Day032_HW.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 反爬：驗證碼處理\n",
    "\n",
    "* 了解「驗證碼機制」的反爬蟲機制\n",
    "* 「驗證碼機制」反爬蟲的因應策略\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 作業目標\n",
    "\n",
    "* 讀讀看「test」資料夾下的圖檔！\n",
    "* 像 test/test2.png 這種複雜的圖片怎麼辦？\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 讀讀看「test」資料夾下的圖檔！"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "import pytesseract\n",
    "from PIL import Image\n",
    "from io import BytesIO"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stderr",
     "text": [
      "'pipenv' ���O�����Υ~���R�O�B�i���檺�{���Χ妸�ɡC\n",
      "'pipenv' ���O�����Υ~���R�O�B�i���檺�{���Χ妸�ɡC\n",
      "'pipenv' ���O�����Υ~���R�O�B�i���檺�{���Χ妸�ɡC\n"
     ]
    }
   ],
   "source": [
    "! pipenv --python 3.7\n",
    "! pipenv shell\n",
    "! pipenv install Pillow opencv-python pytesseract"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=954x362 at 0x17F1BB3D400>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "execution_count": 10
    }
   ],
   "source": [
    "img = Image.open('./test1.png')\n",
    "img"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 像 test/test2.png 這種複雜的圖片怎麼辦？"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<PIL.Image.Image image mode=L size=154x64 at 0x17F1BAE5070>"
      ],
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAJoAAABACAAAAADHMTGCAAAMKGlDQ1BJQ0MgUHJvZmlsZQAAeJyVlwdUk8kWgOcvSUhIaIEISAm9CdKr1NAiCEgVbIQkkFBiSAgidmRRwbWgYsGKrooouhZAFhv2sgj2/kBERVkXCzZU3iQBdPW8986758z/f7lz5869N/PPmQFAPYYjFmejGgDkiPIksWFBzAnJKUxSJ0AACVCBI3DgcKXiwJiYSABl6P1PeXcTWkO5Zi/39XP/fxVNHl/KBQCJgZzGk3JzIB8CAHfniiV5ABB6oN5sep4YMhFGCbQlMEDI5nLOULKnnNOUHKmwiY9lQU4FQIXK4UgyAFCTx8XM52ZAP2pLIDuKeEIR5CbIflwBhwf5M+RROTnTIKtbQ7ZO+85Pxj98pg375HAyhlmZi0JUgoVScTZnxv9Zjv8tOdmyoTnMYKMKJOGx8pzldcuaFiFnKuTzorSoaMhakK8LeQp7OT8RyMITBu0/cKUsWDPAAACl8jjBEZANIJuKsqMiB/V+6cJQNmRYezRemMeOV45FeZJpsYP+0QK+NCRuiDkSxVxym1JZVkLgoM9NAj57yGdjoSA+SRkn2povTIyCrAb5vjQrLmLQ5nmhgBU1ZCORxcpjhv85BtIlobFKG8w8RzqUF+YtELKjBjkyTxAfrhyLTeFyFLHpQs7kSydEDsXJ4weHKPPCiviihMH4sXJxXlDsoP12cXbMoD3WxM8Ok+tNIbdI8+OGxvbmwcWmzBcH4ryYeGVsuHYmZ2yMMgbcFkQCFggGTCCDLQ1MA5lA2NJT3wN/KXtCAQdIQAbgA/tBzdCIJEWPCD7jQCH4CxIfSIfHBSl6+SAf6r8Ma5VPe5Cu6M1XjMgCTyDngAiQDX/LFKNEw7MlgsdQI/xpdi6MNRs2ed9POqb6kI4YQgwmhhNDiTa4Pu6H++CR8BkAmzPuiXsNxfXNnvCE0EZ4RLhBaCfcmSoskvwQOROMA+0wxtDB7NK+zw63hF7d8CDcF/qHvnEGrg/scVc4UyDuD+d2g9rvY5UNZ/ytloO+yI5klDyCHEC2/jECNVs1t2Ev8kp9XwtlXGnD1WIN9/yYB+u7+vHgO+JHS2wRdhA7h53ELmBNWD1gYsexBuwydlTOw2vjsWJtDM0Wq4gnC/oR/jQfZ3BOedWkjjWO3Y6fB/tAHr8gT/6xsKaJZ0iEGYI8ZiDcrflMtojrMIrp7OjkBYB871duLW8Yij0dYVz8pitqBcA3bmBgoOmbLmI5AAetAKC0ftNZ58P9swSA81u4Mkm+UofLHwRAAerwS9EDRnDvsoYZOQN34AMCQAgYC6JBPEgGU2CdBXCdSsB0MAvMByWgDCwHq8F6sBlsA7vAXnAA1IMmcBKcBZdAK7gB7sG10gVegF7wDvQjCEJCaAgd0UOMEQvEDnFGPBE/JASJRGKRZCQVyUBEiAyZhSxAypByZD2yFalGfkeOICeRC0gbcgfpQLqR18gnFEOpqDZqiFqio1FPNBCNQOPRyWgGmosWosXoUnQtWoXuQevQk+gl9Abajr5A+zCAqWIMzASzxzwxFhaNpWDpmASbg5ViFVgVVos1wn/6GtaO9WAfcSJOx5m4PVyv4XgCzsVz8Tn4Enw9vguvw0/j1/AOvBf/SqARDAh2BG8CmzCBkEGYTighVBB2EA4TzsBvp4vwjkgkMohWRA/47SUTM4kziUuIG4n7iCeIbcROYh+JRNIj2ZF8SdEkDimPVEJaR9pDOk66SuoifVBRVTFWcVYJVUlREakUqVSo7FY5pnJV5alKP1mDbEH2JkeTeeQZ5GXk7eRG8hVyF7mfokmxovhS4imZlPmUtZRayhnKfcobVVVVU1Uv1fGqQtV5qmtV96ueV+1Q/UjVotpSWdRJVBl1KXUn9QT1DvUNjUazpAXQUmh5tKW0atop2kPaBzW6moMaW42nNletUq1O7araS3WyuoV6oPoU9UL1CvWD6lfUezTIGpYaLA2OxhyNSo0jGrc0+jTpmk6a0Zo5mks0d2te0HymRdKy1ArR4mkVa23TOqXVScfoZnQWnUtfQN9OP0Pv0iZqW2mztTO1y7T3ardo9+po6bjqJOoU6FTqHNVpZ2AMSwabkc1YxjjAuMn4NMJwROAI/ojFI2pHXB3xXnekboAuX7dUd5/uDd1Peky9EL0svRV69XoP9HF9W/3x+tP1N+mf0e8ZqT3SZyR3ZOnIAyPvGqAGtgaxBjMNthlcNugzNDIMMxQbrjM8ZdhjxDAKMMo0WmV0zKjbmG7sZyw0XmV83Pg5U4cZyMxmrmWeZvaaGJiEm8hMtpq0mPSbWpkmmBaZ7jN9YEYx8zRLN1tl1mzWa25sPs58lnmN+V0LsoWnhcBijcU5i/eWVpZJlgst6y2fWelasa0KrWqs7lvTrP2tc62rrK/bEG08bbJsNtq02qK2brYC20rbK3aonbud0G6jXdsowiivUaJRVaNu2VPtA+3z7WvsOxwYDpEORQ71Di9Hm49OGb1i9LnRXx3dHLMdtzvec9JyGutU5NTo9NrZ1pnrXOl83YXmEuoy16XB5ZWrnSvfdZPrbTe62zi3hW7Nbl/cPdwl7rXu3R7mHqkeGzxueWp7xngu8TzvRfAK8prr1eT10dvdO8/7gPffPvY+WT67fZ6NsRrDH7N9TKevqS/Hd6tvux/TL9Vvi1+7v4k/x7/K/1GAWQAvYEfA00CbwMzAPYEvgxyDJEGHg96zvFmzWSeCseCw4NLglhCtkISQ9SEPQ01DM0JrQnvD3MJmhp0IJ4RHhK8Iv8U2ZHPZ1ezesR5jZ489HUGNiItYH/Eo0jZSEtk4Dh03dtzKcfejLKJEUfXRIJodvTL6QYxVTG7MH+OJ42PGV45/EusUOyv2XBw9bmrc7rh38UHxy+LvJVgnyBKaE9UTJyVWJ75PCk4qT2qfMHrC7AmXkvWThckNKaSUxJQdKX0TQyauntg1yW1SyaSbk60mF0y+MEV/SvaUo1PVp3KmHkwlpCal7k79zInmVHH60thpG9J6uSzuGu4LXgBvFa+b78sv5z9N900vT3+W4ZuxMqNb4C+oEPQIWcL1wleZ4ZmbM99nRWftzBrITsrel6OSk5pzRKQlyhKdnmY0rWBam9hOXCJuz/XOXZ3bK4mQ7JAi0snShjxteMi+LLOW/SLryPfLr8z/MD1x+sECzQJRweUZtjMWz3haGFr420x8Jndm8yyTWfNndcwOnL11DjInbU7zXLO5xXO75oXN2zWfMj9r/p9FjkXlRW8XJC1oLDYsnlfc+UvYLzUlaiWSklsLfRZuXoQvEi5qWeyyeN3ir6W80otljmUVZZ+XcJdc/NXp17W/DixNX9qyzH3ZpuXE5aLlN1f4r9hVrlleWN65ctzKulXMVaWr3q6euvpChWvF5jWUNbI17Wsj1zasM1+3fN3n9YL1NyqDKvdtMNiweMP7jbyNVzcFbKrdbLi5bPOnLcItt7eGba2rsqyq2Ebclr/tyfbE7ed+8/yteof+jrIdX3aKdrbvit11utqjunq3we5lNWiNrKZ7z6Q9rXuD9zbU2tdu3cfYV7Yf7Jftf/576u83D0QcaD7oebD2kMWhDYfph0vrkLoZdb31gvr2huSGtiNjjzQ3+jQe/sPhj51NJk2VR3WOLjtGOVZ8bOB44fG+E+ITPSczTnY2T22+d2rCqeunx59uORNx5vzZ0LOnzgWeO37e93zTBe8LRy56Xqy/5H6p7rLb5cN/uv15uMW9pe6Kx5WGVq/WxrYxbceu+l89eS342tnr7OuXbkTdaLuZcPP2rUm32m/zbj+7k33n1d38u/335t0n3C99oPGg4qHBw6p/2fxrX7t7+9GO4I7Lj+Ie3evkdr54LH38uav4Ce1JxVPjp9XPnJ81dYd2tz6f+LzrhfhFf0/JX5p/bXhp/fLQ3wF/X+6d0Nv1SvJq4PWSN3pvdr51fdvcF9P38F3Ou/73pR/0Puz66Pnx3KekT0/7p38mfV77xeZL49eIr/cHcgYGxBwJR3EUwGBD09MBeL0TAFoyAHR4rqBMVN7NFIIo75MKAv+Jlfc3hbgDUAtf8mM46wQA+2GzhE0tAAD5ETw+AKAuLsNtUKTpLs5KX1R4YyF8GBh4YwgAqRGAL5KBgf6NAwNftsNg7wBwIld5J5SL/A66xVVOVxkF88AP8m+9yHGmiVfxLgAAEC9JREFUeJzNmdlvJUlWh79zIiKXu9kul12L7bKrimnWYQYxMyCBhIAnEPPCH8KfBBJv8AQSEhohBGohIRA0Dyw9M0xTi12u6lpt3yW3WHjIW/e6bjcMT0znQ1r3F+fLE87MiPPLCPnjkq/oYbf3HKHDWohd0ozYJbOSUhfVyZdLCCSMg9RFFCLXcSSTMI9mJNckpxtX/EDq8aUk9gl3uXzBzX1oTv3gyMxPmRxy9ZzdW9CetuWRrU7j+IjZM3buQHfaFEeuPg1iiJHtu+CfVZJLbNN1HHdUTD+e7v5GucKxR+UKHx3J/Az0aOifVflhvsqOHI3i+cLZugVf0QGxaS3EOpUQllLdaCJUMQdfMQJSU0kk1l4sMTDsJUVDna7jxEh4d+HiGsfFNZ4lCRWYSGqqlNbZ0UBqqmDLHOyADNDC5mAGKQM7wAFamkIwg7iOkkIKRcvlXcsAzZPkGjRdx3GK2c12dI1jdY3nghmAMWiecllnRwxSRCd/cdMSAsZA6hBH9Kgl+l7ySaysJLXvpdQtX9al1L9413HESlwkHaxxcLLC30tWV1KPg1W6JPK93f//sfd/O+x8WNDVZDmEOtpCfJ3cSopVNKWEKtlyJdXBFNpLvsIVkKqgpW7gaKkbOFqYDRwpzQaOFDZVQe1jOeLyGft3oHnSjU7M4hHbx1ydsXcX2qft4L5dPI5bJ8yesnsI3WldnmT14zC+L7Mn3DgCf1blJ8UGTnZSbuDYk+EGjjkZbeDIySSczzMbAkRPBFLwAVJIEdJaSiQf11H0UvAxyfuo6O0XcEzaxJEv4KS0iaMJglf9Sb5N//vxFe6a/OmtIc2CogQ/j3Yk3YxsSLMgH0CYRTvUboYb0c57aR7MSP0suaG0c7IhxFnQkdnA0ZHZwJGR3cCRkd3AYeTSzOtXefJISUj0b2iinzm5LiVIKYmBL0aRSLG/kMqyfYUDKa4brkmASAIRPrjW8rz8Yx+HW1y+ZmcX6he+vKPz54xuM33J9k1on3d+Ft/8q7/7K4hlaw+6521+21UvwuCOzF5w/u+QFmHya2MC13Ek13d/fXXzN4oUGd5h9jlIrtO/uxAj44+sr9JwH/RO6Z832e1slR25MwjPa2unFbSXlECYtjHhr5KB9pICCNOmexvP/8VffYQ6MiDOqkEkXHmSdJec/wfEaXfzZyT5dB1HB/r2X18f/eI4eqSXZGAuP30pTnYnWXeVtnIwe8T5vNhfZ0dvkuazzBoDalFAjDUgNilILxF824ZORFdRGGsEsaiQPCFCEqNGIa3w6AG0RvtrmeXTa6RKIhA7ui75fl4TY+217IiCsdae7MFWQQbkx8kogwdYmDzEAc3T6fT7nc+yDEb3cIA7imopTpIRrj7l+RR0ZHb3bmomPW463nwK7ZMqmt2JMthX2zuP+m9fhblLIb37REPDTcDdm9iDqNk6O5SYgyB2WIBzAJghgB3BSorz6eXL1g5QcKP+fR+sY7spiw6MzfKiMKX0ePS0U6hOp243d4IZ9Xcb+PxMnBBT947oUzaHLCCDzexICbbzX2qKfEfbwsW8akUEUYe010xR9KSQqppuOfxEaUUcoaaruaygxaigmdNW1dBNYRFFM8NEosd3hAZSSCl8wRQln7CP410uP2d3H+ozPzg0i1MmB7z6EZ/9B/hpwFk1jI5pPmPnNnRnTXHo6rNQv0unPyAAKSXysnrqB4fm7b+kNz/i8hVgxsaZ4eGofpxGt3n2V+BnLr9fTL49ePdJc/GDOP0+lN+5EV622WG+yo4c9ga8asEvmACxbg2EKhXQXfLyUf+YB6qCKfGL3m3XFZFY+eoyXc1XE6QqdWugu4ivTqlnYMZWVbQouyraRP0aUhAtB9tHo/I/s0YIc4hdCHUd0zo7Gkj1IrNFBrbs3XZhctAyyZTplBpAkShaSGHeR0lOrohJ8TJVBgLosBgbtDBmKlfzVAdwoILmNhdMGXOhvANpEfLdYqxoqTmIAydILrmssyMGyYPrR+gQAxTHSQ3DB7z+J57+G1eAFhrrtH1i7hRkWxjAHSWxmHF49Q9eJzQLyL5+c1hSHKeLf/avPk3zK4pdSDFl98o9Q3kftXztbl9WMtWCwcPghHwXcoc5FHHr7ODQgyg2s2CWVSgD0ByZs1jQ9s8pxURuMkXttSiUNO/ycT8hlqNSkQxddIuKJoCFmJJkeSZoDlAU1+qjFD4DLFhBMr2eHfr7aRejnK4hyyDW0RQSGmZXVLBzF+I8dm10pcnA17gcYh1VZXbqX1txFtMXxgSxjvN512ja2id6SAFSTIlQJ1vga9Dc9En82+6qr8gYQ5W00GX2OiGFSXVQ+5gjLs/Zvw31k254YhZn6cm/0cG3fxfe/OVFHcPkrr0B01N2D6A7q81IT/+k0gluCJdACCFRP+leP+1awy/8Pp9+DF0bkvceFk/i5ITpKdiTQXdWFyfZ1T9W02Wdz8ruSZWf5H32+WOQk3E4nzvrA8SunwN811vgrsNDvgWts0ZEjdFVFL6LgXY+zwdipP/PST3eeR8Ft83Q0Lv1BKQu9kkgge9cIjZ1u7QiIoTOpPfZfUIj+E7suIRsQgGYkS8FO2TvI4JnHxBrrWDHbrCK0qFrn3YvMYPb0i0IgAwnhWJGPt33oeFOet9Vdkfbip3EHscYMLb9obyaNWmHTEFBhybT99