{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.cbook as cbook\n", "import random\n", "import time\n", "from imageio import imread\n", "from scipy.misc import imresize\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A 1-d array. That's the same as a list." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([ 5, 4, 10])" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.array([5, 4, 10]) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can access elements of the array as follows:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "4" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a = np.array([5, 4, 10])\n", "a[1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The shape of the array is" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(3,)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's now define a 2-d array. You can think of it as a matrix." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "a = np.array([[4,5,6], [1,2,3]])" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([[4, 5, 6],\n", " [1, 2, 3]])" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that we defined the 2-D array by defining a list of lists, where each of the inner lists was a row." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(2, 3)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a.shape # 2 rows, 3 columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Accessing elements of the 2-d array:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "3" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a[1, 2]" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([6, 3])" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a[:, 2] # just column 2" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([1, 2, 3])" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a[1, :] # row 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's now read in an image" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ "im = imread(\"prez.jpg\")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Image([[[242, 235, 217],\n", " [242, 235, 217],\n", " [242, 235, 217],\n", " ...,\n", " [146, 133, 117],\n", " [147, 134, 118],\n", " [147, 134, 118]],\n", "\n", " [[242, 235, 217],\n", " [242, 235, 217],\n", " [242, 235, 217],\n", " ...,\n", " [147, 134, 118],\n", " [147, 134, 118],\n", " [148, 135, 119]],\n", "\n", " [[242, 235, 217],\n", " [242, 235, 217],\n", " [242, 235, 217],\n", " ...,\n", " [147, 134, 118],\n", " [147, 134, 118],\n", " [148, 135, 119]],\n", "\n", " ...,\n", "\n", " [[200, 188, 174],\n", " [198, 189, 174],\n", " [198, 189, 174],\n", " ...,\n", " [ 19, 18, 23],\n", " [ 19, 18, 23],\n", " [ 17, 16, 21]],\n", "\n", " [[199, 187, 173],\n", " [197, 188, 173],\n", " [197, 188, 173],\n", " ...,\n", " [ 22, 21, 26],\n", " [ 22, 21, 26],\n", " [ 19, 18, 23]],\n", "\n", " [[199, 187, 173],\n", " [197, 188, 173],\n", " [197, 188, 173],\n", " ...,\n", " [ 22, 21, 26],\n", " [ 22, 21, 26],\n", " [ 19, 18, 