examples/Interactive Widgets/Image Browser.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Image Browser"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This example shows how to browse through a set of images with a slider."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from IPython.html.widgets import interact"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from sklearn import datasets"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will use the digits dataset from [scikit-learn](http://scikit-learn.org/stable/)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "digits = datasets.load_digits()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def browse_images(digits):\n",
    "    n = len(digits.images)\n",
    "    def view_image(i):\n",
    "        plt.imshow(digits.images[i], cmap=plt.cm.gray_r, interpolation='nearest')\n",
    "        plt.title('Training: %s' % digits.target[i])\n",
    "        plt.show()\n",
    "    interact(view_image, i=(0,n-1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAuUAAAMNCAYAAAA/WgqlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAAWJQAAFiUBSVIk8AAAIABJREFUeJzt3Xu053Vd7/HXwIgKKViWx+MFBIO8FOQlM1RcgYhpiB0+\n",
       "6jqmjZ7CzLR0lXnLBluxOkmJJKejdsxbJXxcaWYIiAImYtJSJktLU8cLeSF0RDSCYM4f398023H2\n",
       "zJ75fX/7zf7O47HWXt+99+83v89nNsPMc3/29/v5JgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\n",
       "AAAAAAAAAAAAAAAAAAAAAAAA7MYtI7xdsuqzTh65iuMv/b0yWJfk5CTnJvlskn+fvX0+yV8meWqS\n",
       "25TNDgBgjbklyc3LvO0Y38s9732rPuvkuCVzWvT4S3/vJP8tyfuz+2/W/iHJUUVzBPYx66snADCn\n",
       "RyXZupPPr0vytAwrnknynCSfWOY1vr6Aee3Opmyf+6LHX+5rtC86KMNPJrbF9qeTvD7JJzOE+FFJ\n",
       "/leSI5LcN8mlSX4kyTWrPVEAgKnYmO2rxD9WOxVuJV6a7Svhb8nwzduO9kvymiXPO3PVZgcAMEEb\n",
       "I8r5Tldk+5+Ju+7iebdLcv3suX+3CvMC9nH7VU8A4FZgQ7avih43+9xjk7wtyb8m+c8k30ryjNlj\n",
       "35vkNzJcJHhVkmuT3JTkhiRfyXC+8m8m+YFdjHnYkjF/a4WPPzzDqRafno21JcllSX52N7+/zdn1\n",
       "BaU7Pn5EkldkOMXmmxl+75syrDLffjdjJcn+SX4uycXZ/rX5WpLLZ69x7pLf265sXPK8z65g3JU4\n",
       "eMn71+/ieTck+bfZ+ztbTQcAYIU2ZmUr5RuWPO9ZGeJxZxeJPnf2/Ict8/iOn/tGkpOWGfOwJc97\n",
       "2W4ef2OS9+zk9Ze+nbOL39/m2XOWu6B02+NXJnn1Mr+XbW8fzq7D/B5JPprdf222fX5XNi557md2\n",
