE6iYiUZOarkL9Tw6rk0Mnf7U+r3SAdTrs/dBqJcyqcJbmtmg6rpkLv26CSXu4i\nca2o0A/TSD8OWh4VOo2kis8fgY2L4fx/QrXaodNInFMlIclt8lNQrS4cdXXoJCJSkgUf+dMc99Ww\nKjOrYWZTzOwrM8s0s99Htzcys9Fmtij63jB01oSWPRvGPw5HXQMdTg2dRhKACmdJXtuyIXMYHHMd\n1KgXOo2IlGTy01C/DXQ+N3SSeLAHOM051xM4CjjLzPoC9wJjnHOdgDHRdTkYhQUw4idQqzGc8afQ\naSRBqHCW5DXteX/ot/etoZOISEnWzoHlX0DvH0JlLfjkvB3R1arRlwMuBF6Kbn8JuChAvOQw6d+Q\n/RWc84jW95dSU+EsySl/N0x7ATqfDY3ah04jIiWZ/BRUrQXHXB86Sdwws8pmNgtYD4x2zk0Gmjnn\nsqO7rAWa7eext5rZNDOblpOTc4gSJ5CNS2Dsn/3RjW767CGlV6bC2cwamNnbZjbfzOaZ2XEafyVx\nYc7bkLtBM/P3oTYrcWnnBpj9FvS8Emrq5beXc67QOXcU0BrobWbd99nu8L3QxT12kHMuwzmXkZaW\ndgjSJhDn4L27/Vrh5z6qU7rL91LWHucngJHOuS5AT2AeGn8loTnnl6Br2g3anxQ6TbxRm5X4M+0F\nKNyjD7r74ZzbAowFzgLWmVkLgOj7+pDZEtKMl/2woNP/APVahk4jCeagC2czqw+cBDwP4JzLixq3\nxl9JWMvHw7o5fiesnoRvqM1KXCrIg6nPQYfTIK1z6DRxw8zSzKxBdLkmcDowHxgBDIzuNhAYHiZh\ngtqWDaMegHYnwjEDS76/yD7K0uPcHsgBXjCzmWb2nJnVRuOvJLTJT0PNRtDj8tBJ4o3arMSfucNh\nx1qd2fO7WgBjzWw2MBU/xvl94GHgdDNbBAyIrktpffhLf3Tj/Ce0tr8clLK8aqoAxwBPOeeOBnay\nzyFejb+SQ27jEljwIRx7A1StGTpNvFGblfjinF/ZoHFH6DggdJq44pyb7Zw72jnXwznX3Tn3h+j2\njc65/s65Ts65Ac65TaGzJoy5w2H++3DKfdC4Q+g0kqDKUjivAlZFs3wB3sbvlDX+SsIZ/VuoUhP6\n3BY6STxSm5X48vXbsGYmnPAz9f5JxcrdBB/8Elr0hON+EjqNJLCDfqdyzq0FVprZ3kFp/YG5aPyV\nhLJkrO9NOOkXULd56DRxR21W4kreTv9Bt8VR0FNn9pQKNuoByN0IFzypdcKlTMr66rkTeM3MqgFL\ngRvxxfgQM7sZyAI00FQqXmEBjLwPGrSFvneEThPP1GYlPox/HLavgcteUG+zVKwlY2HWq/7IRose\nodNIgitT4eycmwVkFLOpf1meV+R7m/4C5MyDK16FqjVCp4lbarMSFzZnwZf/hO6XQnrf0GkkmeXt\n9Gs2N+oAJ98TOo0kAR2vkMSXuwnGPuTXbO5yXug0IlKS0b8FDE7/fegkkuzG/hm2ZMENH2rCuJQL\nHR+TxDfuYdi9Fc56WOs2i8S75RNg7rv+sHn91qHTSDJbPR0m/QcyboJ2/UKnkSShwlkS2/p5/uQJ\nx94IzY4InUZEDqSoEEbeA/XbwPF3hk4jyawgD4bfCXWawwAd2ZDyo6Eakric8xMCq9eBU38TOo2I\nlGTmK7D2a7j0v1CtVug0kswmPAHrM+GqN6BGvdBpJImox1kS14KPYOlYOOXXULtx6DQiciC7tsCY\nP0L6cXDExaHTSDLLWQCfP+JfZ53PDp1Gkox6nCUxFeyBj38NTTpDr5tDpxGRknz+N7+O7lnvaC6C\nVJyiIhhxJ1SrDWc/EjqNJCEVzpKYJj0Fm5fBte9A5aqh04jIgWxYBJOfhmOug5ZHhU4jyWzqc7By\nMlz0NNRJC51GkpAKZ0k829fB54/C4WdDxwGh04hIST7+NVStBac9EDqJJLMtK2HM76HDadDzytBp\nJA7tKShk8OQVZXoOFc6SeD79AxTshjMfCp1EREqycBQsGgVn/AnqNA2dRpKVc/D+z/z38x7XcCD5\nloLCIobOWM0TYxaxesuuMj2XJgdKYlk9A2a+Bn1/BI07hE4jIgdSmO97mxt1gN63hU4jyezrt2Dx\naOj/ADRsGzqNxImiIsd7X63hjH98zq/emU2TOtV45ebeZXpO9ThL4nAORt4LtZvASf8XOo2IlGTK\ns7BxEVw9BKpUC51GktXODfDRPdC6F/S+NXQaiQPOOT6dv55HRy1kXvY2Ojery6DrjuX0bs2wMh6N\nUOEsiWPOO37SxwX/ghr1Q6cRkQPZucGf1bPjAOh0Rug0ksxG3gt7tvt9Q6XKodNIYF8u2cDfPl7A\nzBVbaNe4Fk9ceRTn9WhJ5UrlM3xHhbMkhrydMPq30KInHHVN6DQiUpJP/wR5O+DMP2u8qVSchR/7\nYRqn3AdNu4ZOIwHNXLGZR0ctYMLijbSoX4O/XHwklx7bmqqVy3dUsgpnSQwTnoBtq+GS59WjIBLv\nsmfD9Behz48grXPoNJKs9myH938OaV3hhJ+HTiOBzMvexmOjFvLJvHU0rl2NB87rxjV90qlRtWJq\nBRXOEv+2rPSFc/dLoO1xodOIyIE4ByPvg5oN4ZR7QqeRZPbJ732Hys2jNYY+BS3bsJN/jF7Ie7PX\nUKd6FX55xuHc2K89tatXbGm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Lz0t4e3bAG9eAK4IrX1OhA8xetYWXJ2bx3ldr2FNQRO92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\nE9eUUVueQ02xXYZgiLktMGrk6p57wXveGMt8y/1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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 3, figsize=(12, 4))\n", "\n", "axes[0].plot(x, x**2, x, x**3)\n", "axes[0].set_title(\"default axes ranges\")\n", "\n", "axes[1].plot(x, x**2, x, x**3)\n", "axes[1].axis('tight')\n", "axes[1].set_title(\"tight