{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Matplotlib 基础" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "在使用**Numpy**之前,需要了解一些画图的基础。\n", "\n", "**Matplotlib**是一个类似**Matlab**的工具包,主页地址为\n", "\n", "http://matplotlib.org \n", "\n", "导入 `matplotlib` 和 `numpy`:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using matplotlib backend: Qt4Agg\n", "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "%pylab" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## plot 二维图" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```python\n", "plot(y)\n", "plot(x, y)\n", "plot(x, y, format_string)\n", "```\n", "\n", "只给定 `y` 值,默认以下标为 `x` 轴:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAEACAYAAABfxaZOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "x = linspace(0, 2 * pi, 50)\n", "plot(sin(x))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "给定 `x` 和 `y` 值:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAEACAYAAAC9Gb03AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(x, sin(x))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "多条数据线:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[,\n", " ]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAEACAYAAAC9Gb03AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nKBQKN+f/AQEk9vM2SbiHAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(x, sin(x),\n", " x, sin(2 * x))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "使用字符串,给定线条参数:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAEACAYAAAC9Gb03AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(x, sin(x), 'r-^')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "多线条:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[,\n", " ]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAEACAYAAAC9Gb03AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nDuf/AbP7N0Qt3HMbAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(x, sin(x), 'b-o',\n", " x, sin(2 * x), 'r-^')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "更多参数设置,请查阅帮助。事实上,字符串使用的格式与**Matlab**相同。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## scatter 散点图" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```python\n", "scatter(x, y)\n", "scatter(x, y, size)\n", "scatter(x, y, size, color)\n", "```\n", "\n", "假设我们想画二维散点图:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAEACAYAAAC9Gb03AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nbKpvNy2mHwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(x, sin(x), 'bo')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "可以使用 `scatter` 达到同样的效果:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAEACAYAAAC9Gb03AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "scatter(x, sin(x))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "事实上,scatter函数与**Matlab**的用法相同,还可以指定它的大小,颜色等参数:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWMAAAEACAYAAABmohcVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nDQ0H4P8DJu8dXcDMQQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = rand(200)\n", "y = rand(200)\n", "size = rand(200) * 30\n", "color = rand(200)\n", "scatter(x, y, size, color)\n", "# 显示颜色条\n", "colorbar()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 多图" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "使用figure()命令产生新的图像:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAEACAYAAABfxaZOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAEACAYAAABfxaZOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nERV9EZEY+X9EO9oF1xEZ7QAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t = linspace(0, 2*pi, 50)\n", "x = sin(t)\n", "y = cos(t)\n", "figure()\n", "plot(x)\n", "figure()\n", "plot(y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "或者使用 `subplot` 在一幅图中画多幅子图:\n", "\n", " subplot(row, column, index)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAEACAYAAABfxaZOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMI+06AAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "subplot(1, 2, 1)\n", "plot(x)\n", "subplot(1, 2, 2)\n", "plot(y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 向图中添加数据" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "默认多次 `plot` 会叠加:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAEACAYAAABfxaZOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nir5hGIYH+R9/BjfcPdcAvwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(x)\n", "plot(y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "可以跟**Matlab**类似用 hold(False)关掉,这样新图会将原图覆盖:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAEACAYAAABfxaZOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nERV9EZEY+X9EO9oF1xEZ7QAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(x)\n", "hold(False)\n", "plot(y)\n", "# 恢复原来设定\n", "hold(True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 标签" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "可以在 `plot` 中加入 `label` ,使用 `legend` 加上图例:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAEACAYAAABfxaZOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYXgQU/QNwzA8iCn6hmEYHuT/Hiuv2gfQi84AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(x, label='sin')\n", "plot(y, label='cos')\n", "legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "或者直接在 `legend`中加入:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAEACAYAAABfxaZOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYXgQU/QNwzA8iCn6hmEYHuT/Hiuv2gfQi84AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(x)\n", "plot(y)\n", "legend(['sin', 'cos'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 坐标轴,标题,网格" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "可以设置坐标轴的标签和标题:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZAAAAEZCAYAAAC5AHPcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(x, sin(x))\n", "xlabel('radians')\n", "# 可以设置字体大小\n", "ylabel('amplitude', fontsize='large')\n", "title('Sin(x)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "用 'grid()' 