       "89yVeseS13zmLp53UJIbZ897zUhjAyzLhZ4A263L9rj9eJI3z463ZNix4+NLnvvtJB/KEPBfSPKl\n",
       "2ee/P8OK9pOT3CHJeRkuHvxS9t62i1W/kuE86A9lWMl9QJLnJTkkwzcT70xy4RzjPHD2dkOGnxJc\n",
       "lGG1+PAkv5zkh5I8KMM3ES/aya8/OMOFkfeafXz5bL6fT3LnDF+Hk5Pcfy/mNtZq9R/O5pAkZ2eI\n",
       "77Mz/DRkqV/M8G/kTUn+YKSxAQD2SRuzZyvltyS5LsnP7+Z1D8hwisauLF1N/42dPH7Yksd3t1J+\n",
       "Q4ZTWHa2Qv0TS573tmXmsjkrWym/Jclbk9xtJ885JMmXZ89ZbieS1y55nZcv85xk++kru1sp/60l\n",
       "zxtrpTxJnp0hwrfN9XMZTqs5fPb4/8ywSv6f2f4NEQAAe2lj9jzKHzfi+F+aveZ5O3nssKw8yn97\n",
       "N+N8Itvjcmc2Z2VR/je7GeePsv3refgOj90920/3eP9uXucNWVmUL9IDsv2nIEvf/iXb9yg/tmx2\n",
       "wD7HhZ4A223NsFK+UrdJ8lNJ/neS85P8fYbV5OsznPZwl9nzvnfOed20m8c3z467urB0jHGWRv/3\n",
       "7/DYY7P9lMhXzzmPRTskw17kP5jh1KNXZViJ35rt32zcPcnxGU5vAVg455QD7J0NSX43y4fw0pv1\n",
       "LHoBZMvseMCCx1l6k6Pb7vDYQ2bHrUk+sOB5zONOGXaF+dEkH0nykxm+EXtehtXzn0vy9CR3zPCT\n",
       "lp/J8NOTLxbMFdiHiHKAPfdb+c5tDL+YYWvCT83e/1qSf89wmsZddvzFC/AfqzDG7sbZtnK+NcM2\n",
       "krdWZ2cI8hszBPfSn4x8ZPb28gwXhD45w908/3r2a3a3hSPAXhPlAHvmiGw/B/xbGXYleVN2fhv7\n",
       "1YrlW4NtK+eV54nvzt0zXMSZDKH9+WWed+3seYcmeWiSH05yQobdaAAWwjnlAHvmf2T79nwvzrCH\n",
       "+M6CfF/zjdlxfYa7Yd4aHZ3t/+0+uYLn/8WS939k/OkAbCfKAfbMobPj1iTvrpzIrczSLQvvUzaL\n",
       "XVv6zcKdVvD8G5a8v7uLYAHmIsoB9szSm8zcYRfP2z/D7iz7ig/Ojusy7raSY1p686fHZ/c7q/zk\n",
       "kvc3jT8dgO1EOcCe+bvZcV2Wv7HM0UmuSHLXVZnRrcO7M5yLnSS/kmGf9R2tS/K0DEG8Ehuzff/w\n",
       "z843vSTDfu5Xzt6/S5I/T3LgMs99epJTZu9/PMOdSgEWxoWeAHvmbUnOyHDXy19Jcs8kf5XhdvR3\n",
       "SfLoDLt67O6On1NzY4Zz7F+TYV/2KzPsYHJVhq/FD2fYzeSH9vL1xzpv/7QMNze6Q4YV/X9K8voM\n",
       "80yGfcpbtm/x+I24qyewCkQ5sC9Yt/unrPh5/54hui/IcF7yz8zelvp2kjOT/HyS/77CsdeS5b5O\n",
       "r0tyVJLnJ/m+DCvdO/pohq/Psdmz87RX+t9wdzZl2EnlzzLspHP37PyOqsmwQv6UOHUFWAVOXwGm\n",
       "bOsOx3mft82VGfat/uMkV2c4z/y6JH+b5CUZYm9jhuhc6dh7+/hKX2NXz9nd4zuOs6vn/lqSx2S4\n",
       "w+k1GVbQv5rkwgwrzg/O9lNRvrGzF1hmvDF3uLkyyf0znKLylxm2Rvz3DBd2fiHJ2zPE+NER5AAA\n",
       "TNT7Mpwn/qHqiQDcWlgpB2A13SbDKnUyXAwLAACM6IDsfseZ382wSn5zkmMWPiOANcKFngCM5QeS\n",
       "fC7JhzPscPIPGbZJXJ/tu5o8dPbcN2X7jicAAMBI7p7t+4ov93Zzhv3Bb7fMawDsk/a1fXQBWJyb\n",
       "kvxHkuuz/Zql28w+3pxhP/fnJfmDfOedUQEAAAAAAAAAAIA6Y922eDQXX3zxmHdtAwCAVXXCCSfs\n",
