From 14a482df4fb3dfc137b407a4217b4ff01b618b23 Mon Sep 17 00:00:00 2001 From: Neil Smith Date: Sun, 21 Feb 2016 13:51:04 +0000 Subject: [PATCH 1/1] Initial commit --- .../punctuation-in-novels-checkpoint.ipynb | 8152 + pap.png | Bin 0 -> 4507 bytes pride-and-prejudice.txt | 13427 ++ punctuation-in-novels.ipynb | 11151 ++ shakespeare.png | Bin 0 -> 39925 bytes shakespeare.txt | 129107 +++++++++++++++ sherlock-holmes.txt | 12648 ++ sherlock.png | Bin 0 -> 3189 bytes test.png | Bin 0 -> 14506 bytes ulysses.png | Bin 0 -> 10467 bytes ulysses.txt | 32659 ++++ wap.png | Bin 0 -> 19526 bytes war-and-peace.txt | 65007 ++++++++ 13 files changed, 272151 insertions(+) create mode 100644 .ipynb_checkpoints/punctuation-in-novels-checkpoint.ipynb create mode 100644 pap.png create mode 100644 pride-and-prejudice.txt create mode 100644 punctuation-in-novels.ipynb create mode 100644 shakespeare.png create mode 100644 shakespeare.txt create mode 100644 sherlock-holmes.txt create mode 100644 sherlock.png create mode 100644 test.png create mode 100644 ulysses.png create mode 100644 ulysses.txt create mode 100644 wap.png create mode 100644 war-and-peace.txt diff --git a/.ipynb_checkpoints/punctuation-in-novels-checkpoint.ipynb b/.ipynb_checkpoints/punctuation-in-novels-checkpoint.ipynb new file mode 100644 index 0000000..5fa3e1c --- /dev/null +++ b/.ipynb_checkpoints/punctuation-in-novels-checkpoint.ipynb @@ -0,0 +1,8152 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Punctuation in novels\n", + "Inspired by https://medium.com/@neuroecology/punctuation-in-novels-8f316d542ec4#.qwj8e1n8m" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import string\n", + "import collections\n", + "from PIL import Image, ImageDraw\n", + "from math import ceil" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The `string` module has some nice subsets of characters. Does it know about punctuation?" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "'!\"#$%&\\'()*+,-./:;<=>?@[\\\\]^_`{|}~'" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "string.punctuation" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Getting the punctuation\n", + "First, let's just open a text file and read the punctuation. We can also count the number of different punctuation characters in it." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "sherlock = open('sherlock-holmes.txt').read()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + 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+ ] + } + ], + "source": [ + "sherlock_punct = [c for c in sherlock if c in string.punctuation]\n", + "print(''.join(sherlock_punct))" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Counter({'!': 171,\n", + " '\"': 4834,\n", + " '&': 5,\n", + " \"'\": 1490,\n", + " '(': 5,\n", + " ',': 7053,\n", + " '-': 965,\n", + " '.': 4843,\n", + " '/': 1,\n", + " ':': 56,\n", + " ';': 202,\n", + " '?': 138})" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sherlock_counts = collections.Counter(sherlock_punct)\n", + "sherlock_counts" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def punct_summarise(fname):\n", + " content = open(fname).read()\n", + " punct = ''.join(c for c in content if c in string.punctuation)\n", + " counts = collections.Counter(punct)\n", + " return {'punctuation': punct, 'counts': counts}" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Counter({'!': 171,\n", + " '\"': 4834,\n", + " '&': 5,\n", + " \"'\": 1490,\n", + " '(': 5,\n", + " ',': 7053,\n", + " '-': 965,\n", + " '.': 4843,\n", + " '/': 1,\n", + " ':': 56,\n", + " ';': 202,\n", + " '?': 138})" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sherlock = punct_summarise('sherlock-holmes.txt')\n", + "sherlock['counts']" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Counter({'!': 3923,\n", + " '\"': 17970,\n", + " '#': 1,\n", + " '$': 2,\n", + " '%': 1,\n", + " \"'\": 7529,\n", + " '(': 670,\n", + " ')': 670,\n", + " '*': 300,\n", + " ',': 39891,\n", + " '-': 6308,\n", + " '.': 30805,\n", + " '/': 29,\n", + " ':': 1014,\n", + " ';': 1145,\n", + " '=': 2,\n", + " '?': 3137,\n", + " '@': 2,\n", + " '[': 1,\n", + " ']': 1})" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "wap = punct_summarise('war-and-peace.txt')\n", + "wap['counts']" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Counter({'!': 10815,\n", + " '\"': 6,\n", + " '&': 10,\n", + " \"'\": 27942,\n", + " ',': 82750,\n", + " '-': 4590,\n", + " '.': 36881,\n", + " ':': 10649,\n", + " ';': 17400,\n", + " '?': 10327,\n", + " '[': 19,\n", + " ']': 18})" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "shakespeare = punct_summarise('shakespeare.txt')\n", + "shakespeare['counts']" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Counter({'!': 1576,\n", + " '\"': 8,\n", + " '%': 3,\n", + " '&': 3,\n", + " \"'\": 4485,\n", + " '(': 1777,\n", + " ')': 1788,\n", + " '*': 90,\n", + " '+': 2,\n", + " ',': 16349,\n", + " '-': 5037,\n", + " '.': 21361,\n", + " '/': 58,\n", + " ':': 2564,\n", + " ';': 34,\n", + " '?': 2235,\n", + " '_': 4566})" + ] + }, + "execution_count": 90, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ulysses = punct_summarise('ulysses.txt')\n", + "ulysses['counts']" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + ".\",.\"\",'.\".\"\"-\".\".\",\"\"\"\"\"\"\"\"\"\".\"\".\",;,\"\".''''''''' ,.\",\",\"'..?\"\".,\",,\",,,.,..?.?\"\",\".\",\",,\"?.\",..\",\",\n", + "''',''''\".\",-,.--,.',--',,,\",.\"\".\"..-''..,,.,,\"',. .,',.',..,,(),:\".?.\".\",\",--\".?',.',\".\".,'.\".\"',\".\"\n", + ".\",\".\"\",.\"..',,\"\",\"\",....\"\"-\"\".,..,,\",,..\"\".,.,,.- .\"\"';.?\"(),\"'....\",,..\"?\".\",.,..\",.\"?,\",.\"...'!\",.\n", + ",-.,,.-,,,,,.,,,,.\"\".\"\",.\"\".\",.,.\"\",.,,,.,\",.\",\".\" .\"?\".\",',.,.\",,,.\",\",,\"?,\",\",?\":\"'....?\"\"..-,'.',.\n", + "\".\"\",\";.\"\"\".\"\"\"\".\",\"\"\".\",.,,\"\"\",.,..\"\",\"\".,,.\"\";\". .;,.--'.\"\",,\",'.\"-,.'.\",',,,.\",\",,\"',',,.''.\"'.:.'\n", + "\"\",\".\",-,\"\"\",,\"..\"\",\",.\":,,-,.\"\",\".,.--.\"\".\"!.-!,! ,,';.,,*.,,.',,,..*.,\",\"\"?\",,;,'.,,;.,,,\",,.\",,.-.\n", + "-!-!-!,,,,\"\".-\"\"\"\"\"\"\"\"\"\".,\"\"\"\",!\"\"-\"\"\"\"\"\"\"\"\"\"\"\"\"\", ,,,,.,-----.,,,.,,,,.,,.,,,,,.\",\",.\",,,\",.\",.\"-,-,\n", + "!!\"\"-\"\"\"\"..\"\"\"\"\"\".\"\"\"\",\"\"....\"\"\"\"\".