{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Introducción a Matplotlib \n", "\n", "[Matplotlib](https://matplotlib.org/) es una librería de Python para hacer gráficos en dos dimensiones de alta calidad y altamente configurables. Tiene excelente integración con otras librerías como pandas y numpy\n", "\n", "Adicionalmente matplotlib se integra con Jupyter mediante la magia `%matplotlib backend`. Entre las opciones de backend se encuentran\n", " \n", "- `inline` : Gráficos rasterizados en el notebook/lab\n", "- `notebook` : Gráficos interactivos en el notebook\n", "- `ipympl`: Gráficos interactivos en jupyter lab y vscode\n", "- `qt`, `gtk`, `osx` : Gráficos en una ventana emergente \n", "\n", "Puedes consultar más información sobre esta magia en un terminal de IPython usando:\n", "\n", "```python\n", "%matplotlib?\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Instalación**\n", " \n", "Con nuestro ambiente conda activado\n", "\n", " conda install matplotlib\n", " \n", "O si usamos jupyterlab/VSCode\n", "\n", " conda install matplotlib ipympl" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Importar**" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2020-05-24T03:32:01.997317Z", "start_time": "2020-05-24T03:32:01.991334Z" } }, "outputs": [ { "data": { "text/plain": [ "'3.5.1'" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Invocamos la magia con una de las opciones de backend\n", "%matplotlib inline\n", "# Importamos la librería\n", "import matplotlib as mpl\n", "display(mpl.__version__)\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "El modulo `pyplot` provee \n", "\n", "- Funciones para crear distintos tipos de gráficos\n", "- Una maquina de estados que añade los diversos elementos que queremos incluir en él\n", "\n", "A continuación vamos a revisar ambos" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Nuestra primera figura en matplotlib\n", "\n", "Consideremos los siguientes datos que representan el número de casos covid19 positivos totales desde el 22 de Enero de 2020 hasta el 13 de Mayo de 2020" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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1/22/201/23/201/24/201/25/201/26/201/27/201/28/201/29/201/30/201/31/20...5/4/205/5/205/6/205/7/205/8/205/9/205/10/205/11/205/12/205/13/20
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Brazil0000000000...108620115455126611135773146894156061162699169594178214190137
Chile0000000000...20643220162304824581259722721928866300633172134381
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" ], "text/plain": [ " 1/22/20 1/23/20 1/24/20 1/25/20 1/26/20 1/27/20 1/28/20 \\\n", "Country/Region \n", "Argentina 0 0 0 0 0 0 0 \n", "Bolivia 0 0 0 0 0 0 0 \n", "Brazil 0 0 0 0 0 0 0 \n", "Chile 0 0 0 0 0 0 0 \n", "\n", " 1/29/20 1/30/20 1/31/20 ... 5/4/20 5/5/20 5/6/20 \\\n", "Country/Region ... \n", "Argentina 0 0 0 ... 4887 5020 5208 \n", "Bolivia 0 0 0 ... 1681 1802 1886 \n", "Brazil 0 0 0 ... 108620 115455 126611 \n", "Chile 0 0 0 ... 20643 22016 23048 \n", "\n", " 5/7/20 5/8/20 5/9/20 5/10/20 5/11/20 5/12/20 5/13/20 \n", "Country/Region \n", "Argentina 5371 5611 5776 6034 6278 6563 6879 \n", "Bolivia 2081 2266 2437 2556 2831 2964 3148 \n", "Brazil 135773 146894 156061 162699 169594 178214 190137 \n", "Chile 24581 25972 27219 28866 30063 31721 34381 \n", "\n", "[4 rows x 113 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "\n", "data_covid = pd.read_csv(\"data/covid19_extract.csv\").drop([\"Lat\", \"Long\", \"Province/State\"], axis=1)\n", "data_covid.set_index(\"Country/Region\", inplace=True)\n", "data_covid" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Un gráfico de línea en matplotlib se dibuja con la función `plot`\n", "\n", "Por ejemplo\n", "\n", "```python\n", "plt.plot(a)\n", "```\n", "\n", "dibujará `a` en el eje vertical y `range(len(a))` en el eje horizontal\n", "\n", "Mientras que\n", "\n", "```python\n", "plt.plot(x, y)\n", "```\n", " \n", "dibujará `y` en el eje vertical y `x` en el eje horizontal\n", "\n", "\n", ":::{note}\n", "\n", "Usamos un gráfico de línea para estudiar como cambia una variable en función de otra o en función del tiempo (orden)\n", "\n", ":::\n", "\n", "Por ejemplo" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2020-05-24T02:18:39.787429Z", "start_time": "2020-05-24T02:18:39.528771Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data_chile = data_covid.loc[\"Chile\"].values\n", "plt.plot(data_chile);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Podemos especificar el color, ancho, estilo, transparencia, entre otros:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2020-05-24T02:21:34.930598Z", "start_time": "2020-05-24T02:21:34.924827Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(data_chile, color='r', linestyle='--', linewidth=2, alpha=0.5);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notar que en IPython llamar a `plot` genera inmediatamente la figura. Si se usa el intérprete normal de Python la figura se mostrará sólo luego de usar la instrucción `plt.show()`\n", "\n", "\n", ":::{note}\n", "\n", "Si se usa el backend `notebook` o `ipympl` se añade una barra de herramientas que permite manipular interactivamente el gráfico \n", "\n", ":::" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Creación de figuras, ejes y artistas\n", "\n", "Figura (Figure)\n", ": Es el elemento principal, actua como un lienzo que mantiene los demás elementos\n", "\n", "Ejes (Axes)\n", ": Representan el sistema de coordenadas y puede haber más de uno por figura\n", "\n", "Artista (Artist)\n", ": Son los objetos que podemos dibujar en los ejes. Los artistas se agregan y modifican utilizando métodos de la clase Axes\n", "\n", " \n", "Anteriormente, al llamar `plot` creamos automaticamente un eje y una figura\n", "\n", "Para tener mayor control sobre nuestro gráfico podemos crear una figura y un conjunto de ejes usando `figure` o `subplots`\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2020-05-24T02:24:53.510508Z", "start_time": "2020-05-24T02:24:53.477156Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Especificamos el tamaño y el color de fondo\n", "fig, ax = plt.subplots(figsize=(7, 4), tight_layout=True, facecolor='#EEF')\n", "ax.plot(data_chile);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "La siguiente figura de la documentación de matplotlib resume los elementos principales que podemos modificar\n", "\n", "\n", "\n", "\n", "A continuación se muestra como acceder a cada uno de estos elementos" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "data_argentina = data_covid.loc[\"Argentina\"].values\n", "data_bolivia = data_covid.loc[\"Bolivia\"].values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "En matplotlib podemos agregar varios artistas en un mismo eje. Esto se hace llamando sucesivamente los métodos de un cierto eje que hayamos creado, por ejemplo" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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MLrmT1q5du3j55ZdJSUlh/PjxADzzzDO8+uqr5OXlYbFYiI+P57e//S0AycnJzJ8/nzFjxmCz2Vi3bh1Wq3/RoPXr17N06VKam5uZNWsWs2bNAmD58uUsWrQIh8NBREQEmZmZ1+hyRURE5LPjtRwoq+ff7h8bsB0KFqObTldKTU0lNzfX7DJERES6nR9l7mX7gQo++V/Tu/2u4RfLA1rJWEREpAepbmzlrS9PMHfi0G4fbr6JAo6IiEgP8lpuCW1eH9+bEjjbMlyIAo6IiEgP4fUZ/OGTY0wZHsHI6DCzy7mmFHBERER6iPcPV1BS28yiKfFml3LNKeCIiIj0EC9/fIzIsBBmJkebXco1p4AjIiLSAxyvPsXOw5U8OHkYwdbA//Ef+FcoIiIi/CHnGEEWCw9Ojrv0wQFAAUdERCTAVTa08sdPjjMjKZqY8D5ml3NdKOCIiIgEuH/7az6tbh//+O1Es0u5bhRwREREAtjugiq25JXyw9uHMyKyn9nlXDcKOCIiIgGq1ePln7fsY1hEXx6902F2OddV4K7RLCIi0sNlvH+Uo1VN/Pf3J9E72Gp2OdeVenBEREQC0LHqJl58r4DZKUO4IzHK7HKuOwUcERGRAGMYBj/Zuh9bkIWf3JtsdjmmUMAREREJMJ8W1fL+4Up+dNcohoT3NrscUyjgiIiIBJjfvn+EiNBeAb9j+DdRwBEREQkgh040sONgBUumxtOnV88aWHwmBRwREZEAkvHBUfoEW1k8tef23oACjoiISMAoPdnM1jwXCybFMTC0l9nlmEoBR0REJED87qNCDGD5LQlml2I6BRwREZEAUHfKzas5x7nvxhjiIvqaXY7pFHBEREQCwCufHKOpzcuK20aYXUqXoIAjIiLSzbW4vfx+VyG3jYpkTGx/s8vpEhRwREREurn1O49Q1djGytvVe3PaJQNOcXExd955J0lJSSQnJ/P8888DUFNTw4wZMxg5ciQzZsygtra2/Zw1a9bgcDhITExk27Zt7e179uwhJSUFh8PBY489hmEYALS2trJgwQIcDgdpaWkUFRV18mWKiIgEpkMnGvivnQV8Z3wsU0cMMrucLuOSAcdms/Hss89y4MABsrOzWbduHfn5+axdu5bp06fjdDqZPn06a9euBSA/P5/MzEz2799PVlYWq1atwuv1ArBy5UoyMjJwOp04nU6ysrIA2LBhAwMHDqSgoIDVq1fz1FNPXcNLFhERCQxen8H/8+cvCOsdzE/u65l7Tl3MJQNOTEwMEydOBCAsLIykpCRcLhdbt25lyZIlACxZsoQtW7YAsHXrVhYuXEhISAgJCQk4HA5ycnIoKyujvr6eqVOnYrFYWLx48VnnnH6vefPmsWPHjvbeHREREbmw3+8q5PPik/z0vjFE9PB1b851RWNwioqK2Lt3L2lpaZSXlxMTEwP4Q1BFRQUALpeLuLi49nPsdjsulwuXy4Xdbj+v/dxzbDYb4eHhVFdXX92ViYiIBLDj1af4j3cOMX10FOnjYs0up8uxXe6BjY2NzJ07l+eee47+/S8+QvtCPS8Wi+Wi7d90zrkyMjLIyMgAoLKy8nJLFxERCSiGYfD0//kCW1AQv7h/7AV/ZvZ0l9WD43a7mTt3Lg8//DAPPPAAANHR0ZSVlQFQVlZGVFQU4O+ZKS4ubj+3pKSE2NhY7HY7JSUl57Wfe47H46Guro6IiIjz6lixYgW5ubnk5uYSGRnZkesVERHp9rbkudh9pJqnZ40mJryP2eV0SZcMOIZhsHz5cpKSknjiiSfa29PT09m4cSMAGzduZM6cOe3tmZmZtLa2UlhYiNPpZPLkycTExBAWFkZ2djaGYbBp06azzjn9Xps3b2batGlKoyIiIhfQ5vHx7DuHGTu0Pw9NHmZ2OV3WJR9R7dq1i5dffpmUlBTGjx8PwDPPPMPTTz/N/Pnz2bBhA8OGDeP1118HIDk5mfnz5zNmzBhsNhvr1q3DavVv175+/XqWLl1Kc3Mzs2bNYtasWQAsX76cRYsW4XA4iIiIIDMz8xpdroiISPf2Wm4xJbXN/Ot3xhIUpM6Ai7EY3XS6UmpqKrm5uWaXISIict20uL3c/u/vYR/Yl81/N1VPO7h4HtBKxiIiIt3EK9nHKK9v5cczExVuLkEBR0REpBtoavWwfucRvuUYpBWLL4MCjoiISDfw37uLqG5q48mZiWaX0i0o4IiIiHRxdc1ufvv+EaaPjmLisIFml9MtKOCIiIh0cb/7qJD6Fg9PzBxldindhgKOiIhIF9bc5mXTx0XclRRNcmy42eV0Gwo4IiIiXdj/2VtC7Sk3j9yaYHYp3YoCjoiISBfl8xn87qNCUoaGMznh/C2M5OIUcERERLqo9w9XcqSyiR/cmqB1b66QAo6IiEgX9dJHRxnSvzezU2LMLqXbUcARERHpgvJL69lVUM2Sm+MJturH9ZXSHRMREemCfrerkD7BVu0Y3kEKOCIiIl1MRX0LW/NcfDfVTnjfYLPL6ZYUcERERLqYl7OP4fEZfP9bmhreUQo4IiIiXYjrZDMbPipk5phoEgaHml1Ot6WAIyIi0kUYhsE/vfElAP98zxiTq+neFHBERES6iK15pew8VMmPZyYSF9HX7HK6NQUcERGRLqC6sZWf/89+xscNYMnN8WaX0+0p4IiIiHQB//JmPo2tHn4170asQVq1+Gop4IiIiJjs3YPlbM0rZdUdDkZFh5ldTkBQwBERETFRc5uXf35jHyOj+rHqzhFmlxMwbGYXICIi0pO99OFRSuta+NOKKYTYrGaXEzDUgyMiImKSioYW1r9/hLuTo0kbPsjscgKKAo6IiIhJfv03J20eH0/PSjK7lIBzyYCzbNkyoqKiGDt2bHvbz372M4YOHcr48eMZP348b731Vvv31qxZg8PhIDExkW3btrW379mzh5SUFBwOB4899hiGYQDQ2trKggULcDgcpKWlUVRU1ImXJyIi0jUdOtHAnz49zqKpN2jF4mvgkgFn6dKlZGVlnde+evVq8vLyyMvLY/bs2QDk5+eTmZnJ/v37ycrKYtWqVXi9XgBWrlxJRkYGTqcTp9PZ/p4bNmxg4MCBFBQUsHr1ap566qnOvD4REZEu6Zm3DtAvxMZj00aaXUpAumTAue2224iIiLisN9u6dSsLFy4kJCSEhIQEHA4HOTk5lJWVUV9fz9SpU7FYLCxevJgtW7a0n7NkyRIA5s2bx44dO9p7d0RERALRB4cref9wJf8wbSQDQ3uZXU5A6vAYnBdffJEbb7yRZcuWUVtbC4DL5SIuLq79GLvdjsvlwuVyYbfbz2s/9xybzUZ4eDjV1dUdLUtERKRLa/P4eOatAwyL6Mvim28wu5yA1aGAs3LlSo4cOUJeXh4xMTE8+eSTABfsebFYLBdt/6ZzLiQjI4PU1FRSU1OprKzsSOkiIiKmqWps5eGXsjl4ooH/NTtJ08KvoQ4FnOjoaKxWK0FBQTzyyCPk5OQA/p6Z4uLi9uNKSkqIjY3FbrdTUlJyXvu553g8Hurq6i76SGzFihXk5uaSm5tLZGRkR0oXERExxf7SOua8uIsvXXW88OAEvj12iNklBbQOBZyysrL2X7/xxhvtM6zS09PJzMyktbWVwsJCnE4nkydPJiYmhrCwMLKzszEMg02bNjFnzpz2czZu3AjA5s2bmTZt2kV7cERERLqjt74sY976j/EZBq//8GbSx8WaXVLAu+RKxg8++CA7d+6kqqoKu93Oz3/+c3bu3EleXh4Wi4X4+Hh++9vfApCcnMz8+fMZM2YMNpuNdevWYbX6u9/Wr1/P0qVLaW5uZtasWcyaNQuA5cuXs2jRIhwOBxEREWRmZl7DyxUREbl+DMNg3XsF/Mc7h5k4bAC/WXQTUWG9zS6rR7AY3XTKUmpqKrm5uWaXISIickFur49/fmMff8ot5v4JQ1k7N0Vjbq6Bi+UB7UUlIiLSyRpa3Kz6w2d86KzisWkOVs8YpeEX15kCjoiISCcqPdnMsv/+lIKKRn4190bmT4q79EnS6RRwREREOsn7hyv5UeZe3F6D339/EreO1IxfsyjgiIiIXCWvz+C57Yd58b0CEqPDWPfwREZE9jO7rB5NAUdEROQqVDa08njmXnYfqea7N9n5lzlj6dNLg4nNpoAjIiLSQbsLqnj8T3k0tLj51bwbmZ+q8TZdhQKOiIjIFfL6DF7Y4eSFd50MHxzKy8snM3pIf7PLkjMo4IiIiFyB8voWHs/cS/bRGuZOtPOv30mmby/9OO1q9CciIiJymb4oOcnyjbk0tnj4j++OY95NdrNLkotQwBEREbkM2/PL+YdX9xIR2outf/8tRkWHmV2SfAMFHBERkUvY9HERP/vLfsYODeelJanaT6obUMARERG5CK/PYO3bB/jfHxZyV1IULzw4QeNtugn9KYmIiFxAdWMrj2fm8VFBFYun3sBP70vGGqT9pLoLBRwREZFz5BWfZNUre6hqamPtAyksnDzM7JLkCingiIiIfMUwDP6Yc5yf/yWfyLAQ/vx3N5NiDze7LOkABRwRERGg1ePlJ1v286fcYm4fFclzC8YzMLSX2WVJByngiIhIj1fR0MLKVz5jz7FaHr1zBE/MSNR4m25OAUdERHq0L0pO8sOX93DylJsXH5rAvTfGml2SdAIFHBER6ZEMw+D1PSX8f1v2MbhfCJtXTiU5VuNtAoUCjoiI9DgNLW7+6Y19/OXzUm4eMYj/fHACg/qFmF2WdCIFHBER6VHyik/y2Kt7cZ1s5sczR7HyDofG2wQgBRwREekR6prdvPThUdbvPEJ0/9689sMp3HRDhNllyTWigCMiIgGtsdXDf+8qJOODo9S3eJgzPpZ/SR9LeN9gs0uTa0gBR0REApLXZ7BxdxEvvldATVMbdyVF8aO7RjF2qAYS9wRBlzpg2bJlREVFMXbs2Pa2mpoaZsyYwciRI5kxYwa1tbXt31uzZg0Oh4PExES2bdvW3r5nzx5SUlJwOBw89thjGIYBQGtrKwsWLMDhcJCWlkZRUVEnXp6IiPREBRUNzPvNbv7lzXzGxPTnjVU389KSSQo3PcglA87SpUvJyso6q23t2rVMnz4dp9PJ9OnTWbt2LQD5+flkZmayf/9+srKyWLVqFV6vF4CVK1eSkZGB0+nE6XS2v+eGDRsYOHAgBQUFrF69mqeeeqqzr1FERHoIj9fHf+0sYPYLH1FY1cTzC8fz8vLJTBg20OzS5Dq7ZMC57bbbiIg4exDW1q1bWbJkCQBLlixhy5Yt7e0LFy4kJCSEhIQEHA4HOTk5lJWVUV9fz9SpU7FYLCxevPisc06/17x589ixY0d7746IiMjlyi2q4f7/2s2vsg4xLTGKd1bfxpzxQ7FYNEOqJ+rQGJzy8nJiYmIAiImJoaKiAgCXy8WUKVPaj7Pb7bhcLoKDg7Hb7ee1nz4nLi7OX4zNRnh4ONXV1QwePLhjVyQiIj1Kcc0p1r59kL9+WUZ0/xBefGgC96TEKNj0cJ06yPhCPS8Wi+Wi7d90zoVkZGSQkZEBQGVl5dWUKiIi3VyL28tz25387qNCrEEWfnTXSFbcNpy+vTR/RjoYcKKjoykrKyMmJoaysjKioqIAf89McXFx+3ElJSXExsZit9spKSk5r/3Mc+x2Ox6Ph7q6uvMeiZ22YsUKVqxYAUBqampHShcRkQBwtLKRVX/4jIMnGpg70c4/3p3IkPDeZpclXcglx+BcSHp6Ohs3bgRg48aNzJkzp709MzOT1tZWCgsLcTqdTJ48mZiYGMLCwsjOzsYwDDZt2nTWOaffa/PmzUybNk3diiIiclF/+byU+/7zI8rrW/j99yfx7PxxCjdynkv24Dz44IPs3LmTqqoq7HY7P//5z3n66aeZP38+GzZsYNiwYbz++usAJCcnM3/+fMaMGYPNZmPdunVYrVYA1q9fz9KlS2lubmbWrFnMmjULgOXLl7No0SIcDgcRERFkZmZew8sVEZHuqsXt5V/fzOcPnxznphsG8p8PTiB2QB+zy5IuymJ00ylLqamp5Obmml2GiIhcB/ml9fzoT3s5XN7ID28bzo/vTiTY2qGHEBJgLpYHNBJLRES6LK/P4KUPj/If7xxiQN9e/Pf3J3FHYpTZZUk3oIAjIiJdUunJZp54LY/sozXcnRzNmgduJCK0l9llSTehgCMiIl3O3uO1PLJpD81tHn4170a+e5NdE1DkiijgiIhIl/KXz0v58eufM6R/b159JI2R0WFmlyTdkAKOiIh0CYZh8PwOJ89tdzI5PoLfLLpJj6SkwxRwRETEdMeqm/jXN/PZfqCCuRPtPPPAWEJsVrPLkm5MAUdERExTd8rNf77rZOPHRQRbg/jne5JYfkuCxtvIVVPAERGR687j9fGHT47z6+2HqWt2M/+mOJ6cOYqo/lqRWDqHAo6IiFxXnxef5J+2fMk+Vz3fcgzin2aPYUxsf7PLkgCjgCMiItdFfYub/9h2iJezjxHZL4R1D01kdsoQPY6Sa0IBR0RErqnmNi9/+OQYv3n/KDVNrSyZGs+TM0cR1jvY7NIkgCngiIjINdHU6uHl7GO89OFRqhrbmDp8EP9r9iRS7OFmlyY9gAKOiIh0qqrGVjZ9fIyXPy6i9pSbW0cO5rHpI5kUH2F2adKDKOCIiEinKKhoZMNHR/nzZy7aPD7uSori0TsdTBg20OzSpAdSwBERkatS3+Lm3948wJ9yiwmxBTF3op3ltyTgiOpndmliJk8r7H0ZTnwJ9z1/3T9eAUdERDrsg8OVPPXnLyivb2HFbcNZcdtwBvcLMbssMZOnFT7bBB/9GupdEJcGbaegV9/rWoYCjoiIXLHGVg//9tcDvJpznBGRofx55c16FNXTtTbC3ldg1/PQUOoPNnNehOF3gglLASjgiIjIFSmsamL5xk8prGpixW3DeWLGKHoHa9+oHqu+DHJ+C7m/g5Y6iJsC3/kvGH6HKcHmNAUcERG5bLsLqlj5h88IssAffzCFqSMGmV2SmMEw4Ngu/6Ooff8HDC+Mvhdu/geIm2x2dYACjoiIXKY/fHKMn27dT8LgUDYsmcSwQdd3TIV0AfWlkPdHyPsD1ByFkP4waTmk/R1EJJhd3VkUcERE5Bs1t3n5t7fyeSX7OHcmRvLCgxO0CnFP4vPBkXf9j6AOvw2GD264BW5/CpLSr/vg4culgCMiIheVW1TDP27+on28zVPfHo01SHtHBTzDgMpDcOivsGcjnDwGfQfDzY/BxMUwaITZFV6SAo6IiJynxe3l2XcO8dJHhQwd0Ic/PpLGzSMGm12WXEtNVXDobSh8Hwo/gMZyf3v8rXDXT2H0fWDrZW6NV0ABR0REzrL3eC0/fv1zjlQ28XDaMP7f2Un0C9GPi4DkdYPzb/4xNYezwOeB0ChIuA2G3w4Jt8PAG8yuskOu6m9sfHw8YWFhWK1WbDYbubm51NTUsGDBAoqKioiPj+e1115j4ED/2ghr1qxhw4YNWK1WXnjhBe6++24A9uzZw9KlS2lubmb27Nk8//zzWEycWiYi0hO1erw8v93Jb94/wpD+vXl5+WRuHRlpdlnS2ZqqoOhDfy/Ngf+Bpkp/qJmyEm5cANFjTZ3e3VmuOpK/9957DB78dbfl2rVrmT59Ok8//TRr165l7dq1/PKXvyQ/P5/MzEz2799PaWkpd911F4cPH8ZqtbJy5UoyMjKYMmUKs2fPJisri1mzZl1taSIicpn2l9bx5Gufc/BEA/NT7fzzvWPor4HEgcHTBsc/hsPb4OhOqNjvb+8VBiPugPEPg+MusAbWn3en9zlu3bqVnTt3ArBkyRLuuOMOfvnLX7J161YWLlxISEgICQkJOBwOcnJyiI+Pp76+nqlTpwKwePFitmzZooAjInIdFFQ08pv3j7Blr4uBob3YsCSV6UnRZpclV8Png2onlHzqf/x05F1orQdrLxg2Fab/xP/oKWY8WAP30eNVXZnFYmHmzJlYLBZ++MMfsmLFCsrLy4mJiQEgJiaGiooKAFwuF1OmTGk/126343K5CA4Oxm63n9d+IRkZGWRkZABQWVl5NaWLiPRoX5bU8V87C8jaf4IQWxDfm3IDj08fycDQ7jOIVIC2Jqg6DJWHoSIfSj+D0jx/oAHoNwSS74dRd/tDTUjP2QD1qgLOrl27iI2NpaKighkzZjB69OiLHmsYxnltFovlou0XsmLFClasWAFAampqB6sWEem5Cioa+GXWIf6WX05YbxuP3uHg+9+KZ5A2yOzaWhuhfD9UHfJP36485P/1yeNfHxMUDEPGwo3zYehNEDsRIhMDYjxNR1xVwImNjQUgKiqK+++/n5ycHKKjoykrKyMmJoaysjKioqIAf89McXFx+7klJSXExsZit9spKSk5r11ERDrPiboWntt+mNdyiwntZePHM0ex5OZ4LdjXFRmGfxdu1x44nu0fP1P2hX87BABrCAweCUNTYcIif4iJHA0RwwNuHM3V6HDAaWpqwufzERYWRlNTE++88w4/+clPSE9PZ+PGjTz99NNs3LiROXPmAJCens5DDz3EE088QWlpKU6nk8mTJ2O1WgkLCyM7O5u0tDQ2bdrEP/zDP3TaBYqI9GSVDa289OFRNn5chNdnsPTmBP5+moMIPYrqGjytUPY5FOdAxQGoPOjvnWlr8H/f1tsfZG5ZDfZUf5gZcAMEaXPTS+lwwCkvL+f+++8HwOPx8NBDD/Htb3+bSZMmMX/+fDZs2MCwYcN4/fXXAUhOTmb+/PmMGTMGm83GunXrsFr9f0Dr169vnyY+a9YsDTAWEblK5fUt/Ob9I7yac5w2j48544fyxIxRxEV0zWX1e4zmk/4emWO74PgnUJYH3jb/9/pF+wPM+Af9X4eMg5hx3Wpxva7EYlxoEEw3kJqaSm5urtlliIh0KafaPPz/7xxmU/YxvD6D+ycM5dE7HSQMDjW7tJ7H5/NvSFmWB67P4NhH/kdNGP4ZTbET/Dtvx6WBfTKEafZaR1wsDwTu/DARkR4mp7CGf9z8OceqTzE/1c7f3zlSO35fLy31/kdMFfn+14l9cOLLrx81WUP8YeaOp+GGb/kfNwX3MbfmAKeAIyLSzTW3efn3bYf4/e5C7AP78OojU5g6YpDZZQUmw/D3ypTu9c9qqsiH8nyoO2M2U69+EDUGxi30P2KKGecfBKxHTdeVAo6ISDfl8xn8zxelPPvOYY7XnGLx1Bt46tujCdW+UZ3rVI1/A8oj78KR96DuqxnBQTYYNBLiJsFNSyA62R9swuMgKMjcmkUBR0SkuzEMg+0HKnj2nUMcPNFAUkx/7fbdmTxtUJLzdaAp3QsYENLfvwnlLav9j5sGjwKb1g/qqhRwRES6kc+O1/Kvb+az9/hJEgaH8p8PTuCelBiCgnrmYm6dqrYIPv4v/87abY1gsfrHytz+FIyY5l88L4C3Ngg0+pMSEekGKhpa+OXbh/jzZyVEhYWw9oEU5t5kJ9iqRyFXrTQPdr8A+9/wh5qxcyHpPki4FXqHm11dt2YYBlXNVUT2vf670ivgiIh0YS1uL69kH+O57U5aPV7+7vYR/P00B/00zubKtdT5BwhXHobyfV8NEN4PDWX+nbWnPgppKyF8qNmVdmun3KfILsvmQ9eHfFjyIQB/m/e3i27DdK3ovxARkS6ortnNHz45xu93FVHZ0ModiZH85N4xDI/sOZsldojP63/UdHqvpsrDUF3gDzanqr4+ztrLv5hewu3+R0/jFqi3pgMMw6C0qZR9VfvYV7WPL6u+5IvKL3D73IQGhzI1Ziq32m/Fa3ixWa5v5FDAERHpQk7UtfC7XYX88ZPjNLZ6uHXkYJ5bMJ5vOTSAuF1LHdQU+kNLzVE4ecy/6WTtMagrAZ/762P7DfHv2zT6Hv9eTYNG+Gc+DRqhfZuuQl1rHZsPb+a1Q69R2lQKQHBQMEkRSTw0+iFus9/GhKgJBJt4jxVwRES6gANl9fzvD4/yl7xSDOCelBhW3DacsUN7aK+CYfinY5fvh6rDUOX0v6oLzu6JAQiNhAHD/CsDJ38HBjlgcKI/2PQZYEb1Acln+HDWOsk8lMmbR96kxdtC2pA0vj/2+6REpjBqwChTA825FHBERExiGAYfH63mN+8f5YPDlfTtZeV7U25g+S0JPW/PqNYGOLbbv+lk6V7/9ganqr/+fmikf1r26NkQMcLfGxMxHAbGQ4ge210LxfXF5JbncqDmAIdqDnGo9hBN7iZCrCHcO/xeHkp6iFEDR5ld5kUp4IiIXGeGYfCBs4r/3OEk91gtg/uF8I93J/Jw2jAG9A3w1W4NA1rrob7U/zip+BM4+j649oDh9c9iikqCxFn+HpkhN37VEzPQ7MoDXl1rHZ+UfcLu0t1kl2XjanQB0NfWl8SIRO4bfh+jI0Yzbdg0Bvbu+n8eCjgiItdJm8fHuwfLWb/zCJ+X1BEb3pt/nZPMd1Pj6B1sNbu8zuPzQfmX/t6YehfUl0FD6Vdfy/xrzJxmCYLYiXDLj/yL6NknQ68e1ntlEsMwKDhZwAclH/BByQd8Xvk5XsNLaHAok4ZMYvGYxUyJmUJ8eDxBlu63HIECjojINWQYBp8dr+WNvS7e/KKMk6fcxEX0Yc0DKcydaKeXrfv94MAw/FOsawrPbm8sh8IP/K/mGn9bUDCEDYGwGH/PjOMu6B/79Ss6WbOXriO3z82e8j3sLN7JzuKd7b00oyNGs2zsMm6130rK4BRsQd0/HnT/KxAR6YJa3F7+/FkJL31YSGFVE72Dg5g5Zgj3TxzKrY7B2LrTAn2GAU1VcGwXFGyHgh3+HpkL6T8URn0bht8O8bdAWKz2ZTKBz/BR3FDM8frjlDSWUNJQwvGG4+w5sYcGdwMh1hCmxkzlByk/4NahtxIdGm12