23]]], dtype=uint8)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "im" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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IKQT2NcaJ12Fr/9oXrPp3b9lWgf/i9U//ahttBbM7ZbiphaJLOlFL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\nns5FrKkJYUcVlqmK+1xYzJZgLbaecXKy5lgs1la4MDKIopppzrKrQwSCF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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(im)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ziWZnZ7G8vIx4PI4TJ06YhzkWi5k32V2JQybcaDRszMh8eI4r3Q6Sci6Q9iP2\nGdVofQaFwkHqLXDnPjd3o8N4az+3z08fDzjXB/BfHPrpAeTamwpSdzmR2qd8cfXMqpdPQzB00GjC\nOqVkkEucTIOTQNVfhmOYTaNtVg8t21ar1XD9+nVbd5lMJrGwsGCq9sjICHzfR6FQwBNPPIHjx49b\nIsDk5KT9TvBsbm4inU4jm82ays9F0dQGlHGwbRrHBAaXwunSOf2NoRFqJWRWlUrFcm63t7cxMTGB\nVquFyclJLC4uYnJyEt1uF6lUCsViEalUCvV63ZherVbD4uIiJiYmzJbkONKsIOMi81O7T5NI3qmH\ndD86LODfjuNnPzoyGUJ0xLjfuoRInRcEDAGqieUsC0I1lZOUAFXvKZ/Fa0g6EJzYvBeljAbJueES\ngcs2kcnw76WlJUuHo0ThuzHRPJ/PY25uDo8++igmJibQaDQwOTmJVCqFSCSCRqNhDpvR0VEAu5Ke\nYQ72E9+DYKYHFBjUGJSxaUyXZUh4joaf6MDhYux6vY7NzU3U63XU63WMj49jYWEB6XQaGxsb6PV6\nFhdlbvTm5qalKV67dg1TU1MDC69ZPoXvx48mlwRJviAGz7mhKu9hpaYCjvfUv935yrFXp6S27bB0\nZMB5N1KvGztZJxg9r25yAO0ozVnVYLY6hJQbK1FS0+NLYiCcQXSqayTatcCeFFpfX0e5XMbm5ibC\n4TBKpRJyuZxJ9NOnTyOVSuHkyZMYGRmxkEE2mzUprelwyoRok7sSkR5tJiNw0Tn7k5NKV47QWcYJ\nxgwtMiPf9+2dZ2ZmUKlU0Gq1sLy8bFlCw8PDaLVaSCaTOHPmDC5duoRqtWr3KRaL5l2uVqt49dVX\nMTY2ZmEVtoHqNNumITWNXbrA2U/Kvd2594OmdxU42fl0AgB79XPIoTTGyIGkWsvJpmU9gMFyGMpR\nVUUF9opv0eETj8ftw2fwfnRS0MMcDoexurqKnZ0dbG1tIZ1Oo1gs2nvF43HkcjlMTEwgnU4jnU6b\nhGdYgjY335sTkR5Mgkq5Od9Lvc7Mx2UmDlV/vpcyNj5DHS70lNJDW61WkcvlzBlEL/TMzAxGR0ex\nvr6OxcVF5HI5Y0bb29soFosWPqKUXllZwfT0tEly2uCU6poz7foLgjyp9+qE2W/u/TDoSIGTHcnJ\n7RrhmntJkGquJ+9BwBB0VFmp7qnDQ9dxahtox6ptyRxXTmJNLNCkB7ZPGUi320W5XEa73UalUjE1\nmPHPkZF+q3TjAAAgAElEQVQRnD17FmNjY5iensb4+LgV2BobGzPVHMBALFLfXcHGZ2u6oi44JzPh\n+fQua1/o+5Mohamq05s7MTGBY8eOod/v46233kIikcDq6qpJwVarhZGRESuF4nm7oZpSqWQqfbFY\nxPe+9z08//zzxiBo53PRApksV7Rw/KgV6btrIrwe12+XiWm2j/vuCnSXAarfw033dJnFYelIgfMg\ncm0DlZCet7dKXsGpHJUDQYC7sTGSdp57nHYrHRmarM376P0I3na7bUngVGcZguHSrSeffBK5XM7U\n1kwmY6tUdPK0222TpAwBaaCcgOKkpd3GQD4nnjovNAeYtrXrdOMiBIavtAzJ6OioPYuZP1tbWwMl\nYoDdKgxjY2MWI+73++Zp5jmXLl3C1tYWJiZ2k85UG9C8aYLUTddzJaj7ccf4KNORACc7Tuu/kPuo\n55BudHX4KGjotKCEdL2lLEupIRtK6cOSrmah6sdJT8CozRsKhTA8PGwqLW02VsUrFAqYnJxEoVDA\nyMgIHnnkEVMbGZQnGAGYesd+o+qsTh0mQuhk1dgg+5cUjUatbZTQqt5qmEoZAxM7mAzAlSuPPvoo\nXnvtNWxtbaFWq6FerxszYPWKZ555Bm+++SZqtRrK5TKmpqYQi8Vw69YtXLlyBcePHx+w9VWqq9fd\nNU9cNVfDY2q66LzT35TUg+3OkaAcWpWq6jl+u3HWIwHOu5HGkPYjgk+LYKl0dR0Fh/GiqVpHW5N/\nu8Ftdy0h799ut1Eul02NLZVK5v2NxWKYnJzE448/jmw2a0npvV7PEgCocgJ7MUdV+XXtIN9LAUjm\nRonjLk7nh1qFMgGNGasZQbu92+0imUyi1WohGo3i+PHj5nmu1+s4f/78HfmxGxsbyGazuHTpEoaH\nhzE2NoZSqYRarWZAW1lZsTbRFnbbRskZNH5Btuf9Ju3vB0XvGnDux4mCYluq87uqpjuIQaAP4nQ6\nECp5+ZtKfU4mrjxh3iptTsYjU6kUzp49i2PHjiES2atcQJVZn6dlN7XNCi5NoKBDiu9NVZR2qrY1\nHA6bk4hMiO9D6dhsNgdS6FRqUHru7OxY0S8yGxYIYzFwhp+Y7cNlbVyiRmcRs5JUzVYPu2oE9E4/\naLCwv3VeHYbers35g03jP4A0NEJypZMG0AkIqriUmK46o//fayoXO5ISqNvt2lImLXfCTBlNviYx\nNQ7YS1ynJ/b48eN46qmn7DxKs2w2a7aiSjQFlIZC9De2VVMJOYE1JU5BrWDWRQSh0F4RNfXaqgbB\nVTkExsjIiNUNmpiYwMTEhK3V9DzPqiawf7VkJ/dtWV9fR7VaNS2A46fxTXWQ6YTnO6qZwfdzM3fc\nvtB2adKLSmj1YezHxO9XIsKRlZyu2gkMdgz/Jnd3bQv9XVXB/TrN9fi6bXElMaUzJR0nr4Y3er2e\nVV9nDZ5kMolkMonjx49bGhyXTbFSAW1IAo9q5H62Mp1OnES0GdkOrnvV7QqAwZKetF+ZxECHEp1L\nvK9Wk6BEo80fj8eRSqVQrVZRKBRQKBRQLpdtkUI4HMby8jJyuRz6/d0F3MPDw4hG9zZU4nGuE+X7\n6fvqWOznUX0QUvQw91Mn2zt9/pGRnC4FvZiCRx1C5G5uYNqNgx1E5ISqrgadowusOVH5bNdeo83Z\narUQi8VQq9VQq9WQy+XwxBNPYHJy0kImU1NTGBsbs2QDVdt0/xPen5KBzwAGpaj2ieYeq7ufIGYI\nhk6gRqNh0pP3JVPk+6pDjPdhLVt6bUdGRmx5GkugnDlzxu41MjIysPB7bm4OnU4HGxsbKJfL9mxV\nWfk3n8vjrlS833QvYL9fbTgy4NQOBu60Jdk5ml+r7nQFJjBol6hUDFLtgD2PnKaJqadYc1PpNVYn\nESUN78/VM7SddElVPp83z2wul0M+n7c1nsBe5hFtTUp/rUrHtgeFPrT6fZDjS5eFUTpRA1EPNG3M\nfr9vNqNWfmB80fM8y7mNx+M4fvy4qZ6PPfYYwuGw5dI2Gg2cOHECnudZ4gKwu3ia3tdqtYrl5WV7\nV50LOo4cb1U71SbU8/X9D0OuOcWPK5nVQ+u28SABcxg6MuA8DAVJSLVFCFqVrCpFVXqo5CHxd7fc\nosYHea2rHvI4AAuYE9yc7Fzidfz4cczNzWF0dNRWlaTT6YEAOO/N2j5q56jUUnIlt8ZgOSncMAkn\nub6LSk2VSK63mnFRelR1G8RUKoV8Po9CoYCpqSmUy2XLJd7c3MTp06dRLBbNJl1fX0en00GhUEA0\nGrXldG6s2Y1P32so7H7Rg3Y8AUcEnDrY/N+175SDujmy/GgOLbA30VQ6UAK6BaIIQm6Nxx25FMRs\nB6/XpHtNoaOkK5fLtkoE2F07evz4cYyMjCCVSmFyctJS9Hgf3/eRTqft/QgAluOgasm28FrajCTG\nLVWyU8qxL/ielGpaC0mZnyZ7UFIrM1JPLENBlIqlUgnve9/7MDo6ikqlgnQ6jWQyabbo0tISxsfH\nrQpDpVIxu7XZbJozSseAY8LxU+arc0rnkkuH9T8Ena/SUucvf9Nn8zxecy+M5EiA87Ck3F+lh1sG\nk5NJzwUGM35UqvLeqg65x9SGVXtX28VncDJRTeWSMkr5QqGAsbGxgU1qNXNHJ6I+T72rtBPVy617\ngrLSAdtEYFK60eZk2RRui6CLlwlulZhqfij4leiZnZ2dRT6fR7lcxvT09ADz830fm5ubFgdmGZpO\np4OtrS2sra2Zh5mqtDIPd7KruXJU6J06pY6st3Y/UpXVtTVd9zZtMvV86mZF9D4SIJwIyhHVjnSl\ninJI5eZsH6vE8ZkED4GhqqWqpCrlNHWN4GBVANdzrNJVGZkmRlSrVZO+jLf6/m75EqqnqiUQ/CQu\n/WJ6Id+dz2Pb+/0+RkZGLCTUaDSQy+VQLBYHVvawxAvrO5GBALsreHK5nJV/IUh1e8H9fAg/CnSk\nJKdyRZ14JFe1cM9TVQsYVCc0SYC/ubYWJ7kLcL2O4HW9v5wYLPMRjUaxvr5uKi1LhLAdTAqgZCIA\nOel0hYhr4zJzSK8FYCq3MiVgb8EA78e+Y5aPqrrKrJhgTkcN+5sgVpWXTjKm93Ev0H6/j+HhYRw/\nftzawG0FE4kERkdHB0qOMImBecgbGxsDu6Xxo/2ksUwdL/UPuHQQkO+mggbNQ2pSbrhHz7tbxMCl\nIys53ZfT426CAUnVQEoot6NVSqrNqQBUlRXAgFrHc4M8y91u1/JIOWF9f3dvEq0rq5OINhywtyRN\nB5ReVKbkaZvVDqQ05DmUarpyQ1P2XAcWpRbtR+03VRe1jcpMmZ9L1ZgScXp6GpcvX7aiY0HtZJIC\n35H2fK1WQzgctmqHjIU2m02r/BfkbVewPmgKmp/72bn3SkcGnDrY2sHsdH4TVHTzA4NlEYFB76lb\n0iKo49RLq5JI1VsAFhNk7JIcXVd8qK1I8FAisJRmq9XCzs6O7dFJgEWj0YGK6LQVNduF78qcV9rb\nlNDuAm++v3plKRX7/b49T2vyAHsgJJj4LO5VosxJQbCzs2PV+NbX121hdqVSwdjYGKLRKBYWFpBI\nJDA1NYU33njDCpHRHuYKmCtXruDcuXOmxjKFkAu71ZFFe5YMwA2pqAlyWPC4DH6/a/R40N/aP/ci\nPY8EOO/WUa6qSVI1NEiquRLPdWwAe9JHg/NB4NX4JyUJwyWuakopqs/NZDJWhHp0dNSkFBMEmPPq\nJngTFFruUxP5+/3djBoyAW7nx4lFm9J9T2oYrLTHDCT2N9+J15DxqHNKVWAt7sy6QGwrwRYKhTAx\nMYFyuYydnR3bBIlMi21lRcRLly5hZWUFyWQSjUbDHGsEJhmBji3Hyw0N3S9ybfoHSUcCnMBggaT9\nfidxMgB3dr5mybjqnKqfPI+gUnDqc1Si0tNIFYu7gBGkWk5Dpap6UMfGxkw1I5jV6aPpcGyLhi/4\nrgSuhlWoXqpnV98V2NMyFGTpdNpCR+xDfQ/tK530KpFZaYFtI0MpFosAgJmZGVy/fh2tVssqBYZC\nIZw4cQIXL14cWHkTjUYtJsoymkzioJpO0GcyGXieZ/vGZLNZ80Dr4vz7RWpuuWbV/aYjAU5VNdxB\n52RlB3OiEmSe5w1sRsQJqSoFB57ftOM42dVGVcnI3wg+Tqx6vW4Lhuv1usXkWDyL6mo4HEY6nbYq\nCJy0m5ubZkfRm8nYKLAHIFUr3SRvXeys8UhKvVAoZJUWksmkqYZ8J6q0tI25yLvX6xlQ0+n0QCI8\n+6nVag14lVlYm6tpKCWHhoZQKpVsq/snnngCq6urqFQqtr6VTJa1jwCY88nzPFy8eBEnT560lSya\ntRUKhSxsk0qlMDIyYuVCldG5/UnScQ8SCjoHVENTBsU5pwzAFTJvF8BHApxK2hnq/FF3uabP6TW0\nydxMFpLGyTixVOVT207vS3BqgkKz2cT29rZtrc71mowZumBj0J8bzXY6nTvWZlICkZi6x3a5HkG1\njelcIli5/wgAq6DOScTzyTgYk+X7MUzDaoJcMcKyIqlUygp3hUKhgUXXfF+GQ7h72urqKp566ilc\nv37ddhOLRCKo1+uWsLCxsWHFpjmhy+UyyuUyxsbGTFsgk+OidKrSXKam++YoU3m3hVkOU1T6OHa3\n/5sA4AP4I9/3/4N3H/fo5EBQ6rmg4gQAcAc4Nf+T+aes26p2oj5Li30R9ApQtkfVYE78SqWCWq1m\n28Bzb5BKpWJqH50r5PKUBJFIxOq2JpNJc2hks1mTBNpeVm6gjcm/fX+vih69oPymzarnU/3lu4XD\nYduVemhoyFRb9tn29rYlzK+urtoWDuvr6wNjsrGxYTuksZ8oVX3ft0JdrVYL58+fx2uvvQbP2y0I\nnc1mbYsHrsrh9XQoZTIZ3Lp1C0tLS5iZmRlI7nAZKUvTcJG6ZlixPZw/rif+MDak60VXj7zOX3W8\nvVM6jOTsAvivfN9/1fO8LIBXPM/7BwC/ggewR6crNV29nhOX3FWzWqhO0aNIqaAOIoLGBSfBwc4F\n9naepkeQXtpGo4Fms4lyuYxGo2H3Y4L78PCwZexwIyIWfW42m6buTU1NmVpGIFK1VGLCAIkbCoXD\nu9vtcVEy31WLYakdzRghn3nz5k3b6mF9fd00gEwmY308NDSEq1ev4saNG5ZIMDMzg1wuh1OnTiEU\n2t1+ntsX0v7VdMZYLGbV6MlUuXXj1NSU1f0NhUKWFRQOhw2oS0tLSKfTJsX5PupH0JrEDCERnK6G\n9W6hw1R8X8HtLfx83696nncRu9v6PZA9OlVVI2BuP9uAROcMgatFuwDYAGt2EICBgVSHiz5b1VE6\nUwhM5rjqqg+CEIBJA6q1fDaXiTEOSFBrmyjdGAqgNzcWi9naRqqanGDcW4U2I9U5eng1jOT7vlVi\nKBaL2NjYQKfTwZtvvomZmRl8+9vfxvLysqmgMzMzmJiYQK+3u53gwsICVldX0Wq1MDMzg0QigQ9+\n8IM4efIkEomEbUevzI/J8KzLy7q+3BKDzxsZGTHGyl3XGCriJkaUjBx/jjfnCOcCbUwWPtOFEPeb\nHjTY78nm9DxvFsAzAL6Fd7hHp+fsz6lSywUkVVoCjhNZl0Sp25+gVFvLXvi22kf1WUMFdByQ+/KZ\nDFfw2bQNGTjv9/sYGhoCANuab3V11d5pfX0dJ0+eNAm4trZmGTGsZgfsSshSqWR2VTwet631CGy+\nM6vOUwWklCQgSHxPblbb6/Vw4cIF5PN5fPvb30YsFsPTTz+N73//+wNq8ne+8x3b5k8dXK1WC4uL\ni+j1elhcXMQzzzyDM2fO4NSpU1hYWDAnE4k7wp08eRLnz5/H+vr6wOZRAGwjXC4tY+4tpeTy8rIB\nlGMTFNIgONWRyPsGxTvvhdSj7zp73Ha4TP/t0qHB6XleBsD/CeC/9H2/4oQ27nmPTl/253zmmWcG\nrlUvmi4J4ksTTBoOAPaSFwhWDjA7j0DSsIB2Op9LAPBeGvwH9lbmM41NPcOsCFAsFi1oTruSKXm0\niVVCArDNkdQzXK1WceXKFYv1HTt2DIVCAcvLy7Zbmu/7lvJGZwsAk0a1Wg3Ly8uoVqtYW1tDo9HA\nK6+8gmeffRbnz59HpVKxjXer1arZbEtLS4jH4yatPW8342d4eNh21F5dXUWn00GpVMJP/MRP2HjQ\nxqX5wEXlm5ubGBkZQbFYxPDwsE1uenmp4tfrdXNM8V00SYHzxJlTJkH5m5vt9U7pbvdie+9H+OZQ\n4PQ8L4pdYP5vvu9/6fbh+7pHJztVlwFpSINqEjteVyyoTcHBoARWlZfcVgENwALwdDypC53g1MQD\nDhClrTtgjMcR0JOTk+j3+6hWqxZSoaeTttqVK1ewvr6OVCqFGzdu4ObNm/bM1dVVJBIJzM3NYXx8\nHPPz87ZjNSVQKpVCLpcz240qLm3VbDaLVqtlWxgSwCdPnjSg/tM//ZMBeXJyElNTU2g2m3jiiSdw\n4sQJzM3NYWJiAltbW9jZ2UGxWMSVK1cM3LlczpbD9Xo9K4FCSX769GmsrKyYyprL5dBoNLC5uTnA\nxKgW00P81ltvYXt7G2NjY1btz13LyvF3wyXA4AIH9errnLibJFXA8293IbjGlfeb4/ciVQ/jrfUA\n/CmAi77v/4/y0wPbo/P2cwHcuVUC1VwtDeJmBKmaqpLNtU35HBfMCnaez4+GWVSdYccTEFxrSTW7\nWCyaHUhVu1KpIBqNYmNjA1//+tetGvzGxgYAmI1I25KqKffp1N25CoWCreAIhUImhciMuBv4zMwM\nksmkFdDKZrM4efIkFhcXjRmMjY3hsccew4kTJzA9PY10Oo3R0VFTn3O5HFZWVkxdXF1dhed5eP31\n1xEOh/GBD3wA+Xzequv5vm87iHED4Y2NDZw5c8bsZQAmPUnUIEZGRnD9+nWcOnXKxjhITXUTLdQ+\