来显示网格:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZAAAAEZCAYAAAC5AHPcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3XmYVNW19/HvEhxxYBABBcV5VojR4JDY3kRfQEWNRuUa\nETXGoBinGDXxjRjjjTjEGWdFxQh6VZwgCNFWnHBgEBVkUBQZJIrgLNi97h/7tN22XU1V9ak6p6p+\nn+fph7NPn65avZ+Cxdnr7L3N3REREcnVakkHICIipUkJRERE8qIEIiIieVECERGRvCiBiIhIXpRA\nREQkL0ogIjEws2PMbFwO13c0sxlmtmYW115hZr9rWYQi8TPNAxHJnpntA1wG7ADUADOAM9z91Rxf\n50rgQ3e/LItrOwMvA1u6+8rcoxYpDN2BiGTJzNYHHgeuAdoBmwAXAd/k+DprAgOAEdlc7+6LgZlA\nv1zeR6TQlEBEsrcN4O4+yoOv3X28u083s4FmNrHuQjOrNbOTzWyWmX1iZtc3eJ2fAMvcfWF0bXsz\nm29mB0Xtdc1sjpn9usHPVAMHFv5XFMmeEohI9t4GasxsuJn1NrN2q7j+QODHwC7AkWb2/6LzO0ev\nBYC7LwVOAG41s47AVcBkd294hzIT2DWm30MkFkogIlly98+AfQAHbgWWmNkjZrZRhh+51N0/dff5\nwNNAj+h8W+CzRq89HngAeAroDZzc6LU+i35OJDWUQERy4O4z3f14d+8G7ARsDFxNSCqNLW5w/CXQ\nJjpeCqzXxPW3AjsCw939k0bfWw9Y1pLYReKmBCKSJ3d/G7iLkEhyMZ1QT/mOmbUCbgHuBk41sy0b\n/cz2wNQ8QxUpCCUQkSyZ2bZmdpaZbRK1uwH9gRez+fHoC8IjuW3NbOMG3/8T4bHg44HLgbvNrOHf\nz32BsS38FURipQQikr3PCE9QTTKzzwmJ43Xg7Oj7DYexGg9ped05d18BDAd+DWBmuwFnAgM8TMwa\nGl17bvT9LoQ7kNGx/0YiLZCaiYRmdgfhqZUl7r5zhmuuBfoQxpMHuvuUIoYoEhsz2xCYCPRw92bn\nkZjZFcAcd7+pKMGJZClNCeSnwOfA3U0lEDPrCwx2975m9hPgGnfvVew4RUQkSM0QlrtPBBo/edJQ\nP0LBEnefRBhD7lSM2ERE5IdSk0CysAkwv0H7A6BrQrGIiFS8UkogUP8US510jL+JiFSg1kkHkIMF\nQLcG7a7Rue8xMyUVEZE8uHvj/6Q3q5TuQB4lrGCKmfUiLEb3YVMXuru+Yvi68MILE4+hnL7Un+rP\nNH/lIzV3IGZ2H2Gy1IZmNh+4EFgdwN1vdvcxZtbXzOYAXxAmXEkBzZs3L+kQyor6M17qz+SlJoG4\ne/8srhlcjFhERGTVSmkIS4ps4MCBSYdQVtSf8VJ/Ji81EwnjYmZebr+TiEihmRlexkV0KbLq6uqk\nQygr6s94qT+TpwQiIiJ50RCWiIhoCEtERIpHCUQy0hhzvNSf8VJ/Jk8JRERE8qIaiIiIqAYiIiLF\nowQiGWmMOV7qz3ipP5OnBCIiInlRDUREpILV1MCiRdCtm2ogIiKShbFjwQxat4Zu3VZ9fVOUQCQj\njTHHS/0ZL/Vn7hYsgF69QuLo2zecu+02qK3N7/WUQEREylhtLVxySUgaXbvCpElw4onwxRfgHo4t\np4GreqqBiIiUoenTYb/94OOPQ3uTTWDcONhxx6av1zwQEZEKVlMD558f7ih22SUkjyuvDHchH3yQ\nOXnkSwlEMtIYc7zUn/FSf9abNQs6dw4F8UsvhZ12gvffD0NUZ52V/xDVqiiBiIiUIHe44YaQHLbd\nFj78EK66KtxtTJ+e/5NVuVANRESkhHz6KRx+OEyYENodOsBzz8F227XsdVUDEREpU5Mnh7uNDTYI\nyePkk2HFCvjoo5Ynj3wpgUhGGmOOl/ozXpXSnzfeGBLHbruF9oMPhuGrm26C1VdPNrbWyb69iIg0\ntnIl/Pa3MHx4aHfpAi+8AN27JxnVD6kGIiKSEkuWQFUVzJgR2r/8Jdx7L6y1VuHfWzUQEZES9Oab\nYZiqU6eQPC69NDxN9eCDxUke+VICkYwqZYy5WNSf8SqH/pwwISSOnXYK7TFjQn3j3HMLN3cjTkog\nIiJFdscdIUHsv39oT5sWEkefPsnGlSvVQEREisA9DE396U+h3aULvPJKWKMqDVQDERFJGXc45xxY\nbbWQPPbYI0wGXLgwPckjX0ogklE5jDGnifozXmnvz5oaOOmkkDiuuAJ694avvgrLqa+3XtLRxUPz\nQEREYvTtt3DMMXD//aHdvz/cfXdY6LDcqAYiIhKDmhr49a9h5MjQHjQIrr8+3IGUAtVARESKrKYm\n3HG0bh2SxymnhHPDhpVO8shXmf960hJpH2MuNerPeCXdnzU1cOyxIXH8859hccOamrDEerknjjoV\n8muKiMTDPQxPtW4NI0bAb34TEsdNN1VO4qijGoiISJaGDIGLLgrHAwaECYGtWiUaUmzyqYGU4XMB\nIiLxuuEGGDw4HPfpA488kvxS6mlQYTdckoukx5jLjfozXsXoz5Ejw5IjgwdDz57wxRdhvSolj0B3\nICIijTz1FPz85+F4k03CHuPt2iUbUxqpBiIiEpk5E7bfPhybwfz5pb/cSLY0D0REJA8ffQTrrluf\nPKZNC/txVEryyJcSiGSkMft4qT/jFUd/fv11WNywY8dQ3xg7Njymu8suLY+vEiiBiEjFqa2F44+H\ntdcOS6rfcENIHL17Jx1ZaVENREQqyo03huVGAE47Da65pjR2/ys0zQMREcng+edhn33C8V57wdNP\nwxprJBtTqdMQlmSkMft4qT/jlW1/LlwY7jDqkseiRSGZKHm0XGoSiJn1NrOZZjbbzM5t4vtVZrbc\nzKZEXxckEaeIlIZvvoHdd69/kurFF0Odo3PnZOMqJ6mogZhZK+Bt4BfAAuAVoL+7z2hwTRVwlrv3\nW8VrqQYiUsHc4eyz4aqrQvuWW8LOgNK8Uq6B7AHMcfd5AGY2EjgEmNHoOpW6RCSjxx+Hgw8OxwMH\nhsUOVSAvnLQMYW0CzG/Q/iA615ADe5nZNDMbY2Y7FC26CqUx+3ipP+PVsD/nzw+J4uCDoVMn+PRT\nuPNOJY9CS8sdSDZjTpOBbu7+pZn1AUYD2zR14cCBA+nevTsAbdu2pUePHlRVVQH1Hzq11Va79NsT\nJlRz+unw1luhfeut1Wy1Fay3XjriS3O7urqa4cOHA3z372Wu0lID6QUMcffeUft8oNbdhzbzM+8C\