yZ1OAUdEpBM1tLj5wyfH2fBRIZUNrYyzh/Pv827k22OHENa768wwOY+72T/NuuYo1Bb6e2dOHv/65W7yHxcSDiPu9PfEDEnxP2I6LaQfDEyA67ygW0/mM3xUnKpoDzMHaw5ysOYgh2oP0expbj+ut7U3Q/sNZfoN07kz7k6mxEyhb3BgPwpUwBER6QQ1TW38flchG3cXUd/i4RbHYJ5fMJ6pIwZd9xVcL+h0L0zlQf8CeNVH/NOw60r8r6bKs48P6Q8Db/CvFzPiTv807JjxYJ+k/ZhMUtdax4GaAxyoPkB+dT7OWicljSW0elvbjwkNDiVxYCL3O+5ndMRoEsITsIfZGdS7i/w9vI70t1RE5CqU17eQ8cFR/vjJcZrdXu5OjmbVHQ7GxQ24voUYhn/1Xuc2cP7NP7j3TM0nvx4XAxAcCgPi/I+UhtwI4XH+KdcRCf5emL4R6onpAupa63i78G22FGxhf/X+9vbY0FhGRYzilqG3EBcW53/1j2Nov6HdckDwtaCAIyJyBbw+g/zSenYfqWL3kWo+PlKN1zCYMy6WlXeMYGR02PUpxOf1B5rSz6AkF47s8D9KAoge65+ZdGZA6RXqX/wuMhEiR/sH+CrAdBmGYdDgbqDqVBWVzZVUnKrgg5IPePf4u7T52kgcmMjjEx8neVAySRFJDOg9wOySuzwFHBGRS2jz+PjgcCX/80UpOw9VUtfs3wrAEdWP7025gaU3xzNsUCeNZ2ip96/ei/F1m6fV3yNzejxMTSGc+PLrcTG9wvwDem9ZDSNnQri9c2qRDvMZPprcTTS2NVLfVk99Wz3VLdVUN/tfNS01/l+fbmupPutRE0B4SDjzRs3jO47vkDQoyaQr6b4UcERELqDF7eWTwhre/rKMt/edoK7ZzYC+wcwcE80tIwczdfggovr37pwP83rg6E74/FU4+CZ4Wi5yoMXf8zJgGEx42L9JZOxE/9YEmql03RiGQXVLNSUNJe0zlE40naDiVEV770ttSy3GmSH1DFaLlQEhAxjUZxCDeg/ihv43MKj3ICL7RjK4z2Ai+0QyuO9g4vrFdamtD7obBRwREcDt9VFQ0ciugio+cFbxydFqWj0+QntZmZk8hPvGxXCLI7Lj69b4vHCqBpoq/Ave1R33D+49WQyF7/vXkOk9ACZ8D0beDbYzVjQOsvnHyvQfena7XBOGYVDZXMmRk0c4WneUwrpCyk+VU91cTVVzFdXN1bT52s46J6J3BNF9o4nqG0XyoGQG9RlE/179CesV1v4a1HsQg/oMYkDIAI2TuQ4UcESkR2nz+Dhec4rCqiaOVDZy6EQDB080UFDRgNvr/xf3iMhQHkobxm2jIpmSMIg+vS5zleHWRv8066rD/lflIf/mkA0nvtpX6Zx/0Vus/tBinwQ3LoBRd4MtpHMvuIczDIMWb0v746ImdxMt3hY8Pg9enxeP4aGxrZFjDcc4Vn+MY3X+rw3uhvb3COsVRkxoDIP7DCa+fzyD+gwiJjQGe5gde5id2NBYets6qTdPOo0CjogEpDaPj/yyegoqGnFWNFBQ3siRykaKa5vx+r4OGjHhvRk9JIw7EiMZPSSM1PgIhg7oc/E3Ngx/YCnfD+X7/NOua476x8U0VZxxoMU/K2nwSH+ACY386jXY/5gpPM6/wm9QAG3R0Ek8Pg/1bfXUtdbR2NZIi7eFFk9L+9dmTzPNnmZOeU7R7P7q61dtzZ5mGtoaqGut8499aa3HY3gu63NjQmO4of8NzB4+mxEDRjAifATDBwzvkVOsA0GXCThZWVk8/vjjeL1efvCDH/D000+bXZKIdDN1zW52Hqrgnfxy3j9USWOr/wdbsNVCwuBQxsT2594bYxkeGUrC4FCGD7ARbjnl3/yxtR5ayuBoiX+hu9oi/6u14ewPaao6e7p1WKx/rZhRd389xXrwKP+4mODA+Ve91+fF7XNjYGAYBj7Dhw8fPp8Pr+HFZ/jw+DxnhZFm99dB5JT7FKc8p/wBxdvsP8bTQqO78awwUt9WT6O78dIFfSXEGkIfWx/62PrQ29abPrY+hPUKI7pvNOEh4fTv1Z/+If0JtYUS2iuUfsH9CLGGYAuyERwUjNVipY+tD/Ywu3phAkyXCDher5dHH32Uv/3tb9jtdiZNmkR6ejpjxowxuzQRuc7qTrkprj2F62QzJ0+1UXvKzclTbuqa26hv9lDf4qahxUNDi/usnhgDcNU24/V5iQuFh8aE8q24MEYMsDCktwebpxlOlfp7XA4e9O+ldHpa9bksVv8aMQMT/AN6zxTS3z8NOzoZosdck12u2wOE8XV48BpevD6v/+sZgcJn+PAYnrOChs/w4fa5cfvctHnbaPO20eptbe/haPG20Oppxe1z4zG+elTj87Qff/rck60nqW2ppaal5hsHzV6pEGsIIdYQelt7069XP8JDwonuG82ogaPaA0l4r3D6h/QnLDiM3rbe/pfV/7WvrW97qLGqB0wuoksEnJycHBwOB8OHDwdg4cKFbN261ZSAU1zm5L29r1/3zxW5LO0/X3wXP8TwH9Z+6Hm/MLAYxldffWB89RXDf67hvcgb+zAMo/2r76uXYfjwnfNzz8DA8HkxvB4Mnwefz4vP58HrM/AaPjyGD8Pw+T/X5wV8GF4PbR4P+LwE4cOKr/2rzeIjOsjAbjGwWnzYLAZWqw9rkA8rHoIML1a8WAe5CTL8U7iNYqgqhgoLGFja74kvyIoRGokvOg7f8IkYwX0xbCEYthB81l4QEga9wzEsQe29Faf/hwE+fHh8zXiqsvFUfITH56HN19YeJNp8bXh8nvbAcDqEnBlUPD4Pbq+7/Vi3z90eMk4HmOshyBKEzWLDGmRt79HoZe3l/xrUi/CQcG7ofwMToiYwsPdA+tj6EGQJIoggLBYLFixYg6wEWYKwWqztvSFnBpLQ4FB/IAnuQ19bX3rbemuArVwXXSLguFwu4uLi2n9vt9v55JNPzjsuIyODjIwMACorK8/7fmf4JP8d/r3y1Wvy3iI9jgWwfvW6Zs78gG8YO3OWNmgr9r86wGaxYQv6Ohj0CupFL2uv9nBw+mULsvl7GSxfh4AgS5D/nNNBwtoLq8X69ft9FTjOPP50eDg3TFiDrO2/Dgo6+/gz6wq2BhMSFEKf4K8e5XzVE6KgIYGsSwQcwzi/2/NCA7pWrFjBihUrAEhNTb0mtdwyLp1ngi/3/yRFrj9L+3onFx/0GGQ557uWc35hCcKwBH29UaLFiiXIgsUShAXLBVe4tQRZsVgsBH31SMBmtWK1BmG1+P8Vf245vWzBBAcHY7EGg8VGkNVGUJCVIIIICvL3Apz3GV99ruUi19be/g3jPYO+ugYLlvZeBovF0v7D/HQIOP299uPPOPb0Z/nvBRd8PxHp2rpEwLHb7RQXf/0vqZKSEmJjY02pZcjgOO67bZkpny0iIiKdo0v0T06aNAmn00lhYSFtbW1kZmaSnp5udlkiIiLSTXWJHhybzcaLL77I3XffjdfrZdmyZSQnJ5tdloiIiHRTXSLgAMyePZvZs2ebXYaIiIgEgC7xiEpERESkMyngiIiISMBRwBEREZGAo4AjIiIiAUcBR0RERAKOAo6IiIgEHItxoX0SuoHBgwcTHx9/zd6/srKSyMjIa/b+PYnuZefS/excup+dR/eyc+l+Xp6ioiKqqqrOa++2AedaS01NJTc31+wyAoLuZefS/excup+dR/eyc+l+Xh09ohIREZGAo4AjIiIiAUcB5yJWrFhhdgkBQ/eyc+l+di7dz86je9m5dD+vjsbgiIiISMBRD46IiIgEHAUcERERCTgKOOfIysoiMTERh8PB2rVrzS6n2ykuLubOO+8kKSmJ5ORknn/+eQBqamqYMWMGI0eOZMaMGdTW1ppcaffh9XqZMGEC9957L6B7eTVOnjzJvHnzGD16NElJSXz88ce6n1fh17/+NcnJyYwdO5YHH3yQlpYW3c8rsGzZMqKiohg7dmx72zfdvzVr1uBwOEhMTGTbtm1mlNytKOCcwev18uijj/L222+Tn5/Pq6++Sn5+vtlldSs2m41nn32WAwcOkJ2dzbp168jPz2ft2rVMnz4dp9PJ9OnTFR6vwPPPP09SUlL773UvO+7xxx/n29/+NgcPHuTzzz8nKSlJ97ODXC4XL7zwArm5uezbtw+v10tmZqbu5xVYunQpWVlZZ7Vd7P7l5+eTmZnJ/v37ycrKYtWqVXi9XjPK7j4Mabd7925j5syZ7b9/5plnjGeeecbEirq/9PR045133jFGjRpllJaWGoZhGKWlpcaoUaNMrqx7KC4uNqZNm2bs2LHDuOeeewzDMHQvO6iurs6Ij483fD7fWe26nx1TUlJi2O12o7q62nC73cY999xjbNu2TffzChUWFhrJycntv7/Y/Tv359HMmTON3bt3X99iuxn14JzB5XIRFxfX/nu73Y7L5TKxou6tqKiIvXv3kpaWRnl5OTExMQDExMRQUVFhcnXdw49+9CN+9atfERT09X+qupcdc/ToUSIjI/n+97/PhAkT+MEPfkBTU5PuZwcNHTqUH//4xwwbNoyYmBjCw8OZOXOm7udVutj908+nK6eAcwbjAjPmLRaLCZV0f42NjcydO5fnnnuO/v37m11Ot/Tmm28SFRXFTTfdZHYpAcHj8fDZZ5+xcuVK9u7dS2hoqB6fXIXa2lq2bt1KYWEhpaWlNDU18corr5hdVsDSz6crp4BzBrvdTnFxcfvvS0pKiI2NNbGi7sntdjN37lwefvhhHnjgAQCio6MpKysDoKysjKioKDNL7BZ27drFX/7yF+Lj41m4cCHvvvsu3/ve93QvO8hut2O320lLSwNg3rx5fPbZZ7qfHbR9+3YSEhKIjIwkODiYBx54gN27d+t+XqWL3T/9fLpyCjhnmDRpEk6nk8LCQtra2sjMzCQ9Pd3ssroVwzBYvnw5SUlJPPHEE+3t6enpbNy4EYCNGzcyZ84cs0rsNtasWUNJSQlFRUVkZmYybdo0XnnlFd3LDhoyZAhxcXEcOnQIgB07djBmzBjdzw4aNmwY2dnZnDp1CsMw2LFjB0lJSbqfV+li9y89PZ3MzExaW1spLCzE6XQyefJkM0vt+swdAtT1/PWvfzVGjhxpDB8+3PjFL35hdjndzocffmgARkpKijFu3Dhj3Lhxxl//+lejqqrKmDZtmuFwOIxp06YZ1dXVZpfarbz33nvtg4x1Lztu7969xk033WSkpKQYc+bMMWpqanQ/r8JPfvITIzEx0UhOTja+973vGS0tLbqfV2DhwoXGkCFDDJvNZgwdOtR46aWXvvH+/eIXvzCGDx9ujBo1ynjrrbdMrLx70FYNIiIiEnD0iEpEREQCjgKOiIiIBBwFHBEREQk4CjgiIiIScBRwREREJOAo4IiIiEjAUcARERGRgPN/AcoaIRBkzVXDAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 4), tight_layout=True, facecolor='w')\n", "ax.plot(data_chile)\n", "ax.plot(data_argentina)\n", "ax.plot(data_bolivia);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ":::{note}\n", "\n", "Los colores van rotando automáticamente\n", "\n", ":::\n", "\n", "Se puede seleccionar manualmente el color utilizando el argumento `c` de `plot`, por ejemplo" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 4), tight_layout=True, facecolor='w')\n", "ax.plot(data_chile, c='red')\n", "ax.plot(data_argentina, c='blue')\n", "ax.plot(data_bolivia, c='green');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`plot` también recibe los argumentos\n", "\n", "- `linewidth` o `lw`: Ancho de línea\n", "- `linestyle` o `ls`: Estilo de la línea (`'-'`, `'--'`, `'-.'