\"\".\"\".\",.\"\"\"\"\"\" ,.\",,,\".\",\",,\"?.?\",,,.\"!\".,-,,-,,.,-'.,,..-,,,.,,,\n", + "\"\"\"\"-,...\"\"\"\"...,.,.,-\"\"\"\"\"\"\"\".\"\",\".\",.,,\"\".\"\"\"\".\" .\",,,\",.,.,.','.:\"?.\"\",,.\"\"?\"..,.,,'.\",\".,,.,,,,,,\n", + "\",\"\"\"\"\"\"\"\"\".\"\".-.\"'\".\",,.'\".\"\".\"\"\"\"\",-,,.-,\",.\"-'\" -,,,..,.,'.,,,.-..,.'..,,,.,,.,,,',,,..-,..',,,.'.\n", + ".',.'.,,,.,,,,.,,,,,,,..,-,--,,.',.,-,.,.\",\",,,.\"\" ','.\",!,,\",:\",.\".,.\",\".\",\".\",\";,-..\",,,\",..--.,,,,\n", + "\"'.,\"\"'.,,\"\";.,.'..,..,,,..-,,,.,-.,.\",,.,,,,,,\"\"\" ,,,,----.,.,,.\"!\";.\",,\",...,,,,.,,',..\",'....,?\",.\n", + ".\",'..-,.,,,.,.,.,,,,..,..-,.,,.\"...,?,,?,.,.,'.,. \".\",,.\",\",,.,,.,.',,-,,,,-,.,,,,.\"'?\",,.\",,\",.\",\".\n", + ",,\"\"\".\",.,,,-.,,.\",-,,,..,.,,'','&',..'\",,-,,.'.,, -.-,,,,..,,';,',,'.,.,;.\"!\".\"!\",.,,,,.,,'-,.,.\"...\n", + ".'.,',''\",.,.,.'.',''-,.\".',...,...,,,.''.''.!'''. ,\".\"----,!\"\"?\".,,.',,.\",,,,\".,,,.:,'.,,,.,,,,,.,.,\n", + "',,,,''\"-,,,,,,.,,.,.,,.,-\"\"\";\"\"\",.,.,,,,.''..,\"\"\" .,',.\",?\".\",\",',\"--....\"\",?\"\".\"\"?\"\",\",,\"!\".,,,.,,'\n", + "\"\",.\",.,,-\"\"\"\"'\"\"\"\"\"\"\"\",\"\"\"\"\"\"\"\"..\",\",...,,,.\"\"\"\". .\"!...,,?\".\",\".\".?\".\",!\",'.,.\",,\",.\"',.,\",.,,,,.,,\n", + "..,.\"\"\"\"....-.\"\"\"\",\"\"\"\"--,,,.\"\"\"\"\",-.\"'-,-..,.,.\"\" .\",\".\",\".':\"!..\".'..-.\",?\",.\"'..\",,,.\",?\".\",,,\",\".\n", + ",,,,,\"\"\"\"\"\".,,\"-.,,,,...,,.,,.,.,,.',.,,.,-,-,-.\"\" ..\",,,..,,''.',,;'.\",,\".\",';'--,\".\",',!.,\",.\",,\",.\n", + ",,\".-..,.,\"\",\"\"..'...,,\"\",\"\"...,.?,.,..\"\"\"\"!\"\"\"\"\"\" ,,.,,,.',,.;.,----,,,,..\",\",\";',--..?\"\"!--!\".\"--!.\n" + ] + } + ], + "source": [ + "line_len = 50\n", + "for i in range(5,25):\n", + " print(sherlock['punctuation'][line_len*i:line_len*(i+1)], wap['punctuation'][line_len*i:line_len*(i+1)])" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def compare(text1, text2, offset=0, line_len=50):\n", + " for i in range(offset, max(len(text1), len(text2)), line_len):\n", + " t1 = text1[i:i+line_len]\n", + " t1 += (' ' * (line_len - len(t1)))\n", + " print(t1, text2[i:i+line_len])" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "..-.......'.........,,,.,,,.,.-'..,-,.,,...,-,,,,, ,.,-..::::,[#]:,:******,/:::::-:-:-:-:::::::-:-:\",\n", + ",,,.,,,,.:,,.,,,.-,-(,.-,,,,.,,,,.,,.,,..-...;,,., ,.,',----,','!?--.\",,-,.,,..,,;.,.,,-,:\",(),,--.\"\"\n", + ",,,..\"\".\",,\"\"\".\",.,,.,.\"\",\"\",.,\"\"\",\".,.,'.,,,,,\",. !!\",.,,,,.,,.,,,,,.\",,.',\",.\"??\".\",?\"\"'?.,\".\".\"\"'.\n", + "\"\";\",,..,,,-.,,,-,,,\".\"\",\",.\"\"\",,.\",..,\"\"\"\"\"\",\"\"\"\" .\"\",,\",,-,.\"'!,'?.\"\"?\",.\"?,.\",.,,.,,.,,,,,,,,.:\",'\n", + "?'\"\"!...,,.--,,,\",--.\"\".\"\",.\"-,'\",\"...,\"\"\".\"\"\"..,. .',,,.!..!,.,!....,,?...'..,,.?.-,.?!!,....',...!\"\n", + ".\",.\"\",'.\".\"\"-\".\".\",\"\"\"\"\"\"\"\"\"\".\"\".\",;,\"\".''''''''' ,.\",\",\"'..?\"\".,\",,\",,,.,..?.?\"\",\".\",\",,\"?.\",..\",\",\n", + "''',''''\".\",-,.--,.',--',,,\",.\"\".\"..-''..,,.,,\"',. .,',.',..,,(),:\".?.\".\",\",--\".?',.',\".\".,'.\".\"',\".\"\n", + ".\",\".\"\",.\"..',,\"\",\"\",....