資料準備基礎篇05：中文字變圖檔.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "這次我們主要要用 Python 有名的圖形處理套件 PIL 來幫我們把字形換成圖。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image, ImageFont, ImageDraw"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 01. 把一個中文字變成一張圖\n",
    "\n",
    "首先, 我們先指定我們的字形。注意要給字型的完整路徑 `.ttf`, `.otf` 都可以。後面的大小指定是 64 的大小, 我們當然可以自由更動。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "font = ImageFont.truetype(r'/Users/yenlung/Library/Fonts/SourceHanSansTC-Bold.otf', 64) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "接著我們開一張空白的圖, 然後讓 ImageDraw 準備可在這張圖上「作畫」。這裡 `L` 是指用灰階。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "im = Image.new(\"L\", size=(68,75))\n",
    "draw = ImageDraw.Draw(im)  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "指定要畫出的字是「龍」這個字, `fill` 指的是畫出來的顏色。因為我們指定是灰階, 0 是黑色, 255 白色。我們用 im.show() 會直接跳出這個字的圖。注意是反白的, 不過這剛好, 因為和 MNIST 原來設定一樣!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "text = '龍'\n",
    "draw.text((2,-15), text, font = font, fill=255)\n",
    "\n",
    "im.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我們就把圖存成 `.png` 檔, 放在 `images` 這個資料夾下。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fad38639358>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "im.save('images/' + text + '.png')\n",
    "im_array = np.array(im) \n",
