{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "A veces, me llegan ficheros de datos con datos cada hora o cada día y los quiero representar en un *plot*. Para ello, podría acumular los ficheros en uno solo y luego pintarlo pero como lo debo hacer en 'tiempo casi-real' se puede meter todo en un bucle `while` que espera los ficheros cada hora/día/lo que sea y va pintando cada variable por tramos. Por ejemplo, una aproximación podría ser la siguiente:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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n+K4fPXqUVdPya7FZkLAzAVa7FXOT5+JPC/+kWl291l7E/+fAjPvD+R/iH/X/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j0j1LAoLZ+QMa0mP3/gTYJktMWkwO0Z57elpUWzPyUsXLgQ+/fvBwDs378fCxcuBAAcO3YMs2bN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\npKQkGAwGWK1WWK1W6HQ6aDQaVFRU4PTp06LLtFgs0Gg00Ol0cDgcOHDgA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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "plt.style.use('bmh')\n", "%matplotlib inline\n", "\n", "plt.figure(figsize = (12, 6))\n", "for i in range(10):\n", " x = np.arange(i * 10, i * 10 + 10)\n", " y_var1 = np.random.randint(1, 5, 10)\n", " y_var2 = np.random.randint(5, 8, 10)\n", " plt.plot(x, y_var1, color = 'k', label = 'variable1')\n", " plt.plot(x, y_var2, color = 'g', label = 'variable2')\n", " plt.legend()\n", " plt.ylim(0, 9)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Como véis, en la gráfica anterior hay varios problemas pero como esta es una [MicroEntrada](http://pybonacci.org/tag/microentradas/) solo nos vamos a centrar en el problema de las etiquetas repetidas en la leyenda.\n", "\n", "## ¿Cómo podríamos evitar el meter tantas veces una etiqueta repetida?\n", "\n", "Mi problema es que el bucle es o podría ser 'infinito' y tengo que inicializar las etiquetas de alguna forma. Si miro en esta respuesta encontrada en [Stackoverflow](http://stackoverflow.com/a/19386045) dice que en la documentación se indica que *\"If label attribute is empty string or starts with “_”, those artists will be ignored.\"* pero si busco [aquí](http://matplotlib.org/api/artist_api.html#matplotlib.artist.Artist.set_label) o [en el enlace que indican en la respuesta en Stackoverflow](http://matplotlib.org/users/legend_guide.html) no veo esa funcionalidad indicada en ningún sitio. Eso es porque aparecía en la versión [1.3.1](https://github.com/matplotlib/matplotlib/blob/v1.3.1/doc/users/legend_guide.rst) pero [luego desapareció](https://github.com/matplotlib/matplotlib/blob/v1.4.0/doc/users/legend_guide.rst)... Sin embargo podemos seguir usando esa funcionalidad aunque actualmente no esté documentada:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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FHtE/JmHM6aouBqO0pcEyOn4wXUqoFSCzkSv70j3kLWdOtxMVrRUAjFvrAj2P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\n4QUq8qtQKBQKhUKh2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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize = (12, 6))\n", "for i in range(10):\n", " x = np.arange(i * 10, i * 10 + 10)\n", " y_var1 = np.random.randint(1, 5, 10)\n", " y_var2 = np.random.randint(5, 8, 10)\n", " plt.plot(x, y_var1, color = 'k', label = 'variable1' if i == 0 else \"_esto_no_se_pintará\")\n", " plt.plot(x, y_var2, color = 'g', label = 'variable2' if i == 0 else \"_esto_tampoco\")\n", " plt.legend()\n", " plt.ylim(0, 9)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Espero que a alguien le resulte útil." ] } ], "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": "3.5.1" } }, "nbformat": 4, "nbformat_minor": 0 }