\"\"-\"\".,..,,\",,..\"\".,.,,.- .\"\"';.?\"(),\"'....\",,..\"?\".\",.,..\",.\"?,\",.\"...'!\",.\n", + ",-.,,.-,,,,,.,,,,.\"\".\"\",.\"\".\",.,.\"\",.,,,.,\",.\",\".\" .\"?\".\",',.,.\",,,.\",\",,\"?,\",\",?\":\"'....?\"\"..-,'.',.\n", + "\".\"\",\";.\"\"\".\"\"\"\".\",\"\"\".\",.,,\"\"\",.,..\"\",\"\".,,.\"\";\". .;,.--'.\"\",,\",'.\"-,.'.\",',,,.\",\",,\"',',,.''.\"'.:.'\n", + "\"\",\".\",-,\"\"\",,\"..\"\",\",.\":,,-,.\"\",\".,.--.\"\".\"!.-!,! ,,';.,,*.,,.',,,..*.,\",\"\"?\",,;,'.,,;.,,,\",,.\",,.-.\n", + "-!-!-!,,,,\"\".-\"\"\"\"\"\"\"\"\"\".,\"\"\"\",!\"\"-\"\"\"\"\"\"\"\"\"\"\"\"\"\", ,,,,.,-----.,,,.,,,,.,,.,,,,,.\",\",.\",,,\",.\",.\"-,-,\n", + "!!\"\"-\"\"\"\"..\"\"\"\"\"\".\"\"\"\",\"\"....\"\"\"\"\".\"\".\"\".\",.\"\"\"\"\"\" ,.\",,,\".\",\",,\"?.?\",,,.\"!\".,-,,-,,.,-'.,,..-,,,.,,,\n", + "\"\"\"\"-,...\"\"\"\"...,.,.,-\"\"\"\"\"\"\"\".\"\",\".\",.,,\"\".\"\"\"\".\" .\",,,\",.,.,.','.:\"?.\"\",,.\"\"?\"..,.,,'.\",\".,,.,,,,,,\n", + "\",\"\"\"\"\"\"\"\"\".\"\".-.\"'\".\",,.'\".\"\".\"\"\"\"\",-,,.-,\",.\"-'\" -,,,..,.,'.,,,.-..,.'..,,,.,,.,,,',,,..-,..',,,.'.\n", + ".',.'.,,,.,,,,.,,,,,,,..,-,--,,.',.,-,.,.\",\",,,.\"\" ','.\",!,,\",:\",.\".,.\",\".\",\".\",\";,-..\",,,\",..--.,,,,\n", + "\"'.,\"\"'.,,\"\";.,.'..,..,,,..-,,,.,-.,.\",,.,,,,,,\"\"\" ,,,,----.,.,,.\"!\";.\",,\",...,,,,.,,',..\",'....,?\",.\n", + ".\",'..-,.,,,.,.,.,,,,..,..-,.,,.\"...,?,,?,.,.,'.,. \".\",,.\",\",,.,,.,.',,-,,,,-,.,,,,.\"'?\",,.\",,\",.\",\".\n", + ",,\"\"\".\",.,,,-.,,.\",-,,,..,.,,'','&',..'\",,-,,.'.,, -.-,,,,..,,';,',,'.,.,;.\"!\".\"!\",.,,,,.,,'-,.,.\"...\n", + ".'.,',''\",.,.,.'.',''-,.\".',...,...,,,.''.''.!'''. ,\".\"----,!\"\"?\".,,.',,.\",,,,\".,,,.:,'.,,,.,,,,,.,.,\n", + 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......_...?,,,,,:,:,:,.?.?:,::::.?,.()?()(),,,,,,(\n", + " ,,),(,).()().?:.?...?,.?,,.,,.,::,,.:..,,,,,,,,,,,\n", + " ,.:'(),'.:.?,,,,,,,.?():().?,.?...?,,,,,,,,,.?,.?,\n", + " ,,',,,,,',',,.?(,,,,,..,,),,(,),(),(),(),,('),(),(\n", + " ),(),(),.,?,,,.,,,,.?,,,,,(),/,,,,..?..?,.,,.?,,,,\n", + " ,,,,.,,.,,,,,().?.,,?,:,:,:,:,:()(),:,,.,?,()(),,(\n", + " )().,,,,?():():():():():():():,',():():'():,,():()\n", + " :():,,()--',().?.,,,,?'?,,??,,,,,?:(,,,,,..)::(),,\n", + " ,,.,,?,,,,'.?,,,,,:,,,,,.?',,',,,',,,,,,,,...().?,\n", + " ,,,'.,,,,,,,,,(,),(,).'?,,,,,.?,():,,:,:,:,,,.,,?,\n", + " ,,,,,,,,,,.?,,,.?,,',,,,,',',,(),,,,,,,(),,,,,,,.(\n", + " ).?(),(),(),().,?,,,,,,.?,,,.?,.?,.()(),,.,,.?),,,\n", + " ),,),,),,,),,.?,,..,,,,,,,,,,,,,,,,,,,,,,,,,,',,,,\n", + " .,,,,,,.,.,?()()().,?,,.,.,.()(),.(),..,,,(,:,),,,\n", + " ,,.,,?::;:::(,)(,)::::::.,,?,(,,,),,,,,.?::::.?,,,\n", + " .?::::.?,,,.?:,,,,,,(),.:,,,,,'('),,,,,,(),,,,(),,\n", + " .?.?,.?(),.,,,,,.,(),,,,,.,,,,,,,(),.?,,,,,.''?,.?\n", + " ,...:,...:,.,,.:.?.,,.?:,,,,,-,,,.:,,,,,,.??..?.?'\n", + " '.?__/'____/__//---./-/-__////-/.