{ "metadata": { "name": "", "signature": "sha256:ce16aabc53084972b6a78fe1fcb8d5af3389db8d0a10fe454b42ad553587bac1" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Normalmente, si vas a dibujar pocos puntos en un scatter plot lo normal es usar `scatter` en matplotlib. Sin embargo, si tienes que dibujar una cantidad considerable de puntos, el rendimiento puede ser un factor importante. Como alternativa se puede usar `plot` en lugar de `scatter`.\n", "\n", "Veamos un ejemplo muy sencillo de esto y el rendimiento obtenido. vamos a dibujar 100.000 puntos aleatorios y ver los tiempos que obtenemos usando `scatter` y `plot`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Primero importamos las librer\u00edas a usar:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Creamos 100.000 puntos aleatorios:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "x = np.random.rand(100000)\n", "y = np.random.rand(100000)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Veamos lo que tarda un scatter plot" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%%timeit\n", "plt.scatter(x, y)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "1 loops, best of 3: 598 ms per loop\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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mzIOYFqiWnQ7/yYOxiQLaGz2YPqUERNsMMMw3APSjAGaY86mlQLiBEjQbUSaW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xcRsHEI8N9DBKEzaatqJoutdEOEdg7J4DQuN48J/g5/5GtSvqoh5Qtd7cC/kq+Ghgi97+8bdR4C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\nkuO9/u8jjjdk3u0IWH9AyvYHkNm1qtAGOtCvNSOxSsTe+QM6BSxO+meMK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"text": [ "" ] } ], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Y ahora lo mismo pero con un plot normal" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%%timeit\n", "plt.plot(x, y, 'bo')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "100 loops, best of 3: 9.09 ms per loop\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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8JDDvpdpuuInw8miq7jhj6p5HrEFKzHiqFtWXiW0KQIx8JPBf3DWXUmW+KaOe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"text": [ "" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "La diferencia entre ambas opciones es:\n", "\n", "$$ Rendimiento = \\frac{scatter}{plot} = \\frac{598}{9.09} \\approx 65 $$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Motivaci\u00f3n de esta entrada: hoy en el trabajo he tenido que escribir unos cuantos paneles de figuras 8x8, es decir, 64 figuras en cada panel, con m\u00e1s de 50.000 datos en cada figura y me ha parecido interesante compartir este peque\u00f1o truco que tengo por ah\u00ed guardado para estos casos* :-)" ] } ], "metadata": {} } ] }