    "plt.imshow(im_array, cmap='Greys')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "注意這次是我們先把圖轉成 numpy array 再畫出來的。轉了之後一來可以變成我們訓練資料, 二來也方便看各種資訊。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(75, 68)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "im_array.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "所以這字形的圖是 $75 \\times 68$ 大小。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 02. 所有中文字都找出來\n",
    "\n",
    "中文 (包括簡、繁、日、韓用到的漢字) 在 Unicode 範圍在 4E00 到 9FD5。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "start = ord('\\u4E00')\n",
    "end = ord('\\u9FD5')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "用 `chr` 指令可以看到這字形的樣子。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'一'"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chr(start)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我們來一一印出。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "韧韨韩韪韫韬韭韮韯韰韱韲音韴韵韶韷韸韹韺韻韼韽韾響頀頁頂頃頄項順頇須頉頊頋頌頍頎頏預頑頒頓頔頕頖頗領頙頚頛頜頝頞頟頠頡頢頣頤頥頦頧頨頩頪頫頬頭頮頯頰頱頲頳頴頵頶頷頸頹頺頻頼頽頾頿顀顁顂顃顄顅顆顇顈顉顊顋題額顎顏顐顑顒顓顔顕顖顗願顙顚顛顜顝類顟顠顡顢顣顤顥顦顧顨顩顪顫顬顭顮顯顰顱顲顳顴页顶顷顸项顺须顼顽顾顿颀颁颂颃预颅领颇颈颉颊颋颌颍颎颏颐频颒颓颔颕颖颗题颙颚颛颜额颞颟颠颡颢颣颤颥颦颧風颩颪颫颬颭颮颯颰颱颲颳颴颵颶颷颸颹颺颻颼颽颾颿飀飁飂飃飄飅飆飇飈飉飊飋飌飍风飏飐飑飒飓飔飕飖飗飘飙飚飛飜飝飞食飠飡飢飣飤飥飦飧飨飩飪飫飬飭飮飯飰飱飲飳飴飵飶飷飸飹飺飻飼飽飾飿餀餁餂餃餄餅餆餇餈餉養餋餌餍餎餏餐餑餒餓餔餕餖餗餘餙餚餛餜餝餞餟餠餡餢餣餤餥餦餧館餩餪餫餬餭餮餯餰餱餲餳餴餵餶餷餸餹餺餻餼餽餾餿饀饁饂饃饄饅饆饇饈饉饊饋饌饍饎饏饐饑饒饓饔饕饖饗饘饙饚饛饜饝饞饟饠饡饢饣饤饥饦饧饨饩饪饫饬饭饮饯饰饱饲饳饴饵饶饷饸饹饺饻饼饽饾饿馀馁馂馃馄馅馆馇馈馉馊馋馌馍馎馏馐馑馒馓馔馕首馗馘香馚馛馜馝馞馟馠馡馢馣馤馥馦馧馨馩馪馫馬馭馮馯馰馱馲馳馴馵馶馷馸馹馺馻馼馽馾馿駀駁駂駃駄駅駆駇駈駉駊駋駌駍駎駏駐駑駒駓駔駕駖駗駘駙駚駛駜駝駞駟駠駡駢駣駤駥駦駧駨駩駪駫駬駭駮駯駰駱駲駳駴駵駶駷駸駹駺駻駼駽駾駿騀騁騂騃騄騅騆騇騈騉騊騋騌騍騎騏騐騑騒験騔騕騖騗騘騙騚騛騜騝騞騟騠騡騢騣騤騥騦騧騨騩騪騫騬騭騮騯騰騱騲騳騴騵騶騷騸騹騺騻騼騽騾騿驀驁驂驃驄驅驆驇驈驉驊驋驌驍驎驏驐驑驒驓驔驕驖驗驘驙驚驛驜驝驞驟驠驡驢驣驤驥驦驧驨驩驪驫马驭驮驯驰驱驲驳驴驵驶驷驸驹驺驻驼驽驾驿骀骁骂骃骄骅骆骇骈骉骊骋验骍骎骏骐骑骒骓骔骕骖骗骘骙骚骛骜骝骞骟骠骡骢骣骤骥骦骧骨骩骪骫骬骭骮骯骰骱骲骳骴骵骶骷骸骹骺骻骼骽骾骿髀髁髂髃髄髅髆髇髈髉髊髋髌髍髎髏髐髑髒髓體髕髖髗高髙髚髛髜髝髞髟髠髡髢髣髤髥髦髧髨髩髪髫髬髭髮髯髰髱髲髳髴髵髶髷髸