{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# matplotlib\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. pyplot\n", "matplotlib.pyplot是一组命令风格的函数,它们使matplotlib的工作方式类似于MATLAB。每个pyplot函数都对图形进行一些更改:例如,创建图形,在图形中创建绘图区域,在绘图区域中绘制一些线,用标签装饰绘图,等等。在matplotlib。pyplot各种状态保存在函数调用,所以它跟踪当前图和绘图区域,和绘图功能是针对当前轴(请注意“axes”,在大多数地方的文档是指轴图的一部分,而不是严格的数学术语多个轴)。 " ] }, { "cell_type": "code", "execution_count": 9, "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": [ "# 这一行配置matplotlib以显示嵌入在notebook中的图形,\n", "# 而不是为每个图打开一个新窗口。稍后会详细介绍。\n", "# 如果你是使用旧版本的IPython,尝试使用'%pylab inline'\n", "%matplotlib inline\n", "\n", "import matplotlib.pyplot as plt\n", "\n", "plt.plot([1,2,3,4],[1,2,3,4], 'o-r')\n", "plt.ylabel('some numbers')\n", "plt.xlabel('variable')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "lines_to_next_cell": 2 }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot([1, 2, 3, 4], [1, 4, 9, 16])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "对于每一对x、y参数,都有一个可选的第三个参数,它是表示图形的颜色和线条类型的格式字符串。格式字符串的字母和符号来自MATLAB,您可以将一个彩色字符串与一个行样式字符串连接起来。默认的格式字符串是' b- ',它是一条纯蓝色的线。例如,要用红色圆圈绘制上面的图形,您需要这样来设置:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "plt.plot([1,2,3,4], [1,4,9,16], 'r.-')\n", "plt.axis([0, 6, 0, 20])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# 以200ms间隔均匀采样时间\n", "t = np.arange(0., 5., 0.2)\n", "\n", "# 红色的破折号,蓝色的正方形和绿色的三角形\n", "plt.plot(t, t, 'r--', \\\n", " t, t**2, 'bs', \\\n", " t, t**3, 'g^')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### [控制线条属性](https://matplotlib.org/users/pyplot_tutorial.html#controlling-line-properties)\n", "\n", "线条有很多属性,你可以设置:线宽,折线样式,反锯齿,等等;看到matplotlib.lines.Line2D。设置行属性有几种方法\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.1 处理多个图形和轴\n", "\n", "MATLAB和pyplot都有当前图和当前轴的概念。所有绘图命令都适用于当前轴。函数gca()返回当前轴(matplotlib.axes)。而gcf()返回当前的图(matplotlib.figure)。图实例)。通常,您不必担心这个,因为它都是在后台处理的。下面是创建两个次要情节的脚本。" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "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(2,1,1)\n", "plt.plot(t1, f(t1), 'bo', t2, f(t2), 'k')\n", "\n", "plt.subplot(2,1,2)\n", "plt.plot(t2, np.cos(2*np.pi*t2), 'r--')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Image " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.image as mpimg\n", "import numpy as np\n", "\n", "# 加载图片\n", "img=mpimg.imread('example.png')\n", "\n", "imgplot = plt.imshow(img)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.1 应用伪彩色方案进行图像绘图" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "lum_img = img[:,:,0]\n", "plt.imshow(lum_img)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 运用你'hot'彩色地图\n", "plt.imshow(lum_img, cmap=\"hot\")\n", "plt.colorbar()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.2 检查特定的数据范围" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([ 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 1425., 0., 0., 0., 0., 0., 2297., 0.,\n", " 0., 0., 0., 2007., 0., 3716., 0., 0., 0.,\n", " 3767., 2486., 340., 0., 0., 3491., 2569., 779., 0.,\n", " 0., 5283., 1074., 0., 0., 2400., 5259., 0., 3346.,\n", " 0., 0., 5892., 1328., 0., 3243., 2695., 6614., 6971.,\n", " 0., 0., 1697., 1869., 6257., 0., 1709., 3560., 2301.,\n", " 