knCbHIUJ09vglbEwQojkEpj7n3y/2LDlq2COX93MHoIQK4I57+0Ssx+f6vm6cf0wD28Ng4imPSN0hAf3vjfD75xi3rKO8DjB4Cipb6+Z9dIrL189JcghHsAegy++ABIJi7YFWWpmDZGUT6cre63SC6EdW1RkWt0f6JoSoCugR72wEkjFFZgu9xSG2jLiVdfTPph9mXP77Cny32x7SnL5MS126CfGnUl3Bf0iLLCeTLu/Y47HP5mp0b0Lzw5W2dv2B0i6tXZDm8+q93PlA9clv3mb5ksgeXf/V2NmXrl7PJUHnD1k/DYHae3c1XuGacfh8kz4evQ3FoFi/SsPfk5nbRPpleeFIn1WudfBPcGP+icbezFY7cHoQXtbVXC2guKAB/1YaEv0wK7QVlhPnFO6C7tBbaCxzQ/vC5b8nvFkWGVOzcgLydFWmNu5LpW7C7zlYuReMvI9BegNsjXl1cBVLCV7K9D8YRZ/Nif42ju6TZLLNGQUxfb7T/kdYSIIqx1oAaUgNNSuJs5qwGiYoIiDFmA1dQNbZvMKKgpn+zrcvymDySSAoqiH6AIwJqjD3e/58MeL0AIL9ljn7OZTB6yKOPYfG6HX+n3Pm6u/zPeLnL9hjKezvXHXR1Sb4L7rjYeTgxlvI+tp88pKD8lq9+qnv3SRffpv27oBn/kwEfFZD1FduMAOwYwDlS3zUd2vGO66Xmv8DXwdwZj2/YZh67nMxBNhx/gF9icsiGg/F4fP2KAPYmjXTlp9rOSAMQgww3syMDsJ0XUkINJE+/Ptufuw58TCCpQyyhpQsQYgoL4a29rEIb+zWyqTWlWeFdhw8QjVXfiZFVA1hJIXm1GkPsl3c1Nykk7PUoo/iEfVKNqOfs7kFz5gcHZnHG5C5XL5hdwrvZwrqse2RGh7z6lM9eQari679RU0g3T76iegXuSbnzezdW+PQFp29gfGPXndvywC6exdEh0+dgD8ruWeN27dXFPHle/j2479wMZ3V2mK1w5HAYnlXOLuqMes4YCFWrEBYpBz9nUUHtQxSJC3XQvmPaQgoxvFrPPl0FBld3a3w+p24huFJqIRHm0YGf9yvgVVXazPoWaN5C1hHreYhrHPWkep7Z3FmyAgtorhlokRyYgkUDLWqyPC8061ciEiRRUv+d+757OsiHusYrT7JgjJhcc0HzGJ5zcQFZZTuXnMf35XgLnEWykMsaRwySFc6e7CopYvsRqsrwAQYmJbNTqNxg66jYfmAUxCENSL8x4iR07yd29/Xd0WCN/+g13S6Mh4PsIFNDecQP/pCUoJR9e9u1b/07dcCd3wIdYA+jZGscst6A5/nq2fTmVwvol/Mb6ERNVuRlX3qXKz99yZd1+dXBpNQ1bjzJgTPaX11zwjnGQrtokivwbScC5Nv9cMw2syMZ2KrN8C3OQWyS5hIaTI5vqTvwIVCUbqEmRzNuPID+acY2NQ1qGO1AWYhcw6uapgVvM1MHzSVU+AGhBfNGXXDt6/AmJDeUfAHkJjVRcl3h7yX7mEMuz9m7Dc2Tbnhs5k/YusfVM55PoZt36XDSPE6TY/Jtjr8L7dO6vOfefdK9/OeQTfil74J/2VhZ44/Pqaagk1vduR8c2/o0zo959UOwH5dh6nWgoUo739LJZ2COh/6syo/zFY4c9wa88xDa3vt1bQ6pSwFiSxchxIRzXRc9YCh3oXlnBzt5GrQZiKXchfZdK9fw5bwWjAm+dYnYxeiQACy8f9NZr4AWxrb9HpVvNa1xNELX0leDMTlghvlAliNUc9RD2ooTa7JRKsGNKQAZ2lwxo+5CyPcYAzrQTJe4GOjI9mA3M26YF4Idx3AIz0FMJFMD+Z7u3TTZCNR8gNtxb8AHsjTgYwTIjxEl3yeHfAc3hfKj/NaoLCYIjIcIkB2CoTyJXrjxq9yBpYPucTNAp9z7BoxvlGmIKOV9ws/yAw/+rGILfNr9nWJyvx9P+gE+eAAo5iDx3nnA+z+iSG8dEiRjrS5d4zJq6c6NGNCs/2WutUvq92y5DgpkFpIkEUmgWZHZ1RC/hr9PomCvygFNRVFAmEc