axes\")\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(\"custom axes range\");" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Cuadrícula del eje\n", "\n", "With the grid method in the axis object, we can turn on and off grid lines. We can also customize the appearance of the grid lines using the same keyword arguments as the plot function:\n", "\n", "Con el método de cuadrícula en el objeto de eje, podemos activar y desactivar líneas de cuadrícula. También podemos personalizar la apariencia de las líneas de cuadrícula usando los mismos argumentos de palabras clave que la función plot()." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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KHoqjnKE/Qs7yam4YJHtLLTz9ZdjyjH1+2g1w5Y8hPXnG3vPqMtdGS6lYBbvg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\nQQoXo311rQTauwZ9r98nTB+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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(10,3))\n", "\n", "# default grid appearance\n", "axes[0].plot(x, x**2, x, x**3, lw=2)\n", "axes[0].grid(True)\n", "\n", "# custom grid appearance\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)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "### Otras estilos de figuras 2D \n", "\n", "Además del método de graficado regular, hay una serie de otras funciones para generar diferentes tipos de figuras. Vea la galería matplotlib para una lista completa de los tipos de trama disponibles: http://matplotlib.org/gallery.html. Algunos de los más útiles se muestran a continuación:" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Histogramas" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "array([88, 78, 12, 87, 90, 82, 55, 22, 27, 17, 30, 67, 80, 32, 33, 83, 97,\n", " 8, 94, 91, 32, 13, 37, 53, 60, 73, 73, 71, 95, 7, 94, 40, 18, 59,\n", " 8, 26, 33, 7, 72, 23, 22, 34, 45, 5, 66, 10, 92, 12, 29, 30, 60,\n", " 68, 18, 95, 13, 54, 18, 89, 88, 48, 72, 65, 15, 48, 75, 45, 86, 80,\n", " 50, 88, 26, 43, 29, 3, 1, 47, 46, 62, 76, 53, 21, 82, 40, 6, 44,\n", " 71, 94, 68, 67, 94, 95, 61, 45, 11, 21, 20, 71, 0, 65, 93])" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "data = np.random.randint(0,100,100)\n", "data" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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ELwAA1QQvAADVBC8AANUELwAA1QQvAADVBC8AANUELwAA1QQvAADVBC8AANUELwAA1QQv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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Ahora, cree el histograma de estas muestras pasando como un argumento \n", "# del hist (). función. Por ejemplo, desea dividir las ocurrencias en 20 bins \n", "\n", "n,bins,patches =plt.hist(data,bins=20)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Gráficos de Barras (Bar char)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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UQFfVM1X1aFU9UlX7lrU3VdX9VfXd5ed5G/a/sar2V9VTVXX1ZocHAIBVOxlnoH+9u6/o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\nAHsKFsnsKerJAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "index = [0,1,2,3,4]\n", "values = [202,2246,378,277,30]\n", "plt.bar(index,values)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ind = np.arange(3) # the x locations for the groups\n", "width = 0.27 # the width of the