---\n" + ] + } + ], + "source": [ + "compare(sherlock['punctuation'], ulysses['punctuation'])" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "from PIL import Image, ImageDraw\n", + "from math import ceil" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "19763" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(sherlock['punctuation'])" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# Periods and question marks and exclamation marks are red. \n", + "# Commas and quotation marks are green. \n", + "# Semicolons and colons are blue. \n", + "colours = {'.': (255, 0, 0), '?': (255, 0, 0), '!': (255, 0, 0),\n", + " ',': (0, 255, 0), '\"': (0, 255, 0), \"'\": (0, 255, 0),\n", + " ':': (0, 0, 255), ';': (0, 0, 255),\n", + " 'unknown': (128, 128, 128)}\n", + "max_x = 1000\n", + "max_y = 1000\n", + "block_size = 4\n", + "text = sherlock['punctuation']\n", + "img = Image.new('RGBA', (max_x, max_y))\n", + "draw = ImageDraw.Draw(img)\n", + "x = 0\n", + "y = 0\n", + "i = 0\n", + "# for i in range(100):\n", + "# if text[i] in colours:\n", + "# this_colour = colours[text[i]]\n", + "for p in text:\n", + " if p in colours:\n", + " this_colour = colours[p]\n", + " else:\n", + " this_colour = colours['unknown']\n", + " draw.rectangle((x, y, x+block_size, y+block_size), fill=this_colour)\n", + " x += block_size\n", + " if x >= max_x:\n", + " x = 0\n", + " y += block_size\n", + "img.save('test.png')" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# Periods and question marks and exclamation marks are red. \n", + "# Commas and quotation marks are -green- blue. \n", + "# Semicolons and colons are -blue- green. \n", + "def make_image(text, block_size=4, width=1000, colours=None):\n", + " default_colours = {'.': (255, 0, 0), '?': (255, 0, 0), '!': (255, 0, 0),\n", + " ',': (0, 0, 255), '\"': (0, 0, 255), \"'\": (0, 0, 255),\n", + " ':': (0, 255, 0), ';': (0, 255, 0),\n", + " 'unknown': (128, 128, 128)}\n", + " if not colours:\n", + " colours = {}\n", + " use_colours = default_colours.copy()\n", + " use_colours.update(colours)\n", + " height = ceil((len(text) * block_size) / width)\n", + " img = Image.new('RGBA', (width, height))\n", + " draw = ImageDraw.Draw(img)\n", + " x = 0\n", + " y = 0\n", + " for p in text:\n", + " if p in use_colours:\n", + " this_colour = use_colours[p]\n", + " else:\n", + " this_colour = use_colours['unknown']\n", + " draw.rectangle((x, y, x+block_size, y+block_size), fill=this_colour)\n", + " x += block_size\n", + " if x >= width:\n", + " x = 0\n", + " y += block_size\n", + " return img" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "i = make_image(sherlock['punctuation'])\n", + "i.save('sherlock.png')" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "i = make_image(wap['punctuation'])\n", + "i.save('wap.png')" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "i = make_image(shakespeare['punctuation'])\n", + "i.save('shakespeare.png')" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "i = make_image(ulysses['punctuation'])\n", + "i.save('ulysses.png')" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "i = make_image(wap['punctuation'], block_size=6)\n", + "i.save('wap.png')" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "i = make_image(wap['punctuation'], block_size=2, width=300, colours={'-': (255,255,255)})\n", + "i.save('wap.png')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "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": "3.4.3+" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/pap.png b/pap.png new file mode 100644 index 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zp0p8=R5j-}Vnn!g41H>oI@Cl2+U1^cm(y zg(kD~$G(v+pI~QvIE`7uXiT^Gs=52|R%ItOuT5kM*kDvIeOFpJ3RACR4=Ga({D+g_ zS%NA83?OgruU2gSYqC9=;+Z^ytBgfam*Jr-_`bSX?^%?@[\\\\]^_`{|}~'" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "string.punctuation" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Getting the punctuation\n", + "First, let's just open a text file and read the punctuation. We can also count the number of different punctuation characters in it." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "sherlock = open('sherlock-holmes.txt').read()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + 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+ ] + } + ], + "source": [ + "sherlock_punct = [c for c in sherlock if c in string.punctuation]\n", + "print(''.join(sherlock_punct))" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Counter({'!': 171,\n", + " '\"': 4834,\n", + " '&': 5,\n", + " \"'\": 1490,\n", + " '(': 5,\n", + " ',': 7053,\n", + " '-': 965,\n", + " '.': 4843,\n", + " '/': 1,\n", + " ':': 56,\n", + " ';': 202,\n", + " '?': 138})" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sherlock_counts = collections.Counter(sherlock_punct)\n", + "sherlock_counts" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "! 171\n", + "\" 4834\n", + "& 5\n", + "' 1490\n", + "( 5\n", + ", 7053\n", + "- 965\n", + ". 4843\n", + "/ 1\n", + ": 56\n", + "; 202\n", + "? 138\n", + "dtype: int64" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sherlock_ps = pd.Series(sherlock_counts)\n", + "sherlock_ps.sort_index(inplace=True)\n", + "sherlock_ps" + ] + }, + { + "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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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sherlock_ps.plot(kind=\"bar\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we can read and process a novel, wrap that into a function and read some other novels" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def punct_summarise(fname):\n", + " content = open(fname).read()\n", + " punct = ''.join(c for c in content if c in string.punctuation)\n", + " counts = collections.Counter(punct)\n", + " return {'punctuation': punct, 'counts': counts}" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Counter({'!': 171,\n", + " '\"': 4834,\n", + " '&': 5,\n", + " \"'\": 1490,\n", + " '(': 5,\n", + " ',': 7053,\n", + " '-': 965,\n", + " '.': 4843,\n", + " '/': 1,\n", + " ':': 56,\n", + " ';': 202,\n", + " '?': 138})" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Complete Sherlock Holmes\n", + "sherlock = punct_summarise('sherlock-holmes.txt')\n", + "sherlock['counts']" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Counter({'!': 3923,\n", + " '\"': 17970,\n", + " '#': 1,\n", + " '$': 2,\n", + " '%': 1,\n", + " \"'\": 7529,\n", + " '(': 670,\n", + " ')': 670,\n", + " '*': 300,\n", + " ',': 39891,\n", + " '-': 6308,\n", + " '.': 30805,\n", + " '/': 29,\n", + " ':': 