{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Matplotlib基础\n", "\n", "Python 在处理数据、分析数据以及数据可视化方面拥有很多功能强大的工具,这也是 Python 在科学领域中能够迅速发展的一个主要原因。\n", "\n", "在接下来的一系列文章中,我们将介绍 Python 科学计算中涉及的主要的库,并且学习如何使用它们处理数据以满足我们的需求。但是我们并非只是停留在快速写出模板代码来使用这些库的层面上,我们还会了解这些库背后的数学知识,以帮助我们更好地理解库的运行原理。\n", "\n", "首先,我们将从一个功能非常强大的库 Matplotlib 开始介绍,在后面的文章中也会一直用到这个库。\n", "\n", "简单来说,Matplotlib是Python的一个绘图库。它包含了大量的工具,你可以使用这些工具创建各种图形,包括简单的散点图,正弦曲线,甚至是三维图形。Python科学计算社区经常使用它完成数据可视化的工作。\n", "\n", "\n", "## 画一个简单的图形\n", "\n", "首先我们要画一条在$[0,2\\\\pi]$上的正弦曲线。读者应该会注意到我们在这里使用了Numpy库,但是即便是你没用过这个库也不用担心,在后面的文章中,我们将会介绍到Numpy库。" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 简单绘图\n", "x = np.linspace(0,2*np.pi,50)\n", "plt.plot(x,np.sin(x))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 在一张图上绘制两个数据集" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = np.linspace(0,2*np.pi,50)\n", "plt.plot(x,np.sin(x),'r-o',\n", " x,np.cos(x),'g--')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 使用子图" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 使用子图\n", "x = np.linspace(0,2*np.pi,50)\n", "plt.subplot(2,1,1)\n", "plt.plot(x,np.sin(x),'r')\n", "plt.subplot(2,1,2)\n", "plt.plot(x,np.cos(x),'g')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 散点图" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = np.linspace(0,2*np.pi,50)\n", "y = np.sin(x)\n", "plt.scatter(x,y)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 彩色映射散点图" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 彩色映射散点图\n", "x = np.random.rand(1000)\n", "y = np.random.rand(1000)\n", "size = np.random.rand(1000)*50\n", "colour = np.random.rand(1000)\n", "plt.scatter(x,y,size,colour)\n", "plt.colorbar()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 标题、标签、图例" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = np.linspace(0,2*np.pi,50)\n", "plt.plot(x,np.sin(x),'r-x',label='Sin(x)')\n", "plt.plot(x,np.cos(x),'g-^',label='Cos(x)')\n", "plt.legend()\n", "plt.xlabel('Rads')\n", "plt.ylabel('Amplitude')\n", "plt.title('Sin and Cos Waves')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "array([0. , 0.12822827, 0.25645654, 0.38468481, 0.51291309,\n", " 0.64114136, 0.76936963, 0.8975979 , 1.02582617, 1.15405444,\n", " 1.28228272, 1.41051099, 1.53873926, 1.66696753, 1.7951958 ,\n", " 1.92342407, 2.05165235, 2.17988062, 2.30810889, 2.43633716,\n", " 2.56456543, 2.6927937 , 2.82102197, 2.94925025, 3.07747852,\n", " 3.20570679, 3.33393506, 3.46216333, 3.5903916 , 3.71861988,\n", " 3.84684815, 3.97507642, 4.10330469, 4.23153296, 4.35976123,\n", " 4.48798951, 4.61621778, 4.74444605, 4.87267432, 5.00090259,\n", " 5.12913086, 5.25735913, 5.38558741, 5.51381568, 5.64204395,\n", " 5.77027222, 5.89850049, 6.02672876, 6.15495704, 6.28318531])" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "Title上显示中文的方法\n", "~~~python\n", "#coding:utf-8\n", "import matplotlib.pyplot as plt\n", "plt.rcParams['font.sans-serif']=['SimHei'] #用来正常显示中文标签\n", "plt.rcParams['axes.unicode_minus']=False #用来正常显示负号\n", "#有中文出现的情况,需要u'内容'\n", "~~~" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "plt.rcParams['font.sans-serif']=['SimHei'] #用来正常显示中文标签\n", "plt.rcParams['axes.unicode_minus']=False #用来正常显示负号" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/mac/anaconda3/lib/python3.7/site-packages/matplotlib/font_manager.py:1331: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n", " (prop.get_family(), self.defaultFamily[fontext]))\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = np.linspace(0,2*np.pi,50)\n", "plt.plot(x,np.sin(x),'r-x',label='Sin(x)')\n", "plt.plot(x,np.cos(x),'g-^',label='Cos(x)')\n", "plt.legend()\n", "plt.xlabel(u'弧度')\n", "plt.ylabel(u'幅度')\n", "plt.title('Sin and Cos Waves')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/mac/anaconda3/lib/python3.7/site-packages/matplotlib/font_manager.py:1331: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n", " (prop.get_family(), self.defaultFamily[fontext]))\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = np.linspace(0,2*np.pi,400)\n", "y = np.sin(x**2)\n", "\n", "f, ax = plt.subplots()\n", "ax.plot(x,y)\n", "ax.set_title('Simple plot')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "hide_input": false, "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": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 1 }