       "cWO7eRAAABS71e5Tfvzxx1dPYcWe+MQn5rzzzquexuSspa/rli1bqqewYqeddlpe+9rXVk9jRTZs\n",
       "2FA9hRU74IADcuONN1ZPY0WuumrtbA/+Yz/2Y/nwhz9cPY0VW0t/F5x44om56KKLqqexIpdeemn1\n",
       "FFbsjDPOyItf/OLqaazIMcesnft3rZUmeO9737vXv9ZKOQAAFBPlAABQTJQDAEAxUQ4AAMVEOQAA\n",
       "FBPlAABQTJQDAEAxUQ4AAMVEOQAAFBPlAABQTJSP4NRTT62ewiT5ui7G4x73uOopTNLNN99cPYVJ\n",
       "uvrqq6unMFmf/vSnq6cwSQ972MOqpzBJ+0ITiPIRPPGJT6yewiT5ui7GySefXD2FSRLliyHKF0eU\n",
       "L8YjHvGI6ilM0r7QBKIcAACKiXIAACgmygEAoJgoBwCAYqIcAACKiXIAACgmygEAoJgoBwCAYqIc\n",
       "AACKiXIAACgmygEAoJgoBwCAYqIcAACKiXIAACgmygEAoJgoBwCAYqIcAACKiXIAACgmygEAoJgo\n",
       "BwCAYqIcAACKrR/jRVpr90/ysiSPSHJIkmuSXJRkY+/9C2OMAQAAUzX3Snlr7aFJPpzk8Uk+lOQ1\n",
       "ST6R5OlJrmytHTbvGAAAMGVjrJS/JskBSU7uvZ+/7ZOttWcn+cMkZyY5dYRxAABgkuZaKW+tPSDJ\n",
       "/ZNcvjTIk6T3fk6SLyY5ubV2p3nGAQCAKZv39JWHzo5XLPP4BzOsxj9kznEAAGCy5o3yw2fHry7z\n",
       "+NWz473mHAcAACZr3ii/w+x43TKPf3t2vOOc4wAAwGSNtU/5fy7z+XUjvT4AAEzWvFH+zdnx9ss8\n",
       "fuAOzwMAAHYwb5R/dnY8dJnH7zY7fmbOcQAAYLLmjfIPzo4/ueMDrbX9kvxEkpuTXDnnOAAAMFlz\n",
       "RXnv/SNJPp7kga21E3d4+FkZVsrP771fO884AAAwZWPc0fOZSS5O8lettb/OcMOgo5KckOSaJM8f\n",
       "YQwAAJisuXdf6b1fnuTHk7wzybEZIv2+Sd6Q5MG990/POwYAAEzZGCvl6b1vStLGeC0AANjXjLVP\n",
       "OQAAsJdEOQAAFBPlAABQTJQDAEAxUQ4AAMVEOQAAFBPlAABQTJQDAEAxUQ4AAMVEOQAAFBPlAABQ\n",
       "TJQDAEAxUQ4AAMVEOQAAFBPlAABQTJQDAEAxUQ4AAMVEOQAAFBPlAABQTJQDAEAxUQ4AAMVEOQAA\n",
       "FBPlAABQTJQDAEAxUQ4AAMVEOQAAFBPlAABQTJQDAEAxUQ4AAMVEOQAAFBPlAABQTJQDAEAxUQ4A\n",
       "AMVEOQAAFBPlAABQTJQDAECx9dUTYPVs2bKlegqT9chHPrJ6CpO0adOm6ilM0nHHHVc9hcm67LLL\n",
       "qqcwSe94xzuqpzBJxxxzTPUUWMJKOQAAFBPlAABQTJQDAEAxUQ4AAMVEOQAAFBPlAABQTJQDAEAx\n",
       "UQ4AAMVEOQAAFBPlAABQTJQDAEAxUQ4AAMVEOQAAFBPlAABQTJQDAEAxUQ4AAMVEOQAAFBPlAABQ\n",
       "TJQDAEAxUQ4AAMVEOQAAFBPlAABQTJQDAEAxUQ4AAMVEOQAAFBPlAABQTJQDAEAxUQ4AAMVEOQAA\n",
       "FBPlAABQTJQDAEAxUQ4AAMVEOQAAFBPlAABQbP0iXrS1dlSSf0zy5733py5iDAAAmIrRory1dkSS\n",
       "5ye5a5ITM6zCbx3r9QEAYKrGXCm/R5JnRYgDAMAeGS3Ke++XZnaOemvtuCSXjPXaAAAwZYu60HPd\n",
       "gl4XAAAmx+4rAABQTJQDAEAxUQ4AAMVEOQAAFBPlAABQTJQDAEAxUQ4AAMVGu3lQa+3uSZ48+/CI\n",
       "2fG+rbVfm73/sd77hWONBwAAUzFalCe5d5LfW/Lx1iQ/muQBs4/fkESUAwDADkaL8t77pXE6DAAA\n",