nu7n70kbnVQMRqQBDh8J554Xjm24KOwJK/kq5BvIqsLWZdQcWAkcB/RteYGadgCXu7ma2ByH5LW38\nQiJS3hrO5zjooLA3x2ppGYyvMKnodnf/FhgMjAPeAka5+wwzO9nM6v5fcQQw3cymAlcDRycTbeWo\nu92VeKg/W2b58rD0SF3yeOihah57TMkjSanpencf6+7buvtW7v736NzN7n5zdHyDu+/k7j3cfS93\nfynZiEWkGNzh1FOhbduw+OFTT4Vz2p8jeamogcRJNRCR8vHvf8MvfhGOTz89zO3Qk1WFUco1EBGR\n7yxdCh06hOP11oMPPoD11082Jvmh1AxhSfpozD5e6s9Vc4cTTqhPHs8/H+Z0NJU81J/JUwIRkVQY\nMyYUxO+8Mzye6x5WzZX0Ug1ERBL1ySfQvn047tgR3n0X2rRJNqZKpD3RRaSknHlmffJ44QVYskTJ\no5QogUhGGmOOl/qz3ssvh6eprr467AroDnvumdtrqD+Tp6ewRKRovv4att0W3n8/tD/+uP4OREqP\naiAiUhT/+EfYpwPg0Ufrl12XdNA8EBFJndmzYZto3ex+/WD0aE0GLBeqgUhGGmOOV6X1Z20tHHBA\nffJ4772w8GFcyaPS+jONlEBEJHZjx0KrVjB+PAwbForkm26adFQSN9VARCQ2n38OG20EX30FG28M\nc+fCWmslHZVkQ/NARCQxl14a1q366it45hlYsEDJo9wpgUhGGmOOV7n25zvvhLrG+efDUUeF2sfP\nflb49y3X/iwlegpLRPLiDoceGh7JhVAkV52jsqgGIiI5q66G/fYLx1ddBWeckWg4EgPNAxGRglqx\nArbeOswk32ADWLgQ1lkn6agkKaqBSEYaY45XqffnPffAmmuG5PHEE7BsWbLJo9T7sxzoDkREmtVw\nufU994Tnngv7doioBiIiGV10EQwZEo4nT4aePRMNRwpINRARicW778IWW4TjE06A229PNh5JJ92I\nSkYaY45XKfSnO/z3f9cnj/nz05s8SqE/y13WCcTM1jCzn5nZUVF7XTNbt3ChiUgxTZ4cahv33QdD\nh4Zk0rVr0lFJmmVVAzGznYFHgW+Aru6+rpkdCAxw96MKHGNOVAMRyU1tLVRVwcSJob1sWXhEVypL\nIdfCugm40N23A1ZG56qBn+byZiKSLtXVYdXciRPhrrvCXYeSh2Qr2wSyA3BPo3NfAmvHG46kicaY\n45Wm/ly5ErbaKswmb98+LIA4YEDSUeUmTf1ZqbJNIO8BP250bndgdrzhiEihPfQQrLFGWGr9scfC\nvuRaNVfykW0N5CDgduBm4GzgEuB3wEnuPq6gEeZINRCRpn35JWy4Ybjb2GknmDIFWutBfokUrAbi\n7o8DvYGOwDPApsBhaUseItK0226DNm1C8pg4EaZPV/KQlsv6MV53n+Lug9y9r7v/zt1fK2RgkjyN\nMccrif5cvjzs1XHSSbD//uGJq332KXoYBaHPZ/Iy/h/EzC4GHKi7pWlyXMjd/1KAuESkha6+Gs48\nMxxPnQq77ppsPFJ+MtZAzGw49UljLeBw4BVCQX0zQhH9QXfvX/gws6caiFS6jz8OtQ6AI46A++8P\ndyEizYl1LSx3H9jghUcC/d39wQbnfgkcmUecIlIgl1wCF1wQjmfMgO22SzYeKW/Z1kD6AqMbnXss\nOi9lSmPM8Spkfy5eHO4yLrggLH7oXv7JQ5/P5GWbQOYAgxudGxSdF5EEnXcedOkSjufOTe/ih1J+\nsp0H0pNwB9IaWABsAnwL/DJtT2OpBiKVYv582HTTcHz66aFoLpKvfGogWW8oZWZrAL2AjYFFwIvu\nviLnKAtMCUQqwemnw7XXhuP587VqrrRcIRdTxN1XuPuz7j7S3Z9JY/KQeGmMOV5x9Oe8eaHWce21\nYeiqkpdc1+czeVnNRTWz+Rm+5e6+aYzxiEgGp5wCN94YjhcurK97iCQl2xpIVaNTnYEzgJHunqqR\nVw1hSbmZOzesnAvwl7+EfcpF4lbQGkgTb9YZ+Je798jrBQpECUTKyW9+U/9U1eLF0KlTsvFI+Spo\nDaQJ3wCbt+DnJeU0xhyvXPpz9uxQ67j9drj44lDrUPL4Pn0+k5dtDaTxuljrECYRji1QXCIV67jj\n4O67w/GSJdCxY7LxiGSSbQ1kON9fTPELYCpwj7t/U5jQ8qMhLClVb79dP3v8738PT1mJFEvBaiBm\n1sXdFzVxvrO7L87lDQtNCURK0bHHwogR4fijj6BDh2TjkcpTyBrI2xnOv5XLm0lp0RhzvJrqz5kz\nQ61jxAgYOjTUOpQ8sqPPZ/KyTSA/yEpmtj5QG1cgZtbbzGaa2WwzOzfDNddG358WLa8iUrKOOQa2\n3z4cf/QR/PGPycYjkqtmh7AaTCDcGFjY6NsdgPvc/cQWB2HWinCX8wvCWluvEJaPn9Hgmr7AYHfv\na2Y/Aa5x915NvJaGsCTVZsyAHXYIx5ddBueck2w8IhDzfiCRY6M/xwK/5vu7E37o7jNzCzGjPYA5\n7j4Pvtt/5BBgRoNr+gF3Abj7JDNra2ad3P3DmGIQKbijj4ZRo8Lxxx9D+/bJxiPSEs0OYbl7tbtX\nAx2i9a+qo69nYkweEFb3bbhcygfRuVVdU6GrABWHxpjj8+yzYFbNqFFwxRWh1qHk0TL6fCavuT3R\nL3D3v0XN882s8f7oRlgLK4490bMdc2p8e9Xkzw0cOJDu3bsD0LZtW3r06EFVVRVQ/6FTW+1itf/6\nV3j66dB+5JFq1l8fID3xqV2Z7erqaoYPHw7w3b+XuWpuT/Qb3X1QdDycH/5jXZdAjs/rnb//Xr2A\nIe7eO2qfD9S6+9AG19wEVLv7yKg9E9i38RCWaiCSFm+9BTvuGI7/8Q8488xk4xFpTlHXwoqTmbUm\nFNF/TijWv0zzRfRewNUqoktaHXkkPPBAOF66FNq1SzYekVWJdR6ImW2RzVfLwwZ3/5awZe44wtyS\nUe4+w8xONrOTo2vGAO+Y2RzgZuCUON5bMqu73ZXsvflmmNfxwANhh0D3+uSh/oyX+jN5zT2Flc1+\n5w60iiMQdx9Lo7W13P3mRu3G+7KLpII7/OpX8OCDof3JJ9C2bbIxiRRaKoaw4qQhLCm2N96AnXcO\nx9dcA7//fbLxiOSjEPNAGr/BJkSTCt19QS4/K1Ju3OGII+Chh0Jbdx1SabJaysTMNjWzicB7wBPA\ne2Y20cw2K2h0kiiNMWc2fTqstlpIHtdeG5LJqpKH+jNe6s/kZbsW1t3Aa8AG7r4R0BZ4lWhmuEil\ncId+/WCXXUJ72TI47bRkYxJJSrbLuX8KbOjuKxqcWwP42N3XK2B8OVMNRAplyhT40Y/C8bBhMGhQ\nsvGIxKmQNZCXCOtVPdfg3O7Ai7m8mUgpcoc+fWDcuNBevpxoNrlIZct2COsdYIyZ/dPMLjOz+4Ax\nwFwzuzj6+mvhwpQkaIwZXn011DrGjYNbbgnJJN/kof6Ml/ozednegawFRM+a0BH4Bng4Ot+VaFmT\n2KMTSYg7/Pzn8PTTof3ZZ7DuusnGJJI2mgci0sikSdArWiTnzjth4MBEwxEpioLOAzGzdYCtgO/9\nP8zdX8jlDUXSqrYW9t4bXnoJWrUKtY42bZKOSiS9sp0HMgBYDDwFjGr0JWWqksaYn3kmJI2XXgr7\nk3/7bfzJo5L6sxjUn8nL9g7kcuBwdx9fyGBEiq2mJszpeOutMBFw0SJYa62koxIpDdnOA3kf2NLd\nVxY+pJZRDUSy9a9/hcdzIcwoP+ywZOMRSVLB9gMxs+OBHwF/dff/5BlfUSiByKqsWAFbbAELFsCm\nm8KcObD66klHJZKsWPcDaeRt4DDgQzOrbfBVk3OUUjLKcYz5oYdgzTVD8vjXv+C994qXPMqxP5Ok\n/kxetjWQu4E7gfuBrwoXjkhhfP01dOoEn34KO+0EU6eGormI5C/bIaxPgPalMDakISxpbPhwOP74\ncFxdDfvum2Q0IulUyBrIP4Bp7p761XeVQKTO8uX1S6z/9KcheayW7aCtSIUpZA3kJ8BtZjYr2gek\n7uvZ3MOUUlHKY8xXXFGfPF57DZ59NvnkUcr9mUbqz+RlWwO5NfqC+jWvtP6VpM7ixdClSzg+6ii4\n7z6wnP5PJSLZynotLDPrTFjSfUNC8gBwd7+jQLHlRUNYlesPf4ArrwzHs2fDVlslG49IKSlkDeRQ\nYAQwG9gJeCP68zl33y+PWAtGCaTyzJ1bnyzOOAOuuirZeERKUSFrIJcAJ7h7T+Dz6M/fApNzjFFK\nSNrHmN3hmGPqk8fChelOHmnvz1Kj/kxetgmkm7vfX9cwMyPMDRlQkKhEVqFuo6d//hP+/veQTOpq\nHyJSHNkOYc0B9nH3xWY2BTgV+Ah40d07FDjGnGgIq7zV1MDuu4f9yQGWLYMNNkg2JpFyUMghrNuA\nfaLjqwjLuk8DbszlzURa4pFHoHXrkDzuuy/cdSh5iCQnrx0JzWwzoI27vxV/SC2jO5D4VFdXU1VV\nlXQYfPEFdOgA33wDW28Nb75ZmosfpqU/y4X6M16FvAP5Hnd/L43JQ8rPNdeEvci/+QYmToRZs0oz\neYiUI+2JLqm0aBFsvHE4PvTQsIquJgSKFE7R7kBECsUdfve7+uQxaxY8/LCSh0gaKYFIRsV+zr7u\n0dybb4bzzgvJZOutixpCQWneQrzUn8nLdi0skYJZuRJ69Aj7kgMsXQrt2iUbk4ismmogkqh77oEB\n0XTU+++HX/0q2XhEKlU+NRDdgUgiPvoIOnYMx3vsAS+8oB0CRUqNaiCSUaHGmM84oz55TJsGkyZV\nRvLQmH281J/JUwKRopkyJTxNdc01cNZZoUi+yy5JRyUi+VINRApuxYqQKN5+O7T/8x/YcMNkYxKR\n79M8EEmdYcNgzTVD8vjf/w13HUoeIuVBCUQyaskY87vvhuGqU0+FAw4Iq+gefnh8sZUijdnHS/2Z\nPD2FJbGqrYU+feDJJ0N77lzYYotkYxKRwlANRGLz0EP1dxnXXQeDBycbj4hkT/NAJBFLlkCnTuF4\nm23g9ddD3UNEyptqIJLRqsaY3aF///rk8eqroViu5NE0jdnHS/2ZPCUQycvo0WHhw5EjYciQkEx2\n2y3pqESkmFQDkZw03Keje/ewAOLaaycakojEQPNApGBqa+GQQ+qTx9Sp4VFdJQ+RyqUEIhnVjTGP\nGhXWqnr0URg6NAxX7bprsrGVIo3Zx0v9mbzEn8Iys/bAKGAzYB5wpLsva+K6ecCnQA2w0t33KGKY\nFWnRovqdALffPqxlpQK5iNRJvAZiZpcBH7n7ZWZ2LtDO3c9r4rp3gd3cfekqXk81kBZasQL23BMm\nTw7tN96AHXdMNiYRKaxSrYH0A+6Kju8CDm3mWu2MXWAXXxzuMiZPhjvuCMNVSh4i0pQ0JJBO7v5h\ndPwh0CnDdQ5MMLNXzeyk4oRWOZ59NgxX/eUvcMQRoWi++ebVSYdVVjRmHy/1Z/KKUgMxs/FA5ya+\n9eeGDXd3M8s0/rS3uy8ys47AeDOb6e4Tm7pw4MCBdO/eHYC2bdvSo0cPqqqqgPoPndqhPXp0NYcd\nBlBFq1bw4IPVbLABmKUjPrXVVrsw7erqaoYPHw7w3b+XuUpDDWQmUOXui82sC/C0u2+3ip+5EPjc\n3a9s4nuqgWShpgYOPRQefzy0n3sO9t472ZhEJDmlWgN5FDguOj4OGN34AjNbx8zWi47bAAcA04sW\nYZm5/HJo3Tokj//5n1DnUPIQkVylIYFcCuxvZrOA/4ramNnGZvZEdE1nYKKZTQUmAY+7+5OJRFvC\nJkwIdY4//jHs0bFyJZx/fubr6253JR7qz3ipP5OX+DyQ6LHcXzRxfiFwYHT8DtCjyKGVjXnzYPPN\nw/Faa8EHH0CHDomGJCJlIPEaSNxUA6n35ZfQsyfMmhXaU6ZAD6VhEWlCqdZAJGa1tXDiidCmTUge\nI0aEOoeSh4jESQmkzFxxRVi36o47wo6AtbVwzDH5vZbGmOOl/oyX+jN5iddAJB6jRxPN54CqKhg3\nDtZYI9GQRKTMqQZS4l57DX7843DcsWPYEbBdu2RjEpHSoz3RK8j778Nmm9W358yBLbdMLh4RqTyq\ngZSYpUvDpk51yeO550KBvBDJQ2PM8VJ/xkv9mTwlkBLxxRfhKaoOHcI+HSNHaga5iCRLNZCUW7EC\nDjoIxo8P7WHDYNCgZGMSkfKjeSBlpKYGjj027M0xfjxcdFG441DyEJG0UAJJmdpaOOWUsNjhiBHh\nuLY27NNRbBpjjpf6M17qz+TpKayUcIfTToMbbgjto4+Ge+4JiUREJI1UA0mYO5x+Olx3XWgfeSTc\ne68Sh4gUl+aBlBB3OOssuPrq0D7iCLjvPiUOESkdqoEUWW0tnHQSrLZaSB6HHRaetHrggfQlD40x\nx0v9GS/1Z/JS9k9W+Vq5Evr3hwcfDO2jj4a774bVV082LhGRfKkGUmBffRXmcTz1VGgPGgTXXx/u\nQERE0kLzQFJk6VLYeWdYZ52QPP70pzB8NWyYkoeIlAf9Uxazd96BtdcOS4688QZcfnlIHJdcEvYj\nLyUaY46X+jNe6s/kqQYSkxdfhL32qm8/8EB4skpEpFypBtJC99wDAwbUt194Afbcs2hvLyISC9VA\niqSmBn7/+zAkNWAArL9+2I/DXclDRCqHEkgOPvkEevUK8zWuuw723x8++wyWLy/PzZw0xhwv9We8\n1J/JUwLJwqRJ4W6jfftw/Oc/h8L4k0/CuusmHZ2ISDJUA8nAHa68Es45p/7cY4+FOR0iIuVGa2HF\n4OOP4ZBD4PnnQ3vLLaG6Grp2TTQsEZHU0RBWZMyYMEy14YYheZx2Wlh+ZM6cyk0eGmOOl/ozXurP\n5FX0HciXX8KJJ4b9xes89RTst19yMYmIlIqKrIFMmBCeoKpz4IFhD44NNihwcCIiKaV5IM1Ytgz6\n9QvDVHXJ4+GHQ7H88ceVPEREclXWCcQdbrklJI127cJTVIcfHuZtuMOhhyYdYbppjDle6s94qT+T\nV5Y1kKlToW9fWLQotFdbLdQ29t032bhERMpJWdZAIPxOQ4bABRdAq1bJxiQiknaaBxJZsgQ6dkw6\nChGR8laWNRAlj3hojDle6s94qT+TV5YJRERECq8sayDl9juJiBSa5oGIiEjRKIFIRhpjjpf6M17q\nz+QpgYiISF5UAxEREdVARESkeJRAJCONMcdL/Rkv9WfylEBERCQvqoGIiIhqICIiUjyJJxAz+5WZ\nvWlmNWb2o2au621mM81stpmdW8wYK5XGmOOl/oyX+jN5iScQYDpwGPBspgvMrBVwPdAb2AHob2bb\nFye8yjV16tSkQygr6s94qT+Tl/hy7u4+E8L4WzP2AOa4+7zo2pHAIcCMQsdXyZYtW5Z0CGVF/Rkv\n9Wfy0nAHko1NgPkN2h9E50REJCFFuQMxs/FA5ya+9Sd3fyyLl9BjVQmYN29e0iGUFfVnvNSfyUvN\nY7xm9jRwtrtPbuJ7vYAh7t47ap8P1Lr70CauTccvJCJSYkp9S9tMwb8KbG1m3YGFwFFA/6YuzLUD\nREQkP4nXQMzsMDObD/QCnjCzsdH5jc3sCQB3/xYYDIwD3gJGubsK6CIiCUrNEJaIiJSWxO9AWkKT\nEONlZu3NbLyZzTKzJ82sbYbr5pnZ62Y2xcxeLnacaZfN583Mro2+P83MehY7xlKyqv40syozWx59\nHqeY2QVJxJl2ZnaHmX1oZtObuSanz2VJJxA0CTFu5wHj3X0b4N9RuykOVLl7T3ffo2jRlYBsPm9m\n1hfYyt1xoPisAAAERklEQVS3Bn4L3Fj0QEtEDn9/n4k+jz3d/W9FDbJ03Enoxybl87ks6QTi7jPd\nfdYqLvtuEqK7rwTqJiHKD/UD7oqO7wIObeZaPazQtGw+b9/1s7tPAtqaWafihlkysv37q8/jKrj7\nROCTZi7J+XNZ0gkkS5qEmL1O7v5hdPwhkOnD48AEM3vVzE4qTmglI5vPW1PXdC1wXKUqm/50YK9o\n2GWMme1QtOjKS86fy7Q9xvsDmoQYr2b6888NG+7uzcyp2dvdF5lZR2C8mc2M/ncj2X/eGv+PWZ/T\npmXTL5OBbu7+pZn1AUYD2xQ2rLKV0+cy9QnE3fdv4UssALo1aHcjZNaK1Fx/RgW2zu6+2My6AEsy\nvMai6M//mNnDhGEGJZAgm89b42u6Rufkh1bZn+7+WYPjsWY2zMzau/vSIsVYLnL+XJbTENYqJyGa\n2RqESYiPFi+skvIocFx0fBzhf3LfY2brmNl60XEb4ADCwwwSZPN5exQYAN+tsrCswdChfN8q+9PM\nOlm0GquZ7UGYnqDkkbucP5epvwNpjpkdBlwLbEiYhDjF3fuY2cbAre5+oLt/a2Z1kxBbAbdrEmJG\nlwL3m9mJwDzgSAiTOon6kzD89VD097U1cK+7P5lMuOmT6fNmZidH37/Z3ceYWV8zmwN8ARyfYMip\nlk1/AkcAg8zsW+BL4OjEAk4xM7sP2BfYMJq8fSGwOuT/udREQhERyUs5DWGJiEgRKYGIiEhelEBE\nRCQvSiAiIpIXJRAREcmLEoiIiORFCUSkAKIlxh+Ljg/WNgJSjkp6IqFIsdXNePYcJlBFa7Zls26b\nSEnRHYjIKkTLaLxtZncRlm253cxeMbM3zGxIg+t6m9kMM3uNsE9N3fmBZnZddHywmb1kZpOjzbs2\nis4PiTb8edrM5prZadH5Nmb2hJlNNbPpZnZkMX93keboDkQkO1sBx7r7y2bWzt0/iTY7mmBmOwOz\ngVuA/dx9rpmNoumVTCe6ey8AM/sN8EfgD9H3tgH2A9YH3jazGwkbAC2IlpHBzNYv4O8okhPdgYhk\n5z13r9u+96joLmMysCNhp7ztgHfdfW50zQiaXuCzm4Xtgl8nJI66vSsceMLdV7r7x4SVkDcCXgf2\nN7NLzWwfd/+0IL+dSB6UQESy8wWAmW0OnA38l7vvCjwBrMUP7zYyrQ59HXCtu+8CnAys3eB7Kxoc\n1wCt3X020JMwdPY3M/v/Lf1FROKiBCKSm/UJyeTTaLvPPoTkMRPobmZbRNf1b+bnF0bHAxucbzLh\nRPuyfO3u9wJXAD9qUfQiMVINRCQ7DuDu08xsCiFhzAeei85/Y2a/JWwr8CVhg602DX627g5lCPCA\nmX0CPAVs1sQ1De0MXG5mtYQ7lEEx/14iedNy7iIikhcNYYmISF6UQEREJC9KICIikhclEBERyYsS\niIiI5EUJRERE8qIEIiIieVECERGRvPwfMOmeP1xnpUIAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(x, sin(x))\n", "xlabel('radians')\n", "ylabel('amplitude', fontsize='large')\n", "title('Sin(x)')\n", "grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 