2777., 1074., 2364., 3373., 3229., 110., 3575., 47., 8181.,\n", " 0., 169., 3510., 4089., 1143., 4108., 550., 4542., 1932.,\n", " 2384., 4179., 1914., 522., 5839., 4741., 1011., 3520., 0.,\n", " 5271., 8140., 899., 2689., 4562., 3941., 3518., 5036., 5275.,\n", " 0., 0., 8912., 0., 4104., 2852., 368., 2787., 3850.,\n", " 159., 33., 5986., 22., 62., 1575., 3654., 0., 0.,\n", " 3746., 3170., 2568., 1353., 0., 487., 6367., 650., 491.,\n", " 1742., 3136., 0., 1516., 2269., 2334., 4129., 0., 0.,\n", " 5220., 0., 2949., 3078., 0., 0., 4318., 1464., 512.,\n", " 3299., 2101., 1624., 0., 1844., 2926., 3265., 2035., 163.,\n", " 1861., 2334., 1200., 3495., 0., 0., 3523., 0., 3568.,\n", " 1783., 0., 0., 620., 195., 1587., 1115., 0., 0.,\n", " 1321., 0., 0., 0., 0., 549., 0., 343., 0.,\n", " 0., 0., 0., 251., 0., 0., 0., 0., 0.,\n", " 0., 0., 154., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 88., 0., 0., 0., 0., 0., 0.,\n", " 104., 0., 0., 0.]),\n", " array([0. , 0.00390625, 0.0078125 , 0.01171875, 0.015625 ,\n", " 0.01953125, 0.0234375 , 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0.640625 ,\n", " 0.64453125, 0.6484375 , 0.65234375, 0.65625 , 0.66015625,\n", " 0.6640625 , 0.66796875, 0.671875 , 0.67578125, 0.6796875 ,\n", " 0.68359375, 0.6875 , 0.69140625, 0.6953125 , 0.69921875,\n", " 0.703125 , 0.70703125, 0.7109375 , 0.71484375, 0.71875 ,\n", " 0.72265625, 0.7265625 , 0.73046875, 0.734375 , 0.73828125,\n", " 0.7421875 , 0.74609375, 0.75 , 0.75390625, 0.7578125 ,\n", " 0.76171875, 0.765625 , 0.76953125, 0.7734375 , 0.77734375,\n", " 0.78125 , 0.78515625, 0.7890625 , 0.79296875, 0.796875 ,\n", " 0.80078125, 0.8046875 , 0.80859375, 0.8125 , 0.81640625,\n", " 0.8203125 , 0.82421875, 0.828125 , 0.83203125, 0.8359375 ,\n", " 0.83984375, 0.84375 , 0.84765625, 0.8515625 , 0.85546875,\n", " 0.859375 , 0.86328125, 0.8671875 , 0.87109375, 0.875 ,\n", " 0.87890625, 0.8828125 , 0.88671875, 0.890625 , 0.89453125,\n", " 0.8984375 , 0.90234375, 0.90625 , 0.91015625, 0.9140625 ,\n", " 0.91796875, 0.921875 , 0.92578125, 0.9296875 , 0.93359375,\n", " 0.9375 , 0.94140625, 0.9453125 , 0.94921875, 0.953125 ,\n", " 0.95703125, 0.9609375 , 0.96484375, 0.96875 , 0.97265625,\n", " 0.9765625 , 0.98046875, 0.984375 , 0.98828125, 0.9921875 ,\n", " 0.99609375, 1. ], dtype=float32),\n", " )" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.hist(lum_img.ravel(), bins=256, range=(0.0, 1.0), fc='k', ec='k')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. References\n", "\n", "* [matplotlib的基础用法汇总](https://m.toutiaocdn.com/i6874582238512546315)\n", "* [matplotlib 详细教程](matplotlib_full.ipynb)\n", "* [matplotlib 教程](https://www.runoob.com/w3cnote/matplotlib-tutorial.html)\n", "* [Pyplot tutorial](https://matplotlib.org/users/pyplot_tutorial.html)\n", "* [Image tutorial](https://matplotlib.org/users/image_tutorial.html)\n", "* [手把手教你用Python做数据可视化](https://mp.weixin.qq.com/s/3Gwdjw8trwTR5uyr4G7EOg)\n", "* matplotlib Gallery\n", " - https://matplotlib.org/gallery.html\n", " - https://github.com/rasbt/matplotlib-gallery" ] } ], "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": "3.6.9" } }, "nbformat": 4, "nbformat_minor": 2 }