       "7DERDQAAxUQ5AAAUE+UAAFBMlAMAQDFRDgAAxUQ5AAAUE+UAAFBMlAMAQDFRDgAAxUQ5AAAUE+UA\n",
       "AFBMlAMAQDFRDgAAxUQ5AAAUE+UAAFBMlAMAQDFRDgAAxUQ5AAAUE+UAAFBMlAMAQDFRDgAAxUQ5\n",
       "AAAUE+UAAFBMlAMAQDFRDgAAxUQ5AAAUE+UAAFBMlAMAQDFRDgAAxUQ5AAAUE+UAAFBMlAMAQDFR\n",
       "DgAAxUQ5AAAUE+UAAFBMlAMAQLH11RNg9Zx11lnVU5isTZs2VU9hki655JLqKUzS5s2bq6cwWZdd\n",
       "dln1FCbpmGOOqZ4CLJyVcgAAKCbKAQCgmCgHAIBiohwAAIqJcgAAKCbKAQCgmCgHAIBiohwAAIqJ\n",
       "cgAAKCbKAQCgmCgHAIBiohwAAIqJcgAAKCbKAQCgmCgHAIBiohwAAIqJcgAAKCbKAQCgmCgHAIBi\n",
       "ohwAAIqJcgAAKCbKAQCgmCgHAIBiohwAAIqJcgAAKCbKAQCgmCgHAIBiohwAAIqJcgAAKCbKAQCg\n",
       "mCgHAIBiohwAAIqJcgAAKCbKAQCg2PoxXqS19pQkj0nyoCT3zBD7X0hyQZIzeu9fGmMcAACYorlX\n",
       "yltr65O8OUlL8uUkf5LkjUluSvLsJB9trd1r3nEAAGCqxlgpvyXJGUle2Xu/dtsnW2vrkrwuyTOS\n",
       "nJ7kaSOMBQAAkzN3lPfeb0ny0p18fmtr7dUZovyB844DAABTtegLPQ+cHa/d5bMAAGAftugof9Ls\n",
       "+P4FjwMAAGvWwqK8tfaQJL+Y5GtJXrWocQAAYK1bSJS31u6b5F1JtiZ5cu/9mkWMAwAAUzB6lLfW\n",
       "HpDk0iR3SPKk3vvFY48BAABTMmqUt9Z+KsllGXZ1eUzv/S/HfH0AAJii0aK8tfacJO9M8m9JHtZ7\n",
       "v2Ss1wYAgCmbe5/y1tptk/yfJE/PsEp+6tKbCAEAALs2xh09n5QhyK9PsinJi1prO3vehb3394ww\n",
       "HgAATMoYUb5udjwoyXOXec7WJNclEeUAALCDuaO89/7GJG8cYS4AALBPWvQdPQEAgN0Q5QAAUEyU\n",
       "AwBAMVEOAADFRDkAABQT5QAAUEyUAwBAMVEOAADFRDkAABQT5QAAUEyUAwBAMVEOAADFRDkAABQT\n",
       "5QAAUEyUAwBAMVEOAADFRDkAABQT5QAAUEyUAwBAMVEOAADFRDkAABQT5QAAUEyUAwBAMVEOAADF\n",
       "RDkAABQT5QAAUEyUAwBAMVEOAADFRDkAABQT5QAAUEyUAwBAMVEOAADFRDkAABQT5QAAUEyUAwBA\n",
       "MVEOAADF1ldPgNVzzDHHVE9hsg4++ODqKUzSWWedVT2FSdq8eXP1FCbr0EMPrZ7CJJ1yyinVU4CF\n",
       "s1IOAADFRDkAABQT5QAAUEyUAwBAMVEOAADFRDkAABQT5QAAUEyUAwBAMVEOAADFRDkAABQT5QAA\n",
       "UEyUAwBAMVEOAADFRDkAABQT5QAAUEyUAwBAMVEOAADFRDkAABQT5QAAUEyUAwBAMVEOAADFRDkA\n",
       "ABQT5QAAUEyUAwBAMVEOAADFRDkAABQT5QAAUEyUAwBAMVEOAADFRDkAABQT5QAAUEyUAwBAMVEO\n",
       "AADFRDkAABQT5QAAUGz9GC/SWjspyalJHpLkXklum+TrSa5I8ie993eMMQ4AAEzRWCvlf5zkqUn+\n",
       "LcmbkpyT5G+TnJjkL1prG0caBwAAJmeUlfIkL0hyYe/92qWfbK09KsmFSX4lycaRxgIAgEkZJcp7\n",
       "73+2zEP/NDt+dYxxAABgisZaKf8OrbU7JXlQkt9J8s0kz1rEOAAAMAWjR3lrbUuSO84+/NMkT+i9\n",
       "Xz32OAAAMBWL2BLx7CSvzbDzylOSvKm1drcFjAMAAJMw+kp57/1l295vrZ2S5C+SvDXJw8ceCwAA\n",