bars\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "\n", "yvals = [4, 9, 2]\n", "rects1 = ax.bar(ind, yvals, width, color='r')\n", "zvals = [1,2,3]\n", "rects2 = ax.bar(ind+width, zvals, width, color='g')\n", "kvals = [11,12,13]\n", "rects3 = ax.bar(ind+width*2, kvals, width, color='b')\n", "\n", "ax.set_ylabel('Scores')\n", "ax.set_xticks(ind+width)\n", "ax.set_xticklabels( ('2011-Jan-4', '2011-Jan-5', '2011-Jan-6') )\n", "ax.legend( (rects1[0], rects2[0], rects3[0]), ('y', 'z', 'k') )\n", "\n", "def autolabel(rects):\n", " for rect in rects:\n", " h = rect.get_height()\n", " ax.text(rect.get_x()+rect.get_width()/2., 1.05*h, '%d'%int(h),\n", " ha='center', va='bottom')\n", "\n", "autolabel(rects1)\n", "autolabel(rects2)\n", "autolabel(rects3)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Piecharts" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "(-1.11637372803214,\n", " 1.1007797090739162,\n", " -1.1163737124158366,\n", " 1.1007797083302826)" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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zdfEFDB63C3vnblGHGQOR42zgr8F6F+Z8BDg9IuYAHwA+tu5fTin9FrgMuCqq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\nQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "labels = ['Nokia','Samsung','Apple','Lumia']\n", "values = [10,30,45,15]\n", "colors = ['yellow','green','red','blue']\n", "plt.pie(values,labels=labels,colors=colors)\n", "plt.axis('equal')" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Mapas de Contorno" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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Q5cuXM+q2OPqOijA6jmiACnIq+PK1dL56PZ3C3EqatQsgbNIVBPTsKMdqinpP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BAAAg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\n8yo429U91mATweF+hIRbOEEDTMGBmKwBKGsAJqv//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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "xlist = np.linspace(-3.0, 3.0, 100)\n", "ylist = np.linspace(-3.0, 3.0, 100)\n", "X, Y = np.meshgrid(xlist, ylist)\n", "Z = np.sqrt(X ** 2 + Y ** 2 )\n", "plt.figure()\n", "levels = [0.0, 0.2, 0.5, 0.9, 1.5, 2.5, 3.5]\n", "contour = plt.contour(X, Y, Z, levels, colors='k')\n", "plt.clabel(contour, colors = 'k', fmt = '%2.1f', fontsize=12)\n", "contour_filled = plt.contourf(X, Y, Z, levels)\n", "plt.colorbar(contour_filled)\n", "plt.title('Plot from level list')\n", "plt.xlabel('x (cm)')\n", "plt.ylabel('y (cm)')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Grid de figuras\n", "\n", "Para crear subplots es muy sencillo usando __subplots()__ para añadirlos dividiendo una parcela en sectores. Matplotlib le permite gestionar casos aún más complejos utilizando otra función llamada __GridSpec()__. Esta subdivisión permite dividir el área de dibujo en una cuadrícula de subfiguras, a la que puede asignar uno o más de cada subplot, de manera que al final se pueden obtener subplots con diferentes tamaños y orientaciones, como se puede ver en el ejemplo:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Jom5XsyaniMg6hiv09PTEyIhvTc+apKOTt4/WgtvVbP7Mpb/6yWIzs5xzIjAz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\nwMws55wIzMxyzonAzCzn/j9zdjc1fbfd3wAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "gs = plt.GridSpec(3,3)\n", "fig = plt.figure(figsize=(6,6))\n", "fig.add_subplot(gs[1,:2])\n", "fig.add_subplot(gs[0,:2])\n", "fig.add_subplot(gs[2,0])\n", "fig.add_subplot(gs[:2,2])\n", "fig.add_subplot(gs[2,1:])" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "[,\n", " ]" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "gs = plt.GridSpec(3,3)\n", "fig = plt.figure(figsize=(6,6))\n", "\n", "x1 = np.array([1,3,2,5])\n", "y1 = np.array([4,3,7,2])\n", "\n", "x2 = np.arange(5)\n", "y2 = np.array([3,2,4,6,4])\n", "\n", "s1 = fig.add_subplot(gs[1,:2])\n", "s1.plot(x,y,'r')\n", "\n", "s2 = fig.add_subplot(gs[0,:2])\n", "s2.bar(x2,y2)\n", "\n", "s3 = fig.add_subplot(gs[2,0])\n", "s3.barh(x2,y2,color='g')\n", "\n", "s4 = fig.add_subplot(gs[:2,2])\n", "s4.plot(x2,y2,'k')\n", "\n", "s5 = fig.add_subplot(gs[2,1:])\n", "s5.plot(x1,y1,'b^',x2,y2,'yo')" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Resumen de figuras" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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cl1vM7PWIbdebWYOZLQ/+nZHPGEVKTWV5JRNrJ/LWh29x7ZPXsmzTMjR1K3WN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\nJs57mJnzn0y4YMlNj62ivWv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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n = np.array([0,1,2,3,4,5])\n", "xx = np.linspace(-0.75, 1., 100)\n", "\n", "\n", "fig, axes = plt.subplots(1, 4, figsize=(12,3))\n", "\n", "axes[0].scatter(xx, xx + 0.25*np.random.randn(len(xx)))\n", "axes[0].set_title(\"scatter\")\n", "\n", "axes[1].step(n, n**2, lw=2)\n", "axes[1].set_title(\"step\")\n", "\n", "axes[2].bar(n, n**2, align=\"center\", width=0.5, alpha=0.5)\n", "axes[2].set_title(\"bar\")\n", "\n", "axes[3].fill_between(x, x**2, x**3, color=\"green\", alpha=0.5);\n", "axes[3].set_title(\"fill_between\");" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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mhRFbrKvqjKrar6pm0w1KvLaqXg1cDixqhy0CLmvblwMLk+yc5EC6QYrXt24jG5LMa/2n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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# A histogram\n", "n = np.random.randn(100000)\n", "fig, axes = plt.subplots(1, 2, figsize=(12,4))\n", "\n", "axes[0].hist(n)\n", "axes[0].set_title(\"Default histogram\")\n", "axes[0].set_xlim((min(n), max(n)))\n", "\n", "axes[1].hist(n, cumulative=True, bins=50)\n", "axes[1].set_title(\"Cumulative detailed histogram\")\n", "axes[1].set_xlim((min(n), max(n)));" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Figuras en 3D" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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D4eEhpqenK+qOWmF3TR3Q3EkdN7VkJZ/Ph8HBQQwODhpfa1SfJ071vF6vZcGo+B7VgR7r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DCA6WXwcER6q1HS4JUagVybxqzx0gjwu38uVAeppIgyZSoEYSbn4NJK6Es7ipFDjOSpvQFAgp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\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e3SRJ9f7k637jkTyKcNOVfHx2HA4Htre30dPTk9V57r//frz00kvHvmf7DkSR1BVROFLn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\nWNQRERERERG5MBZ1RERERERELuz/AWUkhvhjiVB7AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from mpl_toolkits.mplot3d import Axes3D\n", " \n", "import matplotlib.pyplot as plt\n", "\n", "fig = plt.figure()\n", "ax = Axes3D(fig)\n", "X = np.arange(-2,2,0.1)\n", "Y = np.arange(-2,2,0.1)\n", "X,Y = np.meshgrid(X,Y)\n", "\n", "def f(x,y):\n", " return (1 - y**5 + x**5)*np.exp(-x**2-y**2)\n", "\n", "ax.plot_surface(X,Y,f(X,Y), rstride=1, cstride=1)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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vhN6MgxYqnYm9vT0MDw/XLG9iGQmKZBFE66mUZa4MRJmZcUilUnj16hVXTmLDQM+bnp4e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\nNBoNnE4nLr/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UzNSNcDqdfsmt8gUyGlVbWxvwIcFut7O+ESaTCenp6WyC5M+1bDYbWltb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\n7S5Nr776apeu8fDhQ5SUlBhsy9fa2losXrwYH374IZYuXWrQouF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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Figuras en 3D\n", "\n", "import matplotlib\n", "from mpl_toolkits.mplot3d.axes3d import Axes3D\n", "\n", "def f(x, y):\n", " return x ** 2 - y ** 2\n", "\n", "x_l = np.linspace(0, 2*np.pi, 100)\n", "y_l = np.linspace(0, 2*np.pi, 100)\n", "X,Y = np.meshgrid(x_l, y_l)\n", "\n", "Z = f(X, Y)\n", "\n", "fig = plt.figure(figsize=(14,6))\n", "\n", "# `ax` is a 3D aware axis instance because of the projection='3d' keyword argument to add_subplot\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", "# surface_plot with color grading and color bar\n", "ax = fig.add_subplot(1, 2, 2, projection='3d')\n", "p = ax.plot_surface(X, Y, Z, rstride=1, cstride=1, cmap=matplotlib.cm.coolwarm, linewidth=0, antialiased=False)\n", "cb = fig.colorbar(p, shrink=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Imagenes" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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O1MS1JVpxWjPMBlommh/knaiP6EMmSkFyEH5YNs2CnibudaaNnTSEdQghg3k4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SjnaLSIVmNGJEpKgrENaDs2GlHjVLBDGvvxVVBXIc7jcxhblNsOiyKFjGd2wmj4aiHnDnWG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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.image as mpimg\n", "\n", "img = mpimg.imread('../images/Lenna.png')\n", "\n", "plt.imshow(img)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "# Seaborn " ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Seaborn es una biblioteca de visualización de Python basada en matplotlib. Proporciona una interfaz de alto nivel para dibujar gráficos estadísticos atractivos. \n", "\n", "Para una breve introducción a las ideas detrás del paquete, puede leer las [notas introductorias](https://seaborn.pydata.org/introduction.html#introduction). Más información práctica está en la [página de instalación](https://seaborn.pydata.org/installing.html#installing). También puede explorar la [galería de ejemplos](https://seaborn.pydata.org/examples/index.html#example-gallery) para obtener una idea de lo que puede hacer con Seaborn y, a continuación, consulte el [tutorial](https://seaborn.pydata.org/tutorial.html#tutorial) y la referencia de la [API](https://seaborn.pydata.org/api.html#api-ref) para saber cómo funciona." ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false, "deletable": true, "editable": true, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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3SBv3Tk5n8Nlaaililrbs3tveGlwNLC5YyP7qvb62kQmjGJ86Cbv19EdvAy2s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\nkNtgoJGRhm+/RfX69bC3t4s1v7Q0xCxYAI2vb4/fx+nXRJ6j6lQDDn1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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "sns.set(style=\"ticks\")\n", "\n", "# Load the example dataset for Anscombe's quartet\n", "df = sns.load_dataset(\"anscombe\")\n", "\n", "# Show the results of a linear regression within each dataset\n", "sns.lmplot(x=\"x\", y=\"y\", col=\"dataset\", hue=\"dataset\", data=df,\n", " col_wrap=2, ci=None, palette=\"muted\", size=4,\n", " scatter_kws={\"s\": 50, \"alpha\": 1})" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Gerson\\Anaconda3\\lib\\site-packages\\statsmodels\\nonparametric\\kdetools.py:20: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n", " y = X[:m/2+1] + np.r_[0,X[m/2+1:],0]*1j\n" ] }, { "data": { "image/png": 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tzMwMJFV91XWL19v7rW+tXaf4mszMzKuumZ2fX/vM4v/T+Y9+FLb29rV/3/fw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\nkAAZSzy4Mi/L1eHXt/Z4F4fFy4KFvU0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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "sns.set(style=\"white\", palette=\"muted\", color_codes=True)\n", "rs = np.random.RandomState(10)\n", "\n", "# Set up the matplotlib figure\n", "f, axes = plt.subplots(2, 2, figsize=(7, 7), sharex=True)\n", "sns.despine(left=True)\n", "\n", "# Generate a random univariate dataset\n", "d = rs.normal(size=100)\n", "\n", "# Plot a simple histogram with binsize determined automatically\n", "sns.distplot(d, kde=False, color=\"b\", ax=axes[0, 0])\n", "\n", "# Plot a kernel density estimate and rug plot\n", "sns.distplot(d, hist=False, rug=True, color=\"r\", ax=axes[0, 1])\n", "\n", "# Plot a filled kernel density estimate\n", "sns.distplot(d, hist=False, color=\"g\", kde_kws={\"shade\": True}, ax=axes[1, 0])\n", "\n", "# Plot a historgram and kernel density estimate\n", "sns.distplot(d, color=\"m\", ax=axes[1, 1])\n", "\n", "plt.setp(axes, yticks=[])\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false, "deletable": true, "editable": true, "scrolled": true }, "outputs": [ { "data": { "image/png": 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vpHU0gtE97emk1SyaTZN2oaBNLM+udbR3atylr6uUVAhLZeVi0O52OdPKLPDt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\nSBh9PueWx+OgB2WfW4Qo3JmBG00niu0uS1YCKt+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32/HBBx9Ao9GwnjEYHh5GVVUV2tvb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\nJiIiUoj/A6Agj3/IEQk8AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "sns.set(color_codes=True)\n", "np.random.seed(sum(map(ord, \"regression\")))\n", "tips = sns.load_dataset(\"tips\")\n", "sns.regplot(x=\"total_bill\", y=\"tip\", data=tips);" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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R8MXj1eWXQSQS4fxkPzbnVOLy0j3YrN2U8PrEGsOmQ4cxdaQVNv0wFCXF0OxthvbyyxJe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m4uDJPtin+cdCejwMhsy2sO9191t433N7GGypLYRIJIRxcBIadSZvy4W+QAGJWASNOpPTQnK0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\nxqrt/wACGcJAGa9lHwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Scatterplot Matrix\n", "\n", "import seaborn as sns\n", "sns.set()\n", "\n", "df = sns.load_dataset(\"iris\")\n", "sns.pairplot(df, hue=\"species\")" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "### Usando Seaborn para visualizar un dataframe de Pandas" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "import pandas as pd\n", "%matplotlib inline\n", "import random\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "df = pd.DataFrame()\n", "\n", "df['x'] = random.sample(range(1, 100), 25)\n", "df['y'] = random.sample(range(1, 100), 25)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Scatterplot\n", "\n", "sns.lmplot('x', 'y', data=df, fit_reg=False)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Gerson\\Anaconda3\\lib\\site-packages\\statsmodels\\nonparametric\\kdetools.py:20: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n", " y = X[:m/2+1] + np.r_[0,X[m/2+1:],0]*1j\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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RLpeLT3aWEGYzmDpUrk0Q5gq3WXh4bjYuF/zugzM4ZSXVgCWh0EXpM9UUFNUx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\nRK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Density Plot\n", "\n", "sns.kdeplot(df.y)" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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U5348AWwCnmJq9f8/gdM7/0ufCbzH1Oj/q8BVXY9P1uc/Bl7MzHczcz+wi+qr5T1NtlCf\nCezvenw0IibVFFG/ZebBzDwQEYPAY8DtwEBmHv+u6QFg1oQV2LKI+DywJzM3dy2eMv0Hfodq8PIX\nwCrgIaqztqdK/w9STb28AmwA7mMKfP6Z+TjVH7DjTtbnE/Ow0Xsx2UK91yUJihUR5wJbgY2Z+TDQ\nPX9Yd+mFU90XgUsi4nng48B3gLO72kvv/1vA5sw8nJkJvMMHf3FL7/8tVP2/gOpY2oNUxxaOK73/\nx53sd36kl2EBJl+ov0g1x8ZJLklQpM6lip8D/jYzhzqL/60z1wrwpxR8EbTMXJKZSzNzGfAT4Hrg\n2anSf6rLZlwWEQMR8bvAWcCWKdT/vfxmNPq/wHSm0P7f5WR9/hdgcUScGRGzqK6Ku6PuhSbb1MYT\nVKO2H/GbSxKUbg3wYWBtRByfW78ZuC8iPkR1fZ3HJqq4CfI3wIap0P/MfCoillD9Ak8DvgT8F1Ok\n/1T3YxiKiBeoRuhrgH9l6vT/uN/a5zPzaETcRxXw04C/z8x36l7IywRIUkEm2/SLJGkMDHVJKoih\nLkkFMdQlqSCGuiQVxFCXpIIY6pJUkP8D0QfosUtxjHgAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Histogram\n", "\n", "plt.hist(df.x, alpha=.3)\n", "sns.rugplot(df.x);" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWAAAAD3CAYAAAAjdY4DAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEWCAIgIMUESAAYr8FzP1rSizKG4RAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Boxplot\n", "\n", "sns.boxplot([df.y, df.x])" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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RIkqHLl2AuXPnMnbsWHTTPpw9K9Faex1JiKj1ZeE2cMUVVzB16lSvI0WcDl+6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\n4T7S/W9gpW3b3wMuB+5tvf1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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Violin Plot\n", "sns.violinplot([df.y, df.x])" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/html": [ "/* This template is inspired in the one used by Lorena Barba\n", "in the numerical-mooc repository: https://github.com/numerical-mooc/numerical-mooc\n", "We thank her work and hope you also enjoy the look of the notobooks with this style */\n", "\n", "\n", "Estilo aplicado\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Esta celda da el estilo al notebook\n", "from IPython.core.display import HTML\n", "css_file = '../styles/StyleCursoPython.css'\n", "HTML(open(css_file, \"r\").read())" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 1 }