` y `'none'`)\n", "- `marker` y `markersize`: Para especificar el tipo y tamaño de los marcadores\n", "- `alpha`: Opacidad de la línea (entre 0 y 1)\n", "- `label`: Nombre de la linea\n", "\n", "El nombre es útil si queremos agregar una leyenda a nuestra imagen, por ejemplo" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 4), tight_layout=True, facecolor='w')\n", "\n", "ax.plot(data_chile, lw=2, alpha=0.75, label='Chile')\n", "ax.plot(data_argentina, ls='--', lw=2, alpha=0.75, label='Argentina')\n", "ax.plot(data_bolivia, ls='none', marker='.', markersize=5, label='Bolivia')\n", "\n", "ax.legend(loc=1, ncol=3, bbox_to_anchor=(0.75, 1)); # Leyenda" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ":::{tip}\n", "\n", "Acostúmbrese a rotular sus gráficos con títulos y etiquetas para los ejes\n", "\n", ":::\n", "\n", "A continuación se muestran las funciones para rotular ejes y algunos de los argumentos que aceptan" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 4), tight_layout=True, facecolor='w')\n", "ax.plot(data_chile)\n", "\n", "# Texto para ejes y título\n", "ax.set_xlabel('Tiempo [días]', fontsize=14, fontname='serif', color=\"green\")\n", "ax.set_ylabel('Casos acumulados de COVID-19')\n", "ax.set_title('Mis primeros pasos en matplotlib');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Si necesitamos controlar la información a mostrar, podemos hacerlo sin necesidad de alterar nuestros datos con las funciones `set_xlim` y `set_ylim`. \n", "\n", "Matplotlib ofrece también gran control respecto de como se presentan la información de los ejes" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2020-05-24T02:36:29.966660Z", "start_time": "2020-05-24T02:36:29.908623Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 4), tight_layout=True, facecolor='w')\n", "ax.plot(data_chile)\n", "\n", "# Límites de los ejes: set_xlim y set_ylim\n", "ax.set_xlim([50, 100]) \n", "\n", "# Ticks de los ejes: set_xticks y set_yticks\n", "ax.set_yticks([0, 5000, 10000, 20000])\n", "# Etiquetas de los ejes\n", "ax.set_yticklabels(['nada', 'pocos', 'muchos', 'demasiados'])\n", "ax.xaxis.set_major_locator(mpl.ticker.MultipleLocator(7))\n", "ax.xaxis.set_minor_locator(mpl.ticker.MultipleLocator(1))\n", "\n", "# Grilla\n", "ax.grid(color=\"red\", which=\"major\", axis='both', linestyle=':', linewidth=0.5);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Posicionamiento de ejes\n", "\n", "Podemos crear un eje en una posición específica de la figura. La posición se indica con cuatro valores ordenados como sigue:\n", "\n", "- left (izquierda)\n", "- bottom (abajo)\n", "- width (ancho)\n", "- height (alto)\n", "\n", "Los valores deben estar entre 0 y 1, son relativos al tamaño de la figura" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2020-05-24T02:38:25.980427Z", "start_time": "2020-05-24T02:38:25.905558Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(7, 4))\n", "ax1 = fig.add_axes([0.1, 0.1, 0.8, 0.8])\n", "ax1.plot(data_chile)\n", "ax1.set_title('ax1')\n", "ax2 = fig.add_axes([0.25, 0.5, 0.4, 0.2])\n", "ax2.plot(data_argentina)\n", "ax2.set_title('ax2');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ":::{note}\n", "\n", "Podemos incluso crear un eje dentro de otro. Esto es útil si queremos destacar una parte específica del gráfico. Use este recurso con moderación ya que puede entorpecer la lectura del gráfico\n", "\n", ":::" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Si queremos múltiples ejes organizados como una tabla es más sencillo usar `subplots`. Si queremos comparar todas las figuras en la misma escala se pueden usar los argumentos `sharex` y `sharey`" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2020-05-24T02:40:30.611509Z", "start_time": "2020-05-24T02:40:30.553050Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(nrows=3, ncols=1, figsize=(7, 5), \n", " sharex=True, sharey=False, tight_layout=True)\n", "ax[0].plot(data_chile, lw=2)\n", "ax[0].set_title('Chile')\n", "ax[1].plot(data_argentina, lw=2)\n", "ax[1].set_title('Argentina');\n", "ax[2].plot(data_bolivia, lw=2)\n", "ax[2].set_title('Bolivia');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Si necesitamos que los sub-ejes tengan distintos tamaños dentro de la \"tabla\" podemos utilizar `gridspec`" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2020-05-24T02:40:56.885633Z", "start_time": "2020-05-24T02:40:56.743932Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(7, 4), facecolor='w', tight_layout=True)\n", "\n", "gs = mpl.gridspec.GridSpec(4, 4)\n", "\n", "ax = fig.add_subplot(gs[0, 0])\n", "ax.plot(data_chile); ax.set_title('0')\n", "ax = fig.add_subplot(gs[1:, 0])\n", "ax.plot(data_chile); ax.set_title('1')\n", "ax = fig.add_subplot(gs[0:2, 1:])\n", "ax.plot(data_chile); ax.set_title('2')\n", "ax = fig.add_subplot(gs[2:4, 1:3])\n", "ax.plot(data_chile); ax.set_title('3')\n", "ax = fig.add_subplot(gs[2:4, 3])\n", "ax.plot(data_chile); ax.set_title('4');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Escalas logarítmicas\n", "\n", "Podemos modificar el escalamiento de los ejes de un gráfico tipo `plot` usando `set_xscale` o `set_yscale`, respectivamente\n", "\n", "También podemos obtener el mismo efecto usando `semilogx`, `semilogy` y `loglog`, en lugar de `plot`" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2020-05-24T02:43:15.276411Z", "start_time": "2020-05-24T02:43:15.236420Z" } }, "outputs": [ { "data": { "image/png": 