清除、关闭图像" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "清除已有的图像使用:\n", "\n", " clf()\n", "\n", "关闭当前图像:\n", "\n", " close()\n", "\n", "关闭所有图像:\n", "\n", " close('all')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## imshow 显示图片" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "灰度图片可以看成二维数组:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([[162, 162, 162, ..., 170, 155, 128],\n", " [162, 162, 162, ..., 170, 155, 128],\n", " [162, 162, 162, ..., 170, 155, 128],\n", " ..., \n", " [ 43, 43, 50, ..., 104, 100, 98],\n", " [ 44, 44, 55, ..., 104, 105, 108],\n", " [ 44, 44, 55, ..., 104, 105, 108]])" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 导入lena图片\n", "from scipy.misc import lena\n", "img = lena()\n", "img" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "我们可以用 `imshow()` 来显示图片数据:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAATYAAAD7CAYAAADgvbh3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imshow(img,\n", " # 设置坐标范围\n", " extent = [-25, 25, -25, 25],\n", " # 设置colormap\n", " cmap = cm.bone)\n", "colorbar()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "更多参数和用法可以参阅帮助。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "这里 `cm` 表示 `colormap`,可以看它的种类:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[u'Accent',\n", " u'Accent_r',\n", " u'Blues',\n", " u'Blues_r',\n", " u'BrBG',\n", " u'BrBG_r',\n", " u'BuGn',\n", " u'BuGn_r',\n", " u'BuPu',\n", " u'BuPu_r',\n", " u'CMRmap',\n", " u'CMRmap_r',\n", " u'Dark2',\n", " u'Dark2_r',\n", " u'GnBu',\n", " u'GnBu_r',\n", " u'Greens',\n", " u'Greens_r',\n", " u'Greys',\n", " u'Greys_r',\n", " 'LUTSIZE',\n", " u'OrRd',\n", " u'OrRd_r',\n", " u'Oranges',\n", " u'Oranges_r',\n", " u'PRGn',\n", " u'PRGn_r',\n", " u'Paired',\n", " u'Paired_r',\n", " u'Pastel1',\n", " u'Pastel1_r',\n", " u'Pastel2',\n", " u'Pastel2_r',\n", " u'PiYG',\n", " u'PiYG_r',\n", " u'PuBu',\n", " u'PuBuGn',\n", " u'PuBuGn_r',\n", " u'PuBu_r',\n", " u'PuOr',\n", " u'PuOr_r',\n", " u'PuRd',\n", " u'PuRd_r',\n", " u'Purples',\n", " u'Purples_r',\n", " u'RdBu',\n", " u'RdBu_r',\n", " u'RdGy',\n", " u'RdGy_r',\n", " u'RdPu',\n", " u'RdPu_r',\n", " u'RdYlBu',\n", " u'RdYlBu_r',\n", " u'RdYlGn',\n", " u'RdYlGn_r',\n", " u'Reds',\n", " u'Reds_r',\n", " 'ScalarMappable',\n", " u'Set1',\n", " u'Set1_r',\n", " u'Set2',\n", " u'Set2_r',\n", " u'Set3',\n", " u'Set3_r',\n", " u'Spectral',\n", " u'Spectral_r',\n", " u'Wistia',\n", " u'Wistia_r',\n", " u'YlGn',\n", " u'YlGnBu',\n", " u'YlGnBu_r',\n", " u'YlGn_r',\n", " u'YlOrBr',\n", " u'YlOrBr_r',\n", " u'YlOrRd',\n", " u'YlOrRd_r',\n", " '__builtins__',\n", " '__doc__',\n", " '__file__',\n", " '__name__',\n", " '__package__',\n", " '_generate_cmap',\n", " '_reverse_cmap_spec',\n", " '_reverser',\n", " 