       "pmChNw+a7U/+qSTHttaOXORYAACwVq3GHT23bZN4p1UYCwAA1pyFRnlr7fZJjkqyNcnmRY4FAABr\n",
       "1dznlLfWjk/y0CSv7r1vWfL5/TJc9HmnJBf03r8y71gAADBFY1zo+T1JXp7kJa21DyT5ZIYtER+W\n",
       "5NAkn0ny8yOMAwAAkzRGlF+W5FeTHJ/k6Ay7rNyc5F+S/HaS3++9XzfCOAAAMElzR/nslJWzZ28A\n",
       "AMAeWo3dVwAAgF0Q5QAAUEyUAwBAMVEOAADFRDkAABQT5QAAUEyUAwBAMVEOAADFRDkAABQT5QAA\n",
       "UEyUAwBAMVEOAADFRDkAABQT5QAAUEyUAwBAMVEOAADFRDkAABQT5QAAUEyUAwBAMVEOAADFRDkA\n",
       "ABQT5QAAUEyUAwBAMVEOAADFRDkAABQT5QAAUEyUAwBAMVEOAADFRDkAABQT5QAAUEyUAwBAMVEO\n",
       "AADFRDkAABQT5QAAUEyUAwBAMVEOAADF1ldPgNVzyimnVE9hsq666qrqKUzShg0bqqcwSZs2baqe\n",
       "wmQdffTR1VMA1igr5QAAUEyUAwBAMVEOAADFRDkAABQT5QAAUEyUAwBAMVEOAADFRDkAABQT5QAA\n",
       "UEyUAwBAMVEOAADFRDkAABQT5QAAUEyUAwBAMVEOAADFRDkAABQT5QAAUEyUAwBAMVEOAADFRDkA\n",
       "ABQT5QAAUEyUAwBAMVEOAADFRDkAABQT5QAAUEyUAwBAMVEOAADFRDkAABQT5QAAUEyUAwBAMVEO\n",
       "AADFRDkAABQT5QAAUEyUAwBAsfWLeNHW2uuTbEjyp733py5iDAAAmIrRV8pba2dkCPIk2Tr26wMA\n",
       "wNSMGuWttV9O8sIk54/5ugAAMGWjRXlrrSU5K8k5SV4x1usCAMDUjRLlrbVHJnlzkrf33p+TZN0Y\n",
       "rwsAAPuCuaO8tfYjSd6R5IokT5l7RgAAsI+ZK8pba4cmuSDJ55I8vvd+4yizAgCAfcheR3lr7Y5J\n",
       "LkxyY5LH9N6vG21WAACwD5lnn/LDkxyZ5F1Jnj9c5/lf7jE7PrC1dmaSL/bez5pjLAAAmKx5onzb\n",
       "HuSPTfK4ZZ5zn9nbVRl2ZgEAAHaw11Hee9+UZU5/aa0dl+SSJG/pvT9tb8cAAIB9weh39JyxJSIA\n",
       "AKzQoqIcAABYIVEOAADF5rnQc1m990sj+AEAYEWEMwAAFBPlAABQTJQDAEAxUQ4AAMVEOQAAFBPl\n",
       "AABQTJQDAEAxUQ4AAMVEOQAAFBPlAABQTJQDAEAxUQ4AAMVEOQAAFBPlAABQTJQDAEAxUQ4AAMVE\n",
       "OQAAFBPlAABQTJQDAEAxUQ4AAMVEOQAAFBPlAABQTJQDAEAxUQ4AAMVEOQAAFBPlAABQTJQDAEAx\n",
       "UQ4AAMVEOQAAFBPlAABQTJQDAEAxUQ4AAMVEOQAAFBPlAABQTJQDAEAxUQ4AAMXWV08ApuCwww6r\n",
       "nsIkbdmypXoKsEc2bdpUPYVJesMb3lA9hUnasGFD9RRYwko5AAAUE+UAAFBMlAMAQDFRDgAAxUQ5\n",
       "AAAUE+UAAFBMlAMAQDFRDgAAxUQ5AAAUE+UAAFBMlAMAQDFRDgAAxUQ5AAAUE+UAAFBMlAMAQDFR\n",
       "DgAAxUQ5AAAUE+UAAFBMlAMAQDFRDgAAxUQ5AAAUE+UAAFBMlAMAQDFRDgAAxUQ5AAAUE+UAAFBM\n",
       "lAMAQDFRDgAAxUQ5AAAUE+UAAFBMlAMAQDFRDgAAxUQ5AAAUE+UAAFBs/Rgv0lrbmORlu3naSb33\n",
       "i8YYDwAApmSUKF/iwiQfW+axz448FgAATMLYUd57768f+TUBAGDSnFMOAADFxo7ydSO/HgAATN7Y\n",
       "p6+c01p7XZKbknw1yRVJzu69f2DkcQAAYDLGWim/JskFSd6c5FVJzk3yrSSnJrmstfbMkcYBAIDJ\n",
       "GWWlvPd+TpJzdvx8a+0XkrwmyStba+f23reMMR4AAEzJQi/07L2/LsmlSW6X5NhFjgUAAGvVauy+\n",