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uhAP78mw9bR027proGlsLyxz44Ga1KfxyTzHZn3/DstkT+eXCCHk87DZIAhfCgX10shqtm4bvGMaoHUqfkDnwwau1w8rjrx/m/ZJKVt0ziX9ODJPkfZskgQvhwD46Uc1dE31kiFE4NatN4R+NRbxfUsnGpHDSvzNJ7ZBcgqyKEcJBVTVdpsTSxL2h49QORYhes9oUfv7WV+w7ep5/+X6YJO8+JD1wIRzURyerAZg7RZ3zv/uDzIEPLu1WGz/deYSconOsmz+ZR+8JUTsklyI9cCEc1Ecnqxnn5UmYzvmf/75KjhMdPKw2hfVvFJFTdI5/+l4oT8RPUTsklyMJXAgHpCgKn5+u5R7DWFnoI5yOoig89X9f8aevLPw8YSpr5hrUDskldZvAy8vLue+++wgLCyMiIoKXXnoJgI0bNxIYGEhUVBRRUVG8++679jqbNm3CYDAQGhrK/v377eWFhYVERkZiMBhYt24dV08ybW1tZcmSJRgMBmJjYykrK+vjtymEczlZeZHa5jZm3+Eaq8/F4JL58Rl2Flawbv5k/v7eO9QOx2V1m8C1Wi2//vWvOXbsGHl5eWzdupWSkhIA1q9fT1FREUVFRSQmJgJQUlKC0WikuLiY3Nxc1qxZg9VqBWD16tVkZmZiMpkwmUzk5uYCkJWVhY+PD6dOnWL9+vVs2LChv96vEE4h70wtAHEhksCFc/mzqYYXco/z/Ugd6++frHY4Lq3bBK7T6Zg5cyYAXl5ehIWFYTabu3x9Tk4OqampeHp6MmnSJAwGA/n5+VgsFpqamoiLi0Oj0bB8+XJ2795tr5OWlgbA4sWLOXjwoL13LsRg9PnpWgJHDyPId7jaoQjRY0fNjax+rRCD30j+ffF0mf7pZ7c0B15WVsbhw4eJjY0FYMuWLUyfPp0VK1ZQX3/lxCSz2UxQUJC9jl6vx2w2Yzab0ev1N5RfX0er1eLt7U1tbe0N3z8zM5Po6Giio6Oprq6+xbcqhHOw2RTySmuJc8Hh8z179pCRkSGr0F3QN7XNLP/ffEYNG0L2ihhGeMpDTv2txwn84sWLLFq0iBdffJFRo0axevVqTp8+TVFRETqdjieffBKg056zRqPpsvxmda6XkZFBQUEBBQUFjBsnz8YK13T8/AUaLrUz2wWHz2UVumtSFIUN//cVHVYbf3w0Fp33MLVDGhR6lMDb29tZtGgRjzzyCA899BAA/v7+uLu74+bmxqpVq8jPzweu9KzLy8vtdSsqKggICECv11NRUXFD+fV1Ojo6aGxsxNfXNfZ+FuJWfVF6ZfRpdoi0AeEcdhVWkHemjqcSwggeO0LtcAaNbhO4oiisXLmSsLAwnnjiCXu5xWKx//vtt99m2rRpACQnJ2M0GmltbaW0tBSTyURMTAw6nQ4vLy/y8vJQFIXt27ezcOFCe53s7GwAdu3axbx582TuRAxaBd/Uo/Meit5H5r+F42u63M7z7x4jeqIPqbOCuq8g+ky3kxSffvopr776KpGRkURFRQHw/PPPs2PHDoqKitBoNAQHB/PKK68AEBERQUpKCuHh4Wi1WrZu3Yq7uzsA27ZtIz09nZaWFhISEkhISABg5cqVLFu2DIPBgK+vL0ajsZ/erhCOTVEUCsvqiQ72UTsUIXrkf/9cSv2ldjYmR+DmJh2vgdRtAr/77rs7naO++thYZ55++mmefvrpG8qjo6M5evToDeVDhw5l586d3YUihMszN7Rwvuky0RMlgQvH13CpjaxPSlkQ4c+0QFnXMNBkJzYhHEjhN1ee5ogOlvlv4fi2fniKi20drJdtUlUhCVwIB1L4TT3DPdyZOt519j8Xrml/8Xl++0kpqbMmMHX8KLXDGZQkgQvhQArK6okKGo3W3Xma5rFjx3jsscdYvHgx27ZtUzscMQDO1l7iyTePMEPvzTNJ4WqHM2g5z6eEEC6u4VIbx883OcT894oVK/Dz87M/XXJVbm4uoaGhGAwGNm/eDEBYWBgvv/wyb775JgUFBWqEKwbYiwdO0mGz8T8/uouhQ9zVDmfQkgQuhIPYX3wemwL3h/urHQrp6en2swquslqtrF27ln379lFSUsKOHTvs5yK888473H333cyfP1+NcMUAOlN9kd1FZpbHBRM4WjZsUZMkcCEcxJ++sjBxzHAiHWA175w5c27YTCk/Px+DwUBISAgeHh6kpqaSk5MDXNnL4bPPPuOPf/xjl9eUrZBdw5YPTuGhdSNjTojaoQx6slmtEA6g5mIrn52u5bF7Qxx2E6POzjn44osvOHToEG+99Ratra03fbw0IyODjIwM4MojpcL5nP5r7/vRe0IYO9JT7XAGPUngQjiAfUfPY7UpPDA9QO1QutTVmQVz585l7ty5PbrGnj172LNnjxxm4qT+66AJT6279L4dhAyhC+EA3is+T8i4EQ79+FhX5xzcCjnMxHmdqrrAO0fOsfzvJkrv20FIAhdCZa0dVv5SVsecyeMcdvgcYNasWZhMJkpLS2lra8NoNJKcnHxL15DjRJ2Toihs3necYUPc+fs5d6gdjvgrSeBCqKzobAOX2238nQOd/7106VLi4uI4ceIEer2erKwstFotW7ZsYcGCBYSFhZGSkkJERMQtXVd64M5p79cWDhyrYv39U/Ad4aF2OOKvZA5cCJV9fqYWNw3EOtD53zt27Oi0PDEx8aYL1bojc+DOp765jY3vFDNd782PvxOsdjjiW6QHLoTKPjtdS0SAN97DhqgdSr+THrjz+X9/KqHhUjubH5ruVDsEDgby0xBCRS1tVg6frXeo4fP+JHPgzuWD45W8ddjMmvsMhAfIfueORhK4ECr6S1kd7VaFuEGSwKUH7jwut1v5l7ePEurvxeP3GdQOR3Si2wReXl7OfffdR1hYGBEREbz00ksA1NXVER8fz+TJk4mPj6e+vt5eZ9OmTRgMBkJDQ9m/f7+9vLCwkMjISAwGA+vWrbM/V9ra2sqSJUswGAzExsZSVlbWx29TCMe09ysLIzzciZ00OBK4cB5v/KWcc42X+UVSOB5a6es5om5/Klqtll//+tccO3aMvLw8tm7dSklJCZs3b2b+/PmYTCbmz59vP9igpKQEo9FIcXExubm5rFmzBqvVCsDq1avJzMzEZDJhMpnsey1nZWXh4+PDqVOnWL9+PRs2bOjHtyyEY7jcbuXdry0smDaeYR6D40AIGUJ3DpfbrfzPoVPEBPsOmukdZ9RtAtfpdMycORMALy8vwsLCMJvN5OTkkJaWBkBaWhq7d+8GICcnh9TUVDw9PZk0aRIGg4H8/HwsFgtNTU3ExcWh0WhYvnz5NXWuXmvx4sUcPHiw012fhHAlHx6v4kJrBw/eGah2KANGhtCdw87CCiqbWvnH+yc79N4Eg90tjYuUlZVx+PBhYmNjqaysRKfTAVeSfFVVFdD5fslmsxmz2Yxer7+h/Po6Wq0Wb29vamtrb/j+chiCcCVvHzYzzsuTv7tjrNqhCHGNT001TBwzfNCszXBWPU7gFy9eZNGiRbz44ouMGtX1asSu9kvuqvxmda6XkZFBQUEBBQUFjBs3rqehC+FwLlxu58MTVSTPCMDdbfD0cGQI3TmcqLxAuG6U9L4dXI8SeHt7O4sWLeKRRx7hoYceAsDf3x+LxQKAxWLBz88P6Hq/ZL1eT0VFxQ3l19fp6OigsbHxhqMMhXAln56qpd2qcH+Y+md/DyQZQnd8l9o6KKttZup4eWzM0XWbwBVFYeXKlYSFhfHEE0/Yy5OTk8nOzgYgOzubhQsX2suNRiOtra2UlpZiMpmIiYlBp9Ph5eVFXl4eiqKwffv2a+pcvdauXbuYN2+e/OUnXNpHJ6sY6aklOthH7VCEuMbJyosoCoQ68ME64oput1L99NNPefXVV4mMjCQqKgqA559/nqeeeoqUlBSysrKYMGECO3fuBCAiIoKUlBTCw8PRarVs3boVd/crK2y3bdtGeno6LS0tJCQkkJCQAMDKlStZtmwZBoMBX19fjEZjP71dIdSnKAqHTlRzt2EsQ2RnK+FgTpxvAiBMJwnc0XWbwO++++4uV4QfPHiw0/Knn36ap59++oby6Ohojh49ekP50KFD7X8ACOHqTlRewNJ4mX+8X9ZxCMdzzHKB4R7uBPkMVzsU0Q05zESIAXboxJUnKO6d4qdyJANPDjNxfMfPNzHF3wu3QbS40lnJ+J0QA+zPphpC/b0Y7z1U7VAGnCxic2yKonDi/AUZPncS0gMXYgC1W20UflPPkllB3b9YiAF06EQVeWfqqL/UTqi/JHBnIAlciAH0VUUjLe1WYifJY5LCcRw1N7IyuwCrTWHYEHeHOptedE0SuBAD6IvSKzsMxkgCFw7CalP4+Vtf4zPcg4NP3Iv3cNc/l95VyBy4EAMo70wdU/xHMmakp9qhCAHA6/ln+drcyDNJ4ZK8nYz0wIUYIB1WG4VldTw0U9/9i12UrEJ3LIqi8Ps/lxIVNJoHpuvUDkfcIumBCzFAvjY30txmJTZk8A6fyyp0x/LZ6VrO1DSzPG6i7H7phCSBCzFAco+eR+umkdPHhMN49fNv8Bk+hMRI6X07I0ngQgwAq00hp+gcc0PH4TvCQ+1whKDmYivvH6skJTqIoUPc1Q5H9IIkcCEGwBeltZxvuszCqEC1QxECgJJzTVhtCvOmDr4dAV2FJHAhBsDuw2ZGemoH3fGhwnGV1jQDMGnsCJUjEb0lCVyIftbWYWPf0fMsiBjPMA8ZqhSOobSmmREe7ozzkkcanZUkcCH6Wd6ZWi5c7iBh2ni1Q+k3u3fvZtWqVSxcuJD33ntP7XBED5TVNjNxzAhZfe7Euk3gK1aswM/Pj2nTptnLNm7cSGBgIFFRUURFRfHuu+/a/2/Tpk0YDAZCQ0PZv3+/vbywsJDIyEgMBgPr1q2zH1Ha2trKkiVLMBgMxMbGUlZW1odvTwj1vV9SybAh7tw92blWn3fW9gFyc3MJDQ3FYDCwefNmAH7wgx/w29/+lj/84Q+88cYbaoQrblFZTbMMnzu5bhN4eno6ubm5N5SvX7+eoqIiioqKSExMBKCkpASj0UhxcTG5ubmsWbMGq9UKwOrVq8nMzMRkMmEymezXzMrKwsfHh1OnTrF+/Xo2bNjQl+9PCFUpisL7JZXMmTLW6Vb6dtb2rVYra9euZd++fZSUlLBjxw5KSkrs///cc8+xdu3agQ5V3KJ2q43y+haCx8qZ386s2wQ+Z84cfH17tvFETk4OqampeHp6MmnSJAwGA/n5+VgsFpqamoiLi0Oj0bB8+XJ2795tr5OWlgbA4sWLOXjwoL13LoSz+9rcyPmmy8SHO9/weWdtPz8/H4PBQEhICB4eHqSmppKTk4OiKGzYsIGEhARmzpypUsSipyrqW7DaFILHSA/cmfV6DnzLli1Mnz6dFStWUF9fD4DZbCYo6G/HJOr1esxmM2azGb1ef0P59XW0Wi3e3t7U1tZ2+j0zMzOJjo4mOjqa6urq3oYuxID501cW3DS4zKM6XbXx//7v/+bAgQPs2rWLl19+udO60n4dR5msQHcJvUrgq1ev5vTp0xQVFaHT6XjyyScBOu05azSaLstvVqczGRkZFBQUUFBQwLhx43oTuhADpuRcE7//tJQHpge4zOYtXbXXdevWUVhYyMsvv8xjjz3Wad2MjAyeeeYZZs6ciYeHa9wPZ3X1EbJgSeBOrVcJ3N/fH3d3d9zc3Fi1ahX5+fnAlb/Gy8vL7a+rqKggICAAvV5PRUXFDeXX1+no6KCxsbHHQ/ZCOKq2DhtP7jyC9zAPnk2OUDucPtNVG+8p2QvdMZTVNuPlqWWMi/xhOVj1KoFbLBb7v99++237KtXk5GSMRiOtra2UlpZiMpmIiYlBp9Ph5eVFXl4eiqKwfft2Fi5caK+TnZ0NwK5du5g3b5481iCc3ssfneaYpYnnH5yGjwt9SM6aNQuTyURpaSltbW0YjUaSk5N7XH/Pnj1kZGTIaWQqK61pJnisPELm7Lo9TnTp0qUcOnSImpoa9Ho9zz77LIcOHaKoqAiNRkNwcDCvvPIKABEREaSkpBAeHo5Wq2Xr1q24u19Zebtt2zbS09NpaWkhISGBhIQEAFauXMmyZcswGAz4+vpiNBr78e0K0f9OVV1kyweneGC6ju9GON/itas6a/srV65ky5YtLFiwAKvVyooVK4iI6PkIQ1JSEklJSURHR/dj5OJmKpsuU1BWz8Kono+cCMekUZx0yXd0dDQFBQVqhyHENaw2hSWvfI6p6iIHnrjXYXa5cpT2cvU88A8//BCTyaR2OIPShl1f8dbhCg4+MZcJY+QxMmfQVfuVndiE6ENbPjhFwTf1PJMU7jDJ25HIHLi6jp9v4s3CcpbHBUvydgGSwIXoI/mldbx08CQP3hnIQzP13VcQYoD9Me8sQ7Xu/MM8g9qhiD7Q7Ry4EKJ7dc1trNtxmCDf4fxyoeusOu9rV4fQZRHbwFMUhQPHruwKOHq46yysHMykBy7EbbLZFH668wh1zW1s/eFMvIYOUTskhyVD6OopPteEpfGyHGnrQqQHLsRtMv6lnA+OV/FscgTTAiUx3Yz0wNXzfkmlS+0KKKQHLsRtqWy6zKZ9x4gLGcPyuIlqh+PwpAeunvdLKrlrog9jRsriSlchCVyIXlIUhV/kHKW1w8bzD0XKphjCYVU1XabE0sR8GT53KZLAheilnYUV7C+u5In4KXIohHBoxZYmAO4MGq1uIKJPyRy4EL1QVtPMxneKiQsZQ8Y9IWqH4zRkDlwdpsoLAEzx91I5EtGXpAcuxC3qsNpY/2YRWjcNv1kyAzc3GTrvKZkDV8eJ8xfx8/J0qX35hfTAhbhlmZ+c4fDZBl5KjULnPUztcITo1snKC4SOl963q5EeuBC34Ki5kf98/ySJkeNJniGHQQjHZ7MpmKouyPC5C5IeuBA91NjSzpo/fsnYkZ489wNZdd4bMgc+8MrrL3G53cYU/5FqhyL6mPTAheiBy+1W/tF4mHMNLWz54Ux8ZS6xV2QOfOCdOC8L2FyV9MCF6MbF1g5WZRfw+Zlann8wkrsm+qgdkhA9dvKvK9AnSwJ3Od32wFesWIGfnx/Tpk2zl9XV1REfH8/kyZOJj4+nvr7e/n+bNm3CYDAQGhrK/v377eWFhYVERkZiMBhYt24dV48hb21tZcmSJRgMBmJjYykrK+vDtyfE7emw2lj9WiH5ZXX855IZ/DB2gtohCdEjjZfaeTXvGw4er0LvM4yRntJfczXdJvD09HRyc3OvKdu8eTPz58/HZDIxf/58Nm/eDEBJSQlGo5Hi4mJyc3NZs2YNVqsVgNWrV5OZmYnJZMJkMtmvmZWVhY+PD6dOnWL9+vVs2LChr9+jEL2iKAq//FMJn5hqeP7BaTx4pxwRKpzHa198w7/uPsrhsw3EBPuqHY7oB90m8Dlz5uDre+0PPycnh7S0NADS0tLYvXu3vTw1NRVPT08mTZqEwWAgPz8fi8VCU1MTcXFxaDQali9ffk2dq9davHgxBw8etPfOhVDTiwdMbP/8G1bdM4kls6TnLZxLybkm9D7DOPyv8fzq4RlqhyP6Qa/GVCorK9HpdADodDqqqqoAMJvNzJ492/46vV6P2WxmyJAh6PX6G8qv1gkKCroSjFaLt7c3tbW1jB079obvm5mZSWZmJgDV1dW9CV2IHtl26DQvHTTx8F16fp4QpnY4LkNWoQ+cEksT0wK8ZfMWF9anq9A76zlrNJouy29WpzMZGRkUFBRQUFDAuHHjbjNaITr32aka/n3/cZJmBLB50XTZaa0PySr0gXGxtYOy2mbCA0apHYroR71K4P7+/lgsFgAsFgt+flfOl9Xr9ZSXl9tfV1FRQUBAAHq9noqKihvKr6/T0dFBY2PjDUP2QgyUmout/OSNIkLGjuCFRZG4S/IWTujE+SYUBcJ1ksBdWa8SeHJyMtnZ2QBkZ2ezcOFCe7nRaKS1tZXS0lJMJhMxMTHodDq8vLzIy8tDURS2b99+TZ2r19q1axfz5s2TDTKEKjqsNtbtOExjSztbfjiT4R6yalc4p5JzV04fkx64a+v2E2rp0qUcOnSImpoa9Ho9zz77LE899RQpKSlkZWUxYcIEdu7cCUBERAQpKSmEh4ej1WrZunUr7u7uAGzbto309HRaWlpISEggISEBgJUrV7Js2TIMBgO+vr4YjcZ+fLtCdO2F3ON8drqWXz08gzDpuQgnVmJpYvTwIei8h6odiuhHGsVJl3xHR0dTUFCgdhjCRXx8sprl/5vP8riJ/HLhtO4rOBlHay+OFo+rWbjlz4zw1PL6qtndv1g4vK7ai2ylKga9i60d/Pytr7lj3Aj+OVFWnAvn1mG1cfz8BZn/HgRkkk8Majabwi9yjnKusYVdj/0dQ4e4qx2SELflZOVFWjtsRARKAnd10gMXg5aiKPzinaO89aWZn8yfLHuc34YzZ86wcuVKFi9erHYog97h8itbW8+cIL/Prk4SuBi0Nu87zmt5Z3ns3jv4yfzJaofjcDo7BwEgNzeX0NBQDAaDfRvlkJAQsrKy1AhTXOfLbxrwHeHBBN/haoci+pkkcDEo/e6TM7zy8RmWx01kw/dC5dHFTnR2DoLVamXt2rXs27ePkpISduzYQUlJiUoRis4cLq9n5oTR8js9CEgCF4OKoihs+cDEc3uPkTBtPM8kRcgHXRc6OwchPz8fg8FASEgIHh4epKamkpOT06PrZWZmEh0dTXR0tGyF3E8aLrVxprqZO2X4fFCQBC4GjbYOGz9/62t+9d5JfhAVwEupd8pOa7fo22cXwN/ONaitreWxxx7j8OHDbNq0qdO6shVy/ztc3gDAnRNGqxqHGBiyCl0MCg2X2ng0u4CCb+p5/D4DT353ivS8e6GrswvGjBnDyy+/3G19Ocyk/1Q1XebPphrcNDBDP1rtcMQAkAQuXF671cZjrxXyVUUj/730TpJmBKgdktPq6ryDnkpKSiIpKYno6Oj+CG/Qyj16nsdeKwSu7H8+wlM+2gcD+SkLl/fsnmLyztTxm5QZkrxv06xZszCZTJSWlhIYGIjRaOT111/vcX3pgfePovIGhrhr+LcfRMrw+SAic+DCpR0oqeS1vLNkzAnhoZn67isIu6VLlxIXF8eJEyfQ6/VkZWWh1WrZsmULCxYsICwsjJSUFCIiInp8TTlOtH+cqb7IxDEjSJkVxGR/L7XDEQNEeuDCZTVcauPnb3/N1PFe/PS7oWqH43R27NjRaXliYiKJiYm9uqb0wPvHmZpmQsaOUDsMMcCkBy5cks2m8PO3vqauuY1fPTwDD638qjsC6YH3vQ6rjW9qm7nDb6TaoYgBJj1w4ZL+6wMT+46e558TpzItUJKFo5AeeN8rr2+h3apID3wQuq1uSXBwMJGRkURFRdlXldbV1REfH8/kyZOJj4+nvr7e/vpNmzZhMBgIDQ1l//799vLCwkIiIyMxGAysW7eu00dVhOipfV9bePGAiYdmBrLqnhC1wxHfIj3wvne66iKA9MAHodseV/zwww8pKiqyn1W6efNm5s+fj8lkYv78+fa9kktKSjAajRQXF5Obm8uaNWuwWq0ArF69mszMTEwmEyaT6YbtG4XoqZJzTTzx5hHunDCa5x+MlGe9hcs7U/PXBD5WEvhg0+cTgzk5OaSlpQGQlpbG7t277eWpqal4enoyadIkDAYD+fn5WCwWmpqaiIuLQ6PRsHz5cnsdIW7FMUsTK/7wF7yHDeGVH90lR4M6oD179pCRkSFD6H3odFUzY0d64D18iNqhiAF2Wwlco9Hw3e9+l7vuuovMzEwAKisr0el0AOh0OqqqqoCut2A0m83o9fobyjsjeymLrnxiqubhlz9HQeH3P56F36ihaockOiFD6H3vTM1FQqT3PSjd1iK2Tz/9lICAAKqqqoiPj2fq1KldvrarLRi7Ku9MRkYGGRkZALKTk7A7eKyS1a99Sci4EfzhxzGM95bkLVxXS5uVd46Yae2wAXDi/AW+P12nclRCDbeVwK9uoejn58eDDz5Ifn4+/v7+WCwWdDodFosFPz8/oOstGPV6PRUVFTeUC9ETOUVmfrrzCGG6UWxfEcPo4R5qhyRuQlah374DxyrZ8H9fX1Mmp48NTr0eQm9ububChQv2f7/33ntMmzaN5ORksrOzAcjOzmbhwoUAJCcnYzQaaW1tpbS0FJPJRExMDDqdDi8vL/Ly8lAUhe3bt9vrCHEzv/vkDD8xFjFzgg+vPRorydsJyBD67au+0ArAB0/eS+G/3E/RL+JJiQ7qppZwRb3ugVdWVvLggw8C0NHRwQ9/+EO+973vMWvWLFJSUsjKymLChAns3LkTgIiICFJSUggPD0er1bJ161bc3a8sMtq2bRvp6em0tLSQkJBAQkJCH7w14cpyisw8t/cY34/U8ZslM/DUyoI1MTjUX2pDo4GJY0bIcbiDXK8TeEhICEeOHLmhfMyYMRw8eLDTOk8//TRPP/30DeXR0dEcPXq0t6GIQabwm3p+tusrYib58p9LomSXNTGo1F9qY/SwIZK8hWylKpxL3plalmd9gc57KC//6C5J3mLQqW9ux2eETBcJ2UpVOJHPT9eS/vt8gnyH89rKWHzlQ8zpyCK221fX3IavrPcQSA9cOImi8gYezf4LE3yH80bGbHlUzEnJIrbbV3+pTXrgApAELpzAB8creeS3eYwZ6clrj8YyZqSn2iEJoZr6S234yK5rAkngwoEpikLmx6dZmV3ApHEjeOPvZ+MvO6yJQUxRFJkDF3YyBy4cUmuHlZ//39e8ddjM9yN1/OrhGQzzkEfFxODW3GalzWqTOXABSAIXDqjxUjsZrxbwRWkdT8RP4R/mGeRUMSGA+uY2AOmBC0ASuHAwn5+u5am3vuJcQwsvpUaxMCpQ7ZBEH5JV6Len/tKVBC49cAEyBy4chM2m8Kv9J1j62zwAXl81W5K3C5JV6Lenzt4Dl0VsQnrgwgFcbrfy5JtH2Pu1hSXRQWxMjpD5biE6cbUH7iM9cIEkcKGymoutrNpeQFF5A/+cOJVV94TIfLcQXahrbgeQTYwEIAlcqKTxUjuZn5zm1c+/obXDxrZHZvK9aXKmsRA303CpDTcNjBoqQ+hCErgYYDabwjtHzvHc3hJqm9v4XsR41s2fTJhulNqhCeHw6prb8BnugZscZCKQBC4GSH1zG++XVJL151JOVF5ght6b7BUxRATIYiYheqr+UhujZRc28VeSwEW/sNkUjp5r5MPj1XxiquZweQNWm8Id40bwUmoUD0wPkOMQXURzczNr1qzBw8ODuXPn8sgjj6gdksuqb26X+W9h5zCPkeXm5hIaGorBYGDz5s1qhyNuUYfVRmXTZcrrLvHh8SoS/+sTkrd8yosHT9JmtfHYvSG88/h3OPDEvSyMCpTk7eBWrFiBn58f06ZNu6a8s3b61ltvsXjxYn7729/yzjvvqBHuoHFlH3RJ4OIKh+iBW61W1q5dy/vvv49er2fWrFkkJycTHh7e62vabApKH8bozBTlb/dCUUBBQbnu5lj/er8URcGmXPm6rcNGh82GolzZ2rTpcgfNrR00t1ppae/g+PkLHClv4GztJc43Xcb2rWsG+Q7jhUWR3B/mL4ePOKH09HQef/xxli9fbi/rqp1WVFQQGRkJgLu7PP7XX6w2hbrmNqKCRqsdinAQDpHA8/PzMRgMhISEAJCamkpOTs5tJfDtn5excU9JX4UoOjHEXUN4gDezQ8YQ6DMMv1FDGTbEneEe7swP88NTKx/mzmrOnDmUlZVdU9ZVO9Xr9VRUVBAVFYXNZlMhWtf3XwdN/Ob9k4A8Qib+xiESuNlsJigoyP61Xq/niy++uOF1mZmZZGZmAlBdXX3Ta0ZN8OGJ+Cl9G6gT0wBXH6/WaDRc/6i1u0aD218LNRpwd9PgqXVH66YBDQwd4s5IT3e8hg5h2BB3hnm4Ezh6GEOHSJIeLLpqp+vWrePxxx9n7969JCUldVn/VtqvuNaZ6ot4DxvCqnsm8dBMvdrhCAfhEAlcuX48FzrdzCMjI4OMjAwAoqOjb3rNqKDRMtQkRB/qqp2OGDGC3//+993Wz8jIQKfTsWfPHj788MP+CNGljR4