nVcDoeL4TqRqUhHA/ExMOIzk/COA/A/C653mv3T723+AB7NHpkhr5wCDo+NHkZ9dOdKWqOpkUlMoR\ngb3qfsrlgtQU5ZpkFGwPnT5MqSsWi0in09jc3LQCyjs7O/jqV7+Ka9eu4caNG4hEdvf9ZKIF44us\nQUQHzrlz5/DWW2+Zd3d9fR0jIyOWukfVWBMNAGBiYgIbGxs4ceIEnnnmGaytreHWrVuWwjc+Po5G\no4EPfehDGB4eRrlcxsbGBtbX17GwsIDR0VHbL7RcLmN0dNQSFd544w0sLS1hcnIS1WrVGCNtxUwm\ng3w+byGboaEhFItFa5/ueN1oNCy2TCcbF4/TU60hEHUWch7oEjuVqPtJ1/tF7lx6J3QYb+3/B2C/\nJ933PTrVW6u5m+q55YvTs6q2IY+TNJFd81Zvt3WgzKZKQYKTgKZtp9dr29QmZYFk3jeVSpn6SRWd\nquDXv/51rK6uotFoIJ/PY2hoaGAzWE0ooBr85ptv4pOf/CTC4bB5M/nerhlA6cblV/V6Hel02sIT\nXGT967/+63jxxRfRaDQwNTWFRCKBcrkM3/dtETS3HaRG8PLLL5v9/eyzz1pRritXrlihbEp7rjAZ\nHx+3RA6uIS0Wi+a86/f7qNfrGB4etsXzVOErlQqmpqYGKj4oKNV34Jaz0dTCtwOcIG1KSTUpzRzS\n+XKvjqIjlyFEcpMQeCwejxvXVMCoCqODp2qxSkvej6quG6gmQNUmcV3nBDsZgOd5tinR6dOn8a1v\nfQvlctkKW6VSKUuTazQaWFxcRLVaRSKRwE/+5E/aRGTuKQC89dZb6Ha7WF5eRq1Ww61bt/Doo4/a\n7tGM8zK2GpSZxIrswK6NWSgUcOPGDZw9exaXLl3C9PQ0FhcXMTIyAs/zMD8/bzmqdL5ks1nUajWs\nr6+bFnDu3DlsbGxgY2MDTz31FBKJBK5fv47NzU1cvHgRTz75pKmpGlpZXl424D355JOo1Wp45ZVX\nLHY7NDSEoaEh5PN5nDt3DufOncPJkycxPj6OVqtl0tX1nmqGEmOelKC6pwzH8Z2C1J1Xrif3ndKR\nBadL7FQCUb1iQW51Je1I14AnqLRTVdXlvYO43n7PpYeSkofSh95kZrK8+eabAIDx8XH82q/9GtLp\nNF566SVEIrt7UmazWZw9e9biqxsbG6hWq5Z4UK1WsbGxgfe85z0mbegsYyxYwwtzc3O2znJ9fR03\nb97EM888Y8BdXl5GLBZDLpcDAAwPD9s70XPKDXpLpRK63a7ZpJcuXcL6+jrq9Try+TzGx8dRKpVs\nj05KVY7ZY489ZiCbn5/H2NiYZU6dOnUKs7OzOHv2LB599FF4noerV68iHN6tnL+1tWVxZ1etVS86\n/1dvuzLnd0JB5tCPLDg168N1vlAqqsTTc11yHT+8l8ZQgUG11OWkrhqtklXvqaCnmkxgUTrUarUB\np8fx48cRi8XwK7/yK1hdXUWpVLLg/+nTp9Fut1GtVrG9vW1hDKYpjoyM4OTJk5iZmcFbb72FRqOB\nK1euYHZ2FsCeGrywsGD5ssy3HRoaQrPZxPnz5/Hxj38coVAIN2/ehO/7uH79OlKpFJaWllAqlbC8\nvIzV1VWkUilT0aenpzEzM4PZ2VkkEgk0m03cunULp0+fRrVaRbFYxMmTJ/GBD3wAr776Ks6ePYuv\nfvWr1g/dbhdTU1P4xje+gXQ6jYWFhQEm8thjj+H55583B1ehUEC73cby8rIBXJPpmQkFwPqX2geX\n6HFxu25upUzVnWtuXJzjTzOLfcxvVZl1zt0POjLgJCkX1A5zpRftE9cGUC6p4FUJt5/KTAo6z+WK\nCl5VqTm4Q0NDSCaTlo/KeyaTSaTTaTz55JP40pe+hJ2dHbz3ve9Fs9k0qbSxsWHhkXw+j36/b/mo\ntVoNKysrWFhYwLFjxywnlbZnsVjEiy++iGg0isceewznz5+3bfYymQxeeOEF26aPqjJX1ty8eRMv\nvvgifuzHfgxPPPEEtra24Hke0uk0vva1r2FqagqFQgF///d/j49//ON4+umnUavVsLm5iV6vh2vX\nrqFUKuHll18eqGDAsiSet1uNjw4txjMprWn3j4yMoN/vm9MrmUyayl2v1wEAGxsbA2EuOsBYZpTO\nJAKLGVRBIZi3S29XNT4sHSlwKgipAlKVdRfTuqqEglezhfQaXW7Ea/V+QeBz7Rn9XRmCtrvb7Zrq\nGQ6Hsba2ZiswKpUKRkZG8Ed/9EdotVoW5OeWDY1Gwwpj7ezs4NVXX8XKygpu3LiBzc1NxONx252L\nZTuSySS+9a1v4ad+6qfwxhtv4CMf+QhGRkYQCoUwMzNjqu6NGzdw+fJlZLNZlEolVCoVS24ol8t4\n7rnn8NGPfhSzs7Not9t46aWXsLW1he9973vIZDJIpVL46Z/+aVy+fBk3btzA0tISnn32WUt+//mf\n/3kre8lc4lOnTpn0YhhmYWEBqVQKFy5cwMWLFwf2kgmHw1hcXEQikcD09DRGRkYM3LQhU6kUVldX\nUa1WzY5k9haXjvF/YFea0imnySsuuVLP1bwOAiLniq760d/eDh0ZcHKya7UBlUaaTE0wuLanq6Lq\n/0GdqzasWzVBGUCQqq3t1nMoOePxOObm5kxKLS4u4pd+6ZfwoQ99CNeuXcPS0hLW1tYwNzdnVRCY\ntlapVPDaa6/hpZdewsLCAh599FGsrq7id3/3d/GHf/iHCIVCOHfuHK5fvw5gV1VutVpYXV3FZz/7\nWVODO52OxRvpOQ6FQjh//jwAmITqdDp4/PHHrU+WlpbQarXwqU99CrlcDsvLyzh16hTC4TCy2SxG\nRkawvb1tYRyCijtWj4+PWyiFiQhkVJFIBOPj4zh58iRu3LiBoaEh9Pt9jI6OYnp6Gt1uFzMzM1ZC\nlGtRafPyej6Pfa+VALmOlhUCXSb9bqEjA04FnO/7Fshnh2udVmAvVY/eOP7Pe7nGepBaqwB2k6lJ\n+rcmPOhxTny2i236zGc+g3K5jNdeew3ZbBaf//zn8cd//McWxxwZGUE+nze7y/d9VKtVvPzyyyiV\nSnjhhRfwD//wD2g2m1hbW8PP/MzP4BOf+AQmJiZQKpWs3VRZl5eX8eyzz1qYhokLVDH5zO9///v4\n3Oc+h8XFRfi+b1XW6U1utVq2tpJV6aemprCysmIZPFRDG42Ggb5erw9sxcAwC+0y5uY2Gg2cPXsW\n6XQaX/rSl8wR9Mgjj2B2dhY7Ozu2VykAMxHC4bBJWbaVCwUUhPT46u/umL0b6EiAU6UOV4CQ8+uK\nEE3ZA3CHuqv30+wYkhuo1uMKOkpU93wFsZLm4nICTk5OYmJiAtls1mKJv/M7v4OPfvSjqFQq+OhH\nP4rr169brm02m8XW1ha+9rWv4fjx4zh58iR6vR4+9alP4bvf/S4+/OEP47HHHrMq8e1223a+TiQS\nKBaL+Ju/+Rt85CMfsW3raWuVSiVL2vi93/s9fOxjH8Nf/uVfot1u45Of/KS9K1XB4eFhFAoFS1Af\nHx9HvV7He97zHqvazuyliYkJK1Gys7ODXC5nq1C4rE/jrrQvmfX0sY99DC+++CLGxsbwxBNPANjV\nBAqFAoC9JWeVSsXCOqlUCqdOncKrr75qKiSZc6PRsKwktUe73e7AmuC7qapBoZKgc9w550YC7jW2\nqXQkwAkMdhg7Whc5NxoNW66ldXG0gxRgai+6z3DVU9czHCQh6RXU5xD4lPC0q7joudlsWpU5SqP1\n9XVkMhlbTcKsGC6Pev/7349arWZrKicnJ/ELv/ALpqYxIO/7u1lIN27cQLlcxic+8QlbZcL26K7Q\nWoKTCQOMnzJcw8nPd2Ufchx6vR7q9Tq2t7fRbDYt84eTMpfLWaJ9s9lEr9fD0NCQVSXQSgtMwXzi\niSfMgTY2Nobt7W2k02nLBdbkEEph9i/ngppDTJHkR8fwftNBgHVj6m+HjhQ4CUzG6aiycTEuj3Oi\nuN5U7SzGt/QY1SvXgcMBV07nusf3U2k13EJnkO/7tm0fg/Db29sWr3vuuecsSH78+HErW8JVJ563\nu1shf5EAACAASURBVOY0n8+j2+1ibGzMUvMofVhChFKtWq1idXUVxWIRY2NjA/3BZI16vY4Pf/jD\n+JM/+RM8/fTTmJ6exve+9z0L7GufqO3PmN6tW7cGqujR/CgUCqjVapbaB+zVwuXmuLFYzBJIyHhD\noZCps9wOkEBlH6hjh+NCDYVzQceLjETnCsfuoFh1ECN3kxzcMIzOuyAHZNDz7kWSHhlwusSO1Wp3\nLKGoHQ4Ecyt2oMu5NCVQc285CYPUV7WH9X9NYiCwWT+WThCuEmG4Y21tDc888wxKpRLGxsZQrVYN\n1BMTE+h2u5b5o7s3R6NRC1sw64kJDY1GAxcvXsQnPvEJswl1ORulSKPRwOTkJP7lX/4FqVQK5XIZ\nhULBvMOtVstyeumcUmcc+3dsbMwqLbBtKysrmJubMy0gGo3a2tREIoFkMolSqWTt5XtxJRClNte2\nUgOgc61WqwHY04p0SwYep5bA/qS9qebJu4mOHDi1E12AMiFa8zBVQlDtUVe5m3SgC7TVZnWXkQXZ\noa43WHM3+Syu3Ein0yYpwuEwpqenMTk5aTHMGzduYHh42BZNE+C1Wg3b29sWTGc7WB2A+bDZbBad\nTgf1eh0TExP4i7/4C3zxi1+0HFiCVzOgKGm/8IUv4A/+4A/w+7//+7h8+bLV8KG05zVcudLv922d\nKktOclNchmK+8pWv4POf/7xlP/X7u1syNJtNqzlLUDEhgSBSqddut3H16lXMzc2ZhOQzdbneysrK\nQFIAx5LMmyqvGyt/N9GRAedBdqAGmTmQCioFh+d5tpeIhlT4GzN9NAbGQWWAWuOrbnsITl2TqeGY\noaEhYwBMdOcC43PnzuEb3/gGFhYW8Iu/+Iu4cuWKtYHLuJiC53meTcZIJIJcLmcrMugYq9frqNfr\n+OY3v4n3v//9AHZLl1B6NpvNgQ2RqNpGIhH85m/+Jv76r/8aH/zgBy2TiM4gMkDNHaakZBFo3/dx\n8+ZNhMNh5PN5/PZv/7YtgWNcUseK76Prcvv9viUHUGup1+uYn5/H8PAw8vm8bfPA9wiHw9ja2sKL\nL75oC7JpyxLorKnEmknsL44tx5MMeb/45n5+DZ1XwGCCCq8hY3HpXmzQIwPOIKIrntLIrTXLc1S1\nDPqoeksHhyaHE0x8nto5KjFJbI8mU9N2pUrHge/3+7bw+fTp09jZ2cH4+Dj+9m//FjMzM/D93fWT\nLO24sLBgiexM/dN70H5kaCQUCuHUqVN45plnUK/XkUql7L25GoSxRs/bq0sUjUbx4Q9/GG+99RYW\nFhZw+vRpTE1NmfoIwJZqkbkxzfA73/kOLly4gF/91V81x9Xa2hqOHTuG5eXlAc9vOBweqENL+1YX\n1VOCUlMAYNUi2Aa95uLFi1haWhooeK0SmOOhzr93YzjlyIFTY2MEJu0Sqo1U14DgVSdcLqTqp8Y4\nNeuIE4T2k5LaksolOeF001uqXTxft+jLZDKIRCLm7KGqBuxKFU1v8zzPKrBz8gF74Rp1lp0/fx79\nfh8f+tCH7N0ICt3mQYtd93o9A3Ymk8H4+Djy+byFcba2tmzFB4s4M7/2+eefx8zMDD7zmc/gs5/9\nLGKxGKrVKjKZDOLxOCqVilUPpApLG9z3/QFJzD4jo2QSRj6fx9WrVy2cxnAMQdtut/HVr37Vwmuc\nM6pZEex8TpBDT9X+/UIq7jnu+crw1Y9xv+jIgVPVUf6v6qpyWz3fBbVKTf6vqVVUOwhmLS9BoLg1\nSUlM5GbsUMM2BAgnIdczctkWU91GRkZMSnMSNhoNK6bFycqatkymr9VqeOmll5BOpzExMYGzZ88O\nTBQyMzqF2u22hXVoO6rtR43kzJkzOHHihCUVaLI6K/yNjIwAgBUl4z6dWuaFi8IZSmFFeO7JyUoR\nrHVEqcrrc7kcJicnUa/XUavVzCHE93vllVdw48aNwHg0ge4Ck+MSpMI+iPnLd3mndGTAqSDk/yr5\nVLKow8eNJ7m2gFZNIBGkzFrhN5/tDqoOrHqCeV9tM+0zhlNYDpJcl06fY8eOwfd9JJNJJBIJbG9v\nW+EscuZGo4GFhQWrsTM2Nob3vve9OHfuHKLRqHl3NbaaTCYNEASL5pOWy2Wk02nb/5LOoFKphGQy\naftjUgJSCmmFQFYz0F3SWJWC2kMqlTIblLYkawaR8QWVmUkkEjh27Bhu3rxpC7T7/d3qhtVqFefP\nnzdpynHjtUGeeBeQPwhw6vc7oSMFzv2ASXDSmUBguR2hkowqMH/T2JSrGjN+SO7rOgDUmaBOISB4\ng95er2fV5Sgd6ShiiKVarVpRLmB3TScAPPLII+a1pNoIwEATCu3Wdg2F9mrYcgLqBr3qkOFaUp5P\ntZV9wIRxgpngodqoS7NYzpN9q95q1SLUYUdp2mq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v3kS3u7uB0ZNPPolPf/rTKBQKGBoa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4AAAg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\n6peu19LF7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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(im[:, :, 0], cmap = plt.cm.gray)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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3AAuHXL9+He12G6VSCel0GisrK3Z9JpMxP+3UqVMoFAqYn5+H7/tYWFjA9PT0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o4tKW4tw2rABMT0Sk3DtaiIEfnc+40mOXr0aHzu/Px8bveMM4CHpdAobp3gH3spFoCVFEX3xU/i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\naZM2qQ1tMucmbdIGp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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(im[:, :, 1], cmap = plt.cm.gray)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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wOMSJEycsr5bzRJvNJtLptJFvi4uLuHDhAk6ePGlmbyAQQDQatcT4hYUFrK6u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eqU3vrWt15ggTTqY+7jn2kb+51MT09rYWFBjz32WG4jXBjMY5loWDQZ103HCGZzt4XrutkMMxb1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\nYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(im[:, :, 2], cmap = plt.cm.gray)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(682, 588, 3)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "im.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The pixel at (200, 200):" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Image([228, 163, 121], dtype=uint8)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "im[200, 200, :]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's display the image with the red channel zeroed-out" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [], "source": [ "z = np.zeros(im.shape).astype(np.uint8)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": true }, "outputs": [], "source": [ "z[:, :, 1] = im[:, :, 1]\n", "z[:, :, 2] = im[:, :, 