       "8rXZ8aBVGAsAANachUZ5a22/JEcn2ZrkE4scCwAA1qq5zylvrd0lyWlJXt17//oOD780yRFJruy9\n",
       "L3enTwAA2KeNcaHn7ZOcnuTFrbUPJvnnJLdN8qAkP5zky0meNsI4AAAwSWNE+b8meV6SRyU5MsmD\n",
       "k+yf5PNJzkzyit77NSOMAwAAkzR3lPfeb8ywN/mr5p8OAADse1Zj9xUAAGAXRDkAABQT5QAAUEyU\n",
       "AwBAMVEOAADFRDkAABQT5QAAUEyUAwBAMVEOAADFRDkAABQT5QAAUEyUAwBAMVEOAADFRDkAABQT\n",
       "5QAAUEyUAwBAMVEOAADFRDkAABQT5QAAUEyUAwBAMVEOAADFRDkAABQT5QAAUEyUAwBAMVEOAADF\n",
       "RDkAABQT5QAAUEyUAwBAMVEOAADFRDkAABQT5QAAUEyUAwBAMVEOAADFRDkAABQT5QAAUEyUAwBA\n",
       "sfXVEwBYzqZNm6qnANwKbNmypXoKsHBWygEAoJgoBwCAYqIcAACKiXIAACgmygEAoJgoBwCAYqIc\n",
       "AACKiXIAACgmygEAoJgoBwCAYqIcAACKiXIAACgmygEAoJgoBwCAYqIcAACKiXIAACgmygEAoJgo\n",
       "BwCAYqIcAACKiXIAACgmygEAoJgoBwCAYqIcAACKiXIAACgmygEAoJgoBwCAYqIcAACKiXIAACgm\n",
       "ygEAoJgoBwCAYqIcAACKiXIAACgmygEAoJgoBwCAYuvHeqHW2h2T/FKSn05yZJJDkmxJ8oje+yfG\n",
       "GgcAAKZmlChvrR2b5O1J7pzkiiQ9yU1JDk2ybowxAABgquaO8tbakUkuTPKlJCf23q+ae1YAALAP\n",
       "GWOl/JwMq+GP7r1/ZoTXAwCAfcpcUT5bJT8+yZuTfKu1dlqGU1auT/KpJO/qvd8w9ywBAGDC5l0p\n",
       "P252fHCSzya53Q6Pf6G19oTe+0fmHAcAACZr3i0Rj5wdr0/y9CT3THJAknsn+aMk90hyfmvtkDnH\n",
       "AQCAyZp3pfzg2fHVvfdzl3z+M0me3Vo7LMljkjwpyWvmHAsAACZp3pXyG2fHA5d5/ILZ8X5zjgMA\n",
       "AJM1b5RfPTsetqDXBwCAyZs3mt8/Oz52mcePnh0/Nuc4AAAwWXNFee/98iSbktyvtbZx6WOttYck\n",
       "+dkk1yY597t/NQAAkIxz86CnZlgxf1lr7eQkH05ytyQnJbkhyZN779eNMA4AAEzS3Od8997/Ickx\n",
       "SV6X5M5JnpHkQUnemuSBvff3zjsGAABM2Rgr5em9fz7JM8d4LQAA2NfYHQUAAIqJcgAAKCbKAQCg\n",
       "mCgHAIBiohwAAIqJcgAAKCbKAQCgmCgHAIBiohwAAIqJcgAAKCbKAQCgmCgHAIBiohwAAIqJcgAA\n",
       "KCbKAQCgmCgHAIBiohwAAIqJcgAAKCbKAQCgmCgHAIBiohwAAIqJcgAAKCbKAQCgmCgHAIBiohwA\n",
       "AIqJcgAAKCbKAQCgmCgHAIBiohwAAIqJcgAAKCbKAQCgmCgHAIBiohwAAIqJcgAAKCbKAQCgmCgH\n",
       "AIBiohwAAIqtr54AwHIe//jHV09hkjZv3lw9hck65JBDqqcwSRs2bKieAiyclXIAACgmygEAoJgo\n",
       "BwCAYqIcAACKiXIAACgmygEAoJgoBwCAYqIcAACKiXIAACgmygEAoJgoBwCAYqIcAACKiXIAACgm\n",
       "ygEAoJgoBwCAYqIcAACKiXIAACgmygEAoJgoBwCAYqIcAACKiXIAACgmygEAoJgoBwCAYqIcAACK\n",
       "iXIAACgmygEAoJgoBwCAYqIcAACKiXIAACgmygEAoJgoBwCAYqIcAACKiXIAACgmygEAoNj6eX5x\n",
       "a21jkpet4Kmn995Pn2csAACYqrmiPMnlSc7cxeNHJHlCkq1zjgMAAJM1V5T33t+T5D3LPd5aO3/2\n",