+hMfnTVY7DOFAHGIRm16vp7y83P51RUUFAQEBKkYkhLheX7RT2QtdiL7jEAl81qxZmEwmSktLaWtrw2g0kpycrHZYQohv6Yt2umfPHjIyMuQ0MiH6gEMkcK1Wy5YtW1iwYAFhYWGkpKQQERGhdlhCDFpLly4lLi6OEydOoNfrycrK6pN2Kj1wIfqOQ8yBAyQmJpKYmKh2GEIIYMeOHZ2W3247lfPAheg7DtEDF0IMDtIDF6LvSAIXQgghnJBG6ezZECcwduxYgoODb/qa6upqxo0bNzAB3QZniFNi7BtqxVhWVkZNTc2Af9/rXR1CNxqNTJly830anOHnCc4Rp8TYd9SIs6v267QJvCeio6MpKChQO4xuOUOcEmPfcIYYHYWz3CtniFNi7DuOFKcMoQshhBBOSBK4EEII4YRcOoFf3XbV0TlDnBJj33CGGB2Fs9wrZ4hTYuw7jhSnS8+BCyGEEK7KpXvgQgghhKuSBC6EEEI4IZdN4Lm5uYSGhmIwGNi8ebPa4QBQXl7OfffdR1hYGBEREbz00ksAbNy4kcDAQKKiooiKiuLdd99VNc7g4GAiIyOJioqyH9taV1dHfHw8kydPJj4+nvr6elVjPHHihP1+RUVFMWrUKF588UXV7+WKFSvw8/Nj2rRp9rKb3btNmzZhMBgIDQ1l//79AxqrI5P223vSfnvP6dqv4oI6OjqUkJAQ5fTp00pra6syffp0pbi4WO2wlHPnzimFhYWKoihKU1OTMnnyZKW4uFh55plnlP/4j/9QObq/mThxolJdXX1N2c9+9jNl06ZNiqIoyqZNm5R/+qd/UiO0TnV0dCj+/v5KWVmZ6vfyo48+UgoLC5WIiAh7WVf3rri4WJk+fbpy+fJl5cyZM0pISIjS0dGhStyORNrv7ZH223vO1n5dsgeen5+PwWAgJCQEDw8PUlNTycnJUTssdDodM2fOBMDLy4uwsDDMZrPKUfVMTk4OaWlpAKSlpbF79251A/qWgwcPcscddzBx4kS1Q2HOnDn4+vpeU9bVvcvJySE1NRVPT08mTZqEwWAgPz9/oEN2ONJ++560355xtvbrkgncbDYTFBRk/1qv1ztcQysrK+Pw4cPExsYCsGXLFqZPn86KFStUH97SaDR897vf5a677iIzMxOAyspKdDodcOWDrKqqSs0Qr2E0Glm6dKn9a0e6l9D1vXOG31M1OMN9kfbbd6T99p5LJnClkyfjNBqNCpF07uLFiyxatIgXX3yRUaNGsXr1ak6fPk1RURE6nY4nn3xS1fg+/fRTvvzyS/bt28fWrVv5+OOPVY3nZtra2njnnXd4+OGHARzuXt6Mo/+eqsXR74u0374j7ff2uGQC1+v1lJeX27+uqKggICBAxYj+pr29nUWLFvHII4/w0EMPAeDv74+7uztubm6sWrVK9WHUq/fKz8+PBx98kPz8fPz9/bFYLABYLBb8/PzUDNFu3759zJw5E39/f8Dx7uXVmDq7d478e6omR74v0n77lrTf2+OSCXzWrFmYTCZKS0tpa2vDaDSSnJysdlgoisLKlSsJCwvjiSeesJdf/eUAePvtt69ZATnQmpubuXDhgv3f7733HtOmTSM5OZns7GwAsrOzWbhwoWoxftuOHTuuGX5zpHt5VVf3Ljk5GaPRSGtrK6WlpZhMJmJiYtQM1SFI++09ab99z6Hb74AumRtAe/fuVSZPnqyEhIQozz33nNrhKIqiKJ988okCKJGRkcqMGTOUGTNmKHv37lV+9KMfKdOmTVMiIyOVpKQk5dy5c6rFePr0aWX69OnK9OnTlfDwcPu9q6mpUebNm6cYDAZl3rx5Sm1trWoxXtXc3Kz4+voqDQ0N9jK172Vqaqoyfvx4RavVKoGBgcrvfve7m9675557TgkJCVGmTJmivPvuuwMaqyOT9ts70n5vj7O1X9lKVQghhHBCLjmELoQQQrg6SeBCCCGEE5IELoQQQjghSeBCCCGEE5IELoQQQjghSeBCCCGEE5IELoQQQjih/w9Gc0QAaCTa7gAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 2, figsize=(7, 3), tight_layout=True, facecolor='w')\n", "\n", "ax[0].plot(data_chile)\n", "ax[1].plot(data_chile)\n", "ax[1].set_yscale('log')\n", "\n", "# plot y set_yscale es equivalente a:\n", "# ax[1].semilogy(data_chile)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Anotaciones en un gráfico\n", "\n", "Se puede usar `text` y `annotate` para agregar texto en posiciones arbitrarias\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2020-05-24T02:45:22.581875Z", "start_time": "2020-05-24T02:45:22.525056Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(7, 4), tight_layout=True, facecolor='w')\n", "ax.plot(data_chile)\n", "ax.set_ylabel('Casos acumulados en Chile')\n", "\n", "ax.text(x=60, y=1000, # Posicion\n", " s=\"Acá se dispararon los casos\", # Contenido\n", " fontsize=14, color='blue', family=\"serif\", # Customización de la fuente\n", " rotation=90)\n", "\n", "ax.annotate('annotate tiene más opciones', # String\n", " xy=(0, 1000), xytext=(0, 2000), # Posicionamiento del texto y la flecha\n", " fontsize=13, # Tamaño de letra\n", " arrowprops=dict(arrowstyle=\"<->\")); # Estilo de la flecha" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Configurando matplotlib\n", "\n", "Matplotlib mantiene un diccionario llamado `rcParams`\n", "\n", "Puedes ver las opciones disponibles con\n", "\n", "```python\n", "mpl.rcParams.keys()\n", "```\n", "\n", "Si hay opciones que siempre vamos a ocupar conviene escribirlas aquí. \n", "\n", "Por ejemplo:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2020-05-24T03:28:58.519838Z", "start_time": "2020-05-24T03:28:58.450240Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mpl.rcParams['axes.grid'] = True\n", "mpl.rcParams['axes.linewidth'] = 4\n", "mpl.rcParams['lines.linewidth'] = 0\n", "mpl.rcParams['font.size'] = 14\n", "mpl.rcParams['lines.marker'] = 'd'\n", "mpl.rcParams['lines.markersize'] = 6\n", "mpl.rcParams['figure.figsize'] = (9, 5)\n", "# Ya no es necesario indicar estas opciones en cada gráfica\n", "\n", "plt.figure()\n", "plt.plot(data_chile) \n", "plt.plot(data_argentina);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "También podemos escoger el estilo general de nuestras gráficas a partir de estilos predefinidos de matplotlib que pueden revisarse con\n", "\n", "```python\n", "sorted(mpl.style.available)\n", "```\n", "\n", "Por ejemplo" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2020-05-24T03:31:11.838906Z", "start_time": "2020-05-24T03:31:11.764381Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.style.use('Solarize_Light2')\n", "\n", "plt.figure()\n", "plt.plot(data_chile) \n", "plt.plot(data_argentina);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Más allá de matplotlib\n", "\n", "Existen muchas librerías de Python para hacer visualizaciones y gráficas. \n", "\n", "Matplotlib es la más utilizada pero dependiendo de las necesidades de tu experimento/aplicación te recomiendo que consideres las siguientes alternativas\n", "\n", "- [Seaborn](https://seaborn.pydata.org/): Seaborn es una librería de visualización que utiliza matplotlib como backend. Provee más opciones de gráficos y tienen una apariencia por defecto más moderna y acabada. Además se integra mejor con la librería `pandas`\n", "- [Bokeh](https://bokeh.pydata.org/en/latest/), [Holoviews](http://holoviews.org/) y [Dash](https://dash.plot.ly/installation): Permiten crear visualizaciones interactivas en bases de datos grandes. Son mucho más eficientes que matplotlib pero también un poco más complejas de utilizar.\n", "- [Datashader](http://datashader.org/) Permite crear visualización sobre bases de datos masivas que no caben en memoria RAM. \n", "- [Vispy](http://vispy.org/): Crea visualizaciones aceleradas por GPU basadas en OpenGL\n", " " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.8.12" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }