{ "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": 3, "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], 'x-b')\n", "plt.ylabel('some numbers')\n", "plt.xlabel('variable')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "lines_to_next_cell": 2 }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 4, "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": 5, "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": 7, "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": 8, "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": 9, "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": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "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": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "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": 16, "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": 16, "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://www.matplotlib.org.cn/gallery/\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": "3.7.9" } }, "nbformat": 4, "nbformat_minor": 2 }