       "7kXzjAMAAFO2sHPKW2uPTnJSkrf13j+0qHEAAGCtW0iUt9b2T/L7SW5M8qJFjAEAAFOxqJXy05Lc\n",
       "N8n/7b1/ekFjAADAJIwe5a21g5OcnuQbSV4+9usDAMDUzLv7ys68JMmdk7yw9/61Bbw+AABMyqgr\n",
       "5a21w5M8N8nnk5w15msDAMBUjX36yu8lOSDJS3vvN4782gAAMEmjRXlr7eFJfibJR3vvbxnrdQEA\n",
       "YOpGifLW2rokr8xw585fH+M1AQBgXzHWSvnTkjwgyQW99/eN9JoAALBPmDvKW2sHJvmdJDcnecHc\n",
       "MwIAgH3M3Fsi9t6/neTuI8wFAAD2SYu6oycAALBCohwAAIqJcgAAKCbKAQCgmCgHAIBiohwAAIqJ\n",
       "cgAAKCbKAQCgmCgHAIBiohwAAIqJcgAAKCbKAQCgmCgHAIBiohwAAIqJcgAAKCbKAQCgmCgHAIBi\n",
       "ohwAAIoLRvkTAAAIlklEQVSJcgAAKCbKAQCgmCgHAIBiohwAAIqJcgAAKCbKAQCgmCgfwXnnnVc9\n",
       "hUnydV0MX9fF2H///aunMEnf933fVz2FyTrooIOqpzBJ73znO6unMEn7wr9donwEb3vb26qnMEm+\n",
       "rovh67oYonwxRPniiPLFeNe73lU9hUnaF/7tEuUAAFBMlAMAQDFRDgAAxUQ5AAAUE+UAAFBMlAMA\n",
       "QDFRDgAAxUQ5AAAUE+UAAFBsXfUEdnTxxRdvrZ4DAADsrRNOOGGPG9tKOQAAAAAAAAAAAAAAAAAA\n",
       "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAMAqWVc9gbWotXb/JC9L8ogkhyS5JslFSTb23r9QObepaK0d\n",
       "leQfk/x57/2p1fNZy1prT0nymCQPSnLPJPsl+UKSC5Kc0Xv/UuH01qzW2klJTk3ykCT3SnLbJF9P\n",
       "ckWSP+m9v6NwepPTWnt9kg1J/tTfCXuntbYxw79du3JS7/2iVZjO5LTW7pjkl5L8dJIjM/TBliSP\n",
       "6L1/onJua80K/6wmyem999MXPJ1Vs756AmtNa+2hSd6bZP8k707yuST3SfL0JI9trf14731z3QzX\n",
       "rtbaEUmen+SuSU7MEI9bSye1xrXW1id5c5KbMsTiezP8f//wJM8entIe2nv/bN0s16w/TvL9ST6Y\n",
       "5G+S3JjkiAx/dn+6tfby3vvGuulNR2vtjAxBnvg7YQwXJvnYMo/5u2AvtNaOTfL2JHfO8Hdtz/D3\n",
       "7qGxALo3Lk9y5i4ePyLJEzKxvw9E+Z57TZIDkpzcez9/2ydba89O8ocZ/hCdWjS3te4eSZ6Vif1P\n",
       "VuyWJGckeWXv/dptn2ytrUvyuiTPSHJ6kqfVTG9Ne0GSC5d+XZOktfaoDNHzK0k2FsxrUlprv5zk\n",
       "hUnOT/JTxdOZit57f331JKaitXZkhv/nv5TkxN77VcVTWvN67+9J8p7lHm+tbeuvSf1UZ7/qCawl\n",
       "rbUHJLl/ksuXBnmS9N7PSfLFJCe31u5UMb+1rvd+ae99v977/kl+sno+U9B7v6X3/tIdw7H3vjXJ\n",
       "q2cfPnD1Z7b29d7/bMev68w/zY5fXc35TFFrrSU5K8k5SV5RPB1YzjkZVsMfLcgXr7X26CQnJXlb\n",
       "7/1D1fMZk5XyPfPQ2fGKZR7/YJInZjjH9IJVmdF0+XHf4h04O+4sLNlDs2/GH5Tkd5J8M8NPfdhL\n",
       "rbVHZjj16u299+fMPmYc/n4dyWyV/PgMf1a/1Vo7LcMpK9cn+VSSd/Xebyic4qS01vZP8vsZThd8\n",
       "UfF0RifK98zhs+NyK2BXz473WoW5wLyeNDu+v3QWE9Ba25LkjrMP/zTJE3rvV+/il7ALrbUfSfKO\n",