2]" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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CRXNskeVMwQYLWS8LQEyzetJtMH8MYI6ZjNo6Th/KChMQ9oqZPj55j1Lftb327JpJdpf3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\nOLCymK21f8h1zZmVzixLaaJFrXDK6VvsnhdCeKuJFttwKH/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lFv6wnbGaKp42t7Ia87kt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O6n4PwlLeY6SAiLEYxOwOyKkNX1DdH3ahRn3HAQrVX4ocQWsn1nbCCU0pYeRihzM2kzIbEjM/s2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\nWxPnuq3bBW3/D/Eq/F7lJ0OCAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(z)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's convert the image to the range 0..1" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [], "source": [ "im = im/255.0" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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IKQT2NcaJ12Fr/9oXrPp3b9lWgf/i9U//ahttBbM7ZbiphaJLOlFL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\nns5FrKkJYUcVlqmK+1xYzJZgLbaecXKy5lgs1la4MDKIopppzrKrQwSCF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DpdTGKLTSO7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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(im)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's now try to display a brigher version of the image" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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w2OICVki93AALJiNi8d5VKL9YdhHBe8+YM9vEJXYnPyiALYCP0aKYSnHdR7TSKGg1naOy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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(im * 1.2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This didn't work because we have values above 1 there." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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oOEoKwiKm5N2GYbSWChJrzBk3bSproy5g/fem7CeBeNBUObnl9wI0ZQRb+LkY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2qSchgF2Q8JtUfbBmNrtCqYDdCAjDcepUVsWhsF2guh22SiMWgrxjyNUrRa6mHXa+yabHAEQu4w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599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\n7dquqP1febVW3wVnnsUAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(np.minimum(im * 1.2, 1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Matrix multiplication\n", "\n", "We can use NumPy for matrix multiplication" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [], "source": [ "M = np.array([[1, 2], [3, 4]])\n", "v = np.array([2, 3])" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([[1, 2],\n", " [3, 4]])" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "M" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([2, 3])" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "v" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([ 8, 18])" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.matmul(M, v)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Vectorized addition" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([[ 1, 3],\n", " [ 3, 14]])" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "M1 = np.array([[1, 2], [3, 4]])\n", "M2 = np.array([[0, 1], [0, 10]])\n", "M1 + M2" ] } ], "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": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 2 }