髹髺髻髼髽髾髿鬀鬁鬂鬃鬄鬅鬆鬇鬈鬉鬊鬋鬌鬍鬎鬏鬐鬑鬒鬓鬔鬕鬖鬗鬘鬙鬚鬛鬜鬝鬞鬟鬠鬡鬢鬣鬤鬥鬦鬧鬨鬩鬪鬫鬬鬭鬮鬯鬰鬱鬲鬳鬴鬵鬶鬷鬸鬹鬺鬻鬼鬽鬾鬿魀魁魂魃魄魅魆魇魈魉魊魋魌魍魎魏魐魑魒魓魔魕魖魗魘魙魚魛魜魝魞魟魠魡魢魣魤魥魦魧魨魩魪魫魬魭魮魯魰魱魲魳魴魵魶魷魸魹魺魻魼魽魾魿鮀鮁鮂鮃鮄鮅鮆鮇鮈鮉鮊鮋鮌鮍鮎鮏鮐鮑鮒鮓鮔鮕鮖鮗鮘鮙鮚鮛鮜鮝鮞鮟鮠鮡鮢鮣鮤鮥鮦鮧鮨鮩鮪鮫鮬鮭鮮鮯鮰鮱鮲鮳鮴鮵鮶鮷鮸鮹鮺鮻鮼鮽鮾鮿鯀鯁鯂鯃鯄鯅鯆鯇鯈鯉鯊鯋鯌鯍鯎鯏鯐鯑鯒鯓鯔鯕鯖鯗鯘鯙鯚鯛鯜鯝鯞鯟鯠鯡鯢鯣鯤鯥鯦鯧鯨鯩鯪鯫鯬鯭鯮鯯鯰鯱鯲鯳鯴鯵鯶鯷鯸鯹鯺鯻鯼鯽鯾鯿鰀鰁鰂鰃鰄鰅鰆鰇鰈鰉鰊鰋鰌鰍鰎鰏鰐鰑鰒鰓鰔鰕鰖鰗鰘鰙鰚鰛鰜鰝鰞鰟鰠鰡鰢鰣鰤鰥鰦鰧鰨鰩鰪鰫鰬鰭鰮鰯鰰鰱鰲鰳鰴鰵鰶鰷鰸鰹鰺鰻鰼鰽鰾鰿鱀鱁鱂鱃鱄鱅鱆鱇鱈鱉鱊鱋鱌鱍鱎鱏鱐鱑鱒鱓鱔鱕鱖鱗鱘鱙鱚鱛鱜鱝鱞鱟鱠鱡鱢鱣鱤鱥鱦鱧鱨鱩鱪鱫鱬鱭鱮鱯鱰鱱鱲鱳鱴鱵鱶鱷鱸鱹鱺鱻鱼鱽鱾鱿鲀鲁鲂鲃鲄鲅鲆鲇鲈鲉鲊鲋鲌鲍鲎鲏鲐鲑鲒鲓鲔鲕鲖鲗鲘鲙鲚鲛鲜鲝鲞鲟鲠鲡鲢鲣鲤鲥鲦鲧鲨鲩鲪鲫鲬鲭鲮鲯鲰鲱鲲鲳鲴鲵鲶鲷鲸鲹鲺鲻鲼鲽鲾鲿鳀鳁鳂鳃鳄鳅鳆鳇鳈鳉鳊鳋鳌鳍鳎鳏鳐鳑鳒鳓鳔鳕鳖鳗鳘鳙鳚鳛鳜鳝鳞鳟鳠鳡鳢鳣鳤鳥鳦鳧鳨鳩鳪鳫鳬鳭鳮鳯鳰鳱鳲鳳鳴鳵鳶鳷鳸鳹鳺鳻鳼鳽鳾鳿鴀鴁鴂鴃鴄鴅鴆鴇鴈鴉鴊鴋鴌鴍鴎鴏鴐鴑鴒鴓鴔鴕鴖鴗鴘鴙鴚鴛鴜鴝鴞鴟鴠鴡鴢鴣鴤鴥鴦鴧鴨鴩鴪鴫鴬鴭鴮鴯鴰鴱鴲鴳鴴鴵鴶鴷鴸鴹鴺鴻鴼鴽鴾鴿鵀鵁鵂鵃鵄鵅鵆鵇鵈鵉鵊鵋鵌鵍鵎鵏鵐鵑鵒鵓鵔鵕鵖鵗鵘鵙鵚鵛鵜鵝鵞鵟鵠鵡鵢鵣鵤鵥鵦鵧鵨鵩鵪鵫鵬鵭鵮鵯鵰鵱鵲鵳鵴鵵鵶鵷鵸鵹鵺鵻鵼鵽鵾鵿鶀鶁鶂鶃鶄鶅鶆鶇鶈鶉鶊鶋鶌鶍鶎鶏鶐鶑鶒鶓鶔鶕鶖鶗鶘鶙鶚鶛鶜鶝鶞鶟鶠鶡鶢鶣鶤鶥鶦鶧鶨鶩鶪鶫鶬鶭鶮鶯鶰鶱鶲鶳鶴鶵鶶鶷鶸鶹鶺鶻鶼鶽鶾鶿鷀鷁鷂鷃鷄鷅鷆鷇鷈鷉鷊鷋鷌鷍鷎鷏鷐鷑鷒鷓鷔鷕鷖鷗鷘鷙鷚鷛鷜鷝鷞鷟鷠鷡鷢鷣鷤鷥鷦鷧鷨鷩鷪鷫鷬鷭鷮鷯鷰鷱鷲鷳鷴鷵鷶鷷鷸鷹鷺鷻鷼鷽鷾鷿鸀鸁鸂鸃鸄鸅鸆鸇鸈鸉鸊鸋鸌鸍鸎鸏鸐鸑鸒鸓鸔鸕鸖鸗鸘鸙鸚鸛鸜鸝鸞鸟鸠鸡鸢鸣鸤鸥鸦鸧鸨鸩鸪鸫鸬鸭鸮鸯鸰鸱鸲鸳鸴鸵鸶鸷鸸鸹鸺鸻鸼鸽鸾鸿鹀鹁鹂鹃鹄鹅鹆鹇鹈鹉鹊鹋鹌鹍鹎鹏鹐鹑鹒鹓鹔鹕鹖鹗鹘鹙鹚鹛鹜鹝鹞鹟鹠鹡鹢鹣鹤鹥鹦鹧鹨鹩鹪鹫鹬鹭鹮鹯鹰鹱鹲鹳鹴鹵鹶鹷鹸鹹鹺鹻鹼鹽鹾鹿麀麁麂麃麄麅麆麇麈麉麊麋麌麍麎麏麐麑麒麓麔麕麖麗麘麙麚麛麜麝麞麟麠麡麢麣麤麥麦麧麨麩麪麫麬麭麮麯麰麱麲麳麴麵麶麷麸麹麺麻麼麽麾麿黀黁黂黃黄黅黆黇黈黉黊黋黌黍黎黏黐黑黒黓黔黕黖黗默黙黚黛黜黝點黟黠黡黢黣黤黥黦黧黨黩黪黫黬黭黮黯黰黱黲黳黴黵黶黷黸黹黺黻黼黽黾黿鼀鼁鼂鼃鼄鼅鼆鼇鼈鼉鼊鼋鼌鼍鼎鼏鼐鼑鼒鼓鼔鼕鼖鼗鼘鼙鼚鼛鼜鼝鼞鼟鼠鼡鼢鼣鼤鼥鼦鼧鼨鼩鼪鼫鼬鼭鼮鼯鼰鼱鼲鼳鼴鼵鼶鼷鼸鼹鼺鼻鼼鼽鼾鼿齀齁齂齃齄齅齆齇齈齉齊齋齌齍齎齏齐齑齒齓齔齕齖齗齘齙齚齛齜齝齞齟齠齡齢齣齤齥齦齧齨齩齪齫齬齭齮齯齰齱齲齳齴齵齶齷齸齹齺齻齼齽齾齿龀龁龂龃龄龅龆龇龈龉龊龋龌龍龎龏龐龑龒龓龔龕龖龗龘龙龚龛龜龝龞龟龠龡龢龣龤龥龦龧龨龩龪龫龬龭龮龯龰龱龲龳龴龵龶龷龸龹龺龻龼龽龾龿鿀鿁鿂鿃鿄鿅鿆鿇鿈鿉鿊鿋鿌鿍鿎鿏鿐鿑鿒鿓鿔鿕"
     ]
    }
   ],
   "source": [
    "for i in range(start, end+1):\n",
    "    print(chr(i), end='')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 【小挑戰】\n",
    "\n",
    "把所有中文, 或自己指定範圍的字型, 一一轉成圖檔。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}