       "DAsgTymezhSd01p7XYZznr+a4et8du/9A7XTWpOOmx0fnOF8/Nvt8PgXWmtP6L1/ZHWnNVmnJblv\n",
       "hj+vn66ezNicvrJn7jA7XrfM49+eHe+4zONwq9Bae0iSX0zytSSvKp7OFJyd5LXZHpFvaq3drXZK\n",
       "a1Nr7dAMP2n8XJLH995vLJ7SlFyT4Wv75gz/35+b5FsZroO6rLX2zMK5rVVHzo7XZ9jw4Z4Zrju7\n",
       "d5I/ynCt1PmttUNqpjcdrbWDM1wD9Y0kLy+ezkJYKd87/7nM5/1IkFu91tp9k7wrwwW1T+69X1M8\n",
       "pTWv9/5fW3e11k5J8hdJ3pphlxtWaLal3IUZfjT9mN77cgsg7IXZtU/n7Pj51tovZNjE4JWttXN7\n",
       "71tWfXJr18Gz46t77+cu+fxnkjy7tXZYhi1pn5Tha8zee0mG3W1e2Hv/WvVkFsFK+Z755ux4+2Ue\n",
       "P3CH58Gtyuxi5Usz/NTnSb33i2tnND2z/ck/leTY2fmmrNzhGVYe/z7J81trZ257y/Zz9B84+9yv\n",
       "ls1yYnrvr8vw98LtkhxbO5s1Z9tPcg5c5vFt15fdbxXmMlmttcOTPDfJ5zNc/D1JVsr3zLb9Ww9d\n",
       "5vFtP67+zCrMBfZIa+2nMvy4+qYMq5CXFE9pyq5N8oNJ7MS0Z7Zth/rYJI9b5jn3mb1dlQn/41xg\n",
       "28rjQaWzWHu2XTty2DKPW/wcx+9lOC3opVM+pU2U75kPzo7ftV1fa22/JD+R5OYkV67mpGB3WmvP\n",
       "SfLKDHfyfGzv/ePFU5qs1trtkxyVITA3185mbem9b8oyEdNaOy7JJUne0nu3r/6IZv9+HZ3hz6w7\n",
       "T+6ZbRfKPzbDfvo7Onp2XO5mTexGa+3hSX4myUd772+pns8i+Q5uD8yunv54hh+fnrjDw8/KsFJ+\n",
       "/jJ7F8Oqa63dtrX2/zJc1PU3SR4kyOfXWju+tfbSHS/emsXN2RlWyC/svX+lZILT5JqdObTW7tJa\n",
       "+81l7qPx0gx3SPy73rt43AO998uTbEpyv9mt4f/L7IL6n83wk7Nzv/tXszuzG929MsM3jL9ePJ2F\n",
       "s1K+556Z5OIkf9Va++sMNww6KskJGa5sf37h3Na01trdkzx59uERs+N9W2u/Nnv/Y733C1d/Zmva\n",
       "kzLsCHB9hn84XjTcj+W7XDi7gxor8z0Zrv5/SWvtA0k+mWHXpYdlOL3tM0l+vm568F1un2Hnihe3\n",
       "1j6Y5J+T3DbD3vo/nOTLcWffvfXUDCvmL2utnZzkwxkW6U5KckOGC+pdtLx3npbkAUne3Xt/X/Vk\n",
       "Fk2U76He++WttR/PsLLwiCSHZNjn9Q1JTu+9f75wemvdvTOcN7bN1iQ/muF/yGT4GovyPbNtdfGg\n",
       "DBfJ7MzWDNt8ivKVuyzJr2a4acjRGXZZuTnJvyT57SS/7x9hbmX+Ncnzkjwqw8W0D06yf4YL585M\n",
       "8go7Me2d3vs/tNaOybA7yGOSPCPD6vhbk/x27/2TlfNbq1prB2a4GdvNSV5QPB0AAAAAAAAAAAAA\n",
       "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABgbv8fiSCmJNH72uAAAAAA\n",
       "SUVORK5CYII=\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x111c03f50>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 390,
       "width": 370
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "browse_images(digits)"
   ]
  }
 ],
 "metadata": {
  "signature": "sha256:4e9f4ce8fa9be2e33ffdae399daec11bf3ef63a6f0065b1d59739310ebfe8008"
 },
 "nbformat": 4,
 "nbformat_minor": 0
}