'absolute_import',\n", " u'afmhot',\n", " u'afmhot_r',\n", " u'autumn',\n", " u'autumn_r',\n", " u'binary',\n", " u'binary_r',\n", " u'bone',\n", " u'bone_r',\n", " u'brg',\n", " u'brg_r',\n", " u'bwr',\n", " u'bwr_r',\n", " 'cbook',\n", " 'cmap_d',\n", " 'cmapname',\n", " 'colors',\n", " u'cool',\n", " u'cool_r',\n", " u'coolwarm',\n", " u'coolwarm_r',\n", " u'copper',\n", " u'copper_r',\n", " 'cubehelix',\n", " u'cubehelix_r',\n", " 'datad',\n", " 'division',\n", " u'flag',\n", " u'flag_r',\n", " 'get_cmap',\n", " u'gist_earth',\n", " u'gist_earth_r',\n", " u'gist_gray',\n", " u'gist_gray_r',\n", " u'gist_heat',\n", " u'gist_heat_r',\n", " u'gist_ncar',\n", " u'gist_ncar_r',\n", " u'gist_rainbow',\n", " u'gist_rainbow_r',\n", " u'gist_stern',\n", " u'gist_stern_r',\n", " u'gist_yarg',\n", " u'gist_yarg_r',\n", " u'gnuplot',\n", " u'gnuplot2',\n", " u'gnuplot2_r',\n", " u'gnuplot_r',\n", " u'gray',\n", " u'gray_r',\n", " u'hot',\n", " u'hot_r',\n", " u'hsv',\n", " u'hsv_r',\n", " u'jet',\n", " u'jet_r',\n", " 'ma',\n", " 'mpl',\n", " u'nipy_spectral',\n", " u'nipy_spectral_r',\n", " 'np',\n", " u'ocean',\n", " u'ocean_r',\n", " 'os',\n", " u'pink',\n", " u'pink_r',\n", " 'print_function',\n", " u'prism',\n", " u'prism_r',\n", " u'rainbow',\n", " u'rainbow_r',\n", " 'register_cmap',\n", " 'revcmap',\n", " u'seismic',\n", " u'seismic_r',\n", " 'six',\n", " 'spec',\n", " 'spec_reversed',\n", " u'spectral',\n", " u'spectral_r',\n", " u'spring',\n", " u'spring_r',\n", " u'summer',\n", " u'summer_r',\n", " u'terrain',\n", " u'terrain_r',\n", " 'unicode_literals',\n", " u'winter',\n", " u'winter_r']" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dir(cm)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "使用不同的 `colormap` 会有不同的显示效果。" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQcAAAEACAYAAAC+rrMfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imshow(img, cmap=cm.RdGy_r)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 从脚本中运行" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "在脚本中使用 `plot` 时,通常图像是不会直接显示的,需要增加 `show()` 选项,只有在遇到 `show()` 命令之后,图像才会显示。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 直方图" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "从高斯分布随机生成1000个点得到的直方图:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(array([ 2., 7., 37., 119., 216., 270., 223., 82., 31., 13.]),\n", " array([-3.65594649, -2.98847032, -2.32099415, -1.65351798, -0.98604181,\n", " -0.31856564, 0.34891053, 1.0163867 , 1.68386287, 2.35133904,\n", " 3.01881521]),\n", " )" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXUAAAEACAYAAABMEua6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\noS5JDTHUJakhhrokNcRQl6SG/D/cw+79AFjUjgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hist(randn(1000))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "更多例子请参考下列网站:\n", "\n", "http://matplotlib.org/gallery.html" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.10" } }, "nbformat": 4, "nbformat_minor": 0 }