7FL8gjQg1O98Eu2VGgp8nN6RdkJcQ58EMNbVh8EvhpiJAXHgz1B5PPm1/h50RDJSwCHYofp5sQXET4ijEJphct0xM0M1BhvY63i0SMrRp7tU+1mMuz7h9t9+jemjal+zs0rzlo9+E6lE9Miwexe0HzB5z816/R/UgDzN/6w/k4hEW8GeL4kHR42GRHv42r59C7mifNsMHrsd3fwHcg2HzWTV4kM8e+QizR2AejK/ji89AHk7C+Syz/SfjtfPKvYtCf1dIKfVV6oN20fVHUlrjiKJL159SWp0FRN8fqyulTTwh/X6A3R5CcYMBYLd9IbgdhpD3ktnucsXtpAHkNxgCulVmBrsTSiFbSpPcmU0cazdxjN3EUbeJI1n/ffnV3G3xTxbuK/wd+hXumvXBECOqkAJilucvl8T0y2ZGrjdASBtSjGxGraXrDWBkAwcjkLBP0m0uX3JjD5pnfnCg82eM73L1OTv70D7rigO7OI+jA2bP2b4F3XmTH7j6WRgeyOycrdvgn9XZQbaB4+4WGzjmoNzA0YPBBo4cDAne2HkN3YwREBatJMI8ZeBnDIG4aFIizKKFbkYJpEUVI2HuTRI/owBiNS/iJk4eN3Fc3MQxYRPvi3eKNstz8rw34Jk40DxZ0F6SjEzQPDow76XoBM2Mk1WUyzPZxMl0E+8Xbj/AMbqJI4q43Mmff+2El6dYB7FNmkloMRm++4IUWqyD1CTJJTZoTt9AaqNkuoGzIYUWJNPUJM3WOOS6gUNmUhtFvvfRCS9PfwID8Mce/w1D2dsm9XMhYQAAAABJRU5ErkJggg==\n"
     },
     "metadata": {},
     "execution_count": 11
    }
   ],
   "source": [
    "img = Image.open(\"test2.png\").convert(\"L\")\n",
    "img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "4413\n\f\n"
     ]
    }
   ],
   "source": [
    "pytesseract.pytesseract.tesseract_cmd = r'C:\\Program Files\\Tesseract-OCR\\tesseract.exe'\n",
    "code = pytesseract.image_to_string(img)\n",
    "print(code)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<PIL.Image.Image image mode=1 size=154x64 at 0x17F1BB3D9A0>",
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     },
     "metadata": {}
    },
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "1413\n\f\n"
     ]
    }
   ],
   "source": [
    "# 定義黑白閾值，大於這個數值為黑色，小於這個數值為白色\n",
    "threshold = 120\n",
    "\n",
    "table = []\n",
    "for i in range(256):\n",
    "    if i < threshold:\n",
    "        table.append(0)\n",
    "    else:\n",
    "        table.append(1)\n",
    "\n",
    "# 圖片二值化\n",
    "img_th = img.point(table, '1')\n",
    "display(img_th)\n",
    "\n",
    "code = pytesseract.image_to_string(img_th)\n",
    "print(code)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.8.3-final"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}