1014,\n", + " ';': 1145,\n", + " '=': 2,\n", + " '?': 3137,\n", + " '@': 2,\n", + " '[': 1,\n", + " ']': 1})" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "wap = punct_summarise('war-and-peace.txt')\n", + "wap['counts']" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Counter({'!': 10815,\n", + " '\"': 6,\n", + " '&': 10,\n", + " \"'\": 27942,\n", + " ',': 82750,\n", + " '-': 4590,\n", + " '.': 36881,\n", + " ':': 10649,\n", + " ';': 17400,\n", + " '?': 10327,\n", + " '[': 19,\n", + " ']': 18})" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Complete works of Shakespeare\n", + "shakespeare = punct_summarise('shakespeare.txt')\n", + "shakespeare['counts']" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Counter({'!': 1576,\n", + " '\"': 8,\n", + " '%': 3,\n", + " '&': 3,\n", + " \"'\": 4485,\n", + " '(': 1777,\n", + " ')': 1788,\n", + " '*': 90,\n", + " '+': 2,\n", + " ',': 16349,\n", + " '-': 5037,\n", + " '.': 21361,\n", + " '/': 58,\n", + " ':': 2564,\n", + " ';': 34,\n", + " '?': 2235,\n", + " '_': 4566})" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ulysses = punct_summarise('ulysses.txt')\n", + "ulysses['counts']" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Counter({'!': 500,\n", + " '\"': 3553,\n", + " '#': 1,\n", + " '$': 2,\n", + " '%': 1,\n", + " \"'\": 748,\n", + " '(': 38,\n", + " ')': 38,\n", + " '*': 58,\n", + " ',': 9280,\n", + " '-': 1193,\n", + " '.': 6396,\n", + " '/': 26,\n", + " ':': 155,\n", + " ';': 1538,\n", + " '?': 462,\n", + " '@': 2,\n", + " '[': 1,\n", + " ']': 2,\n", + " '_': 808})" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pap = punct_summarise('pride-and-prejudice.txt')\n", + "pap['counts']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Visualising the punctuation\n", + "Let's print the punctuation sets side-by-side to compare them." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + ".\",.\"\",'.\".\"\"-\".\".\",\"\"\"\"\"\"\"\"\"\".\"\".\",;,\"\".''''''''' ,.\",\",\"'..?\"\".,\",,\",,,.,..?.?\"\",\".\",\",,\"?.\",..\",\",\n", + "''',''''\".\",-,.--,.',--',,,\",.\"\".\"..-''..,,.,,\"',. .,',.',..,,(),:\".?.\".\",\",--\".?',.',\".\".,'.\".\"',\".\"\n", + ".\",\".\"\",.\"..',,\"\",\"\",....\"\"-\"\".,..,,\",,..\"\".,.,,.- .\"\"';.?\"(),\"'....\",,..\"?\".\",.,..\",.\"?,\",.\"...'!\",.\n", + ",-.,,.-,,,,,.,,,,.\"\".\"\",.\"\".\",.,.\"\",.,,,.,\",.\",\".\" .\"?\".\",',.,.\",,,.\",\",,\"?,\",\",?\":\"'....?\"\"..-,'.',.\n", + "\".\"\",\";.\"\"\".\"\"\"\".\",\"\"\".\",.,,\"\"\",.,..\"\",\"\".,,.\"\";\". .;,.--'.\"\",,\",'.\"-,.'.\",',,,.\",\",,\"',',,.''.\"'.:.'\n", + "\"\",\".\",-,\"\"\",,\"..\"\",\",.\":,,-,.\"\",\".,.--.\"\".\"!.-!,! ,,';.,,*.,,.',,,..*.,\",\"\"?\",,;,'.,,;.,,,\",,.\",,.-.\n", + "-!-!-!,,,,\"\".-\"\"\"\"\"\"\"\"\"\".,\"\"\"\",!\"\"-\"\"\"\"\"\"\"\"\"\"\"\"\"\", ,,,,.,-----.,,,.,,,,.,,.,,,,,.\",\",.\",,,\",.\",.\"-,-,\n", + "!!\"\"-\"\"\"\"..\"\"\"\"\"\".\"\"\"\",\"\"....\"\"\"\"\".\"\".\"\".\",.\"\"\"\"\"\" ,.\",,,\".\",\",,\"?.?\",,,.\"!\".,-,,-,,.,-'.,,..-,,,.,,,\n", + "\"\"\"\"-,...\"\"\"\"...,.,.,-\"\"\"\"\"\"\"\".\"\",\".\",.,,\"\".\"\"\"\".\" .\",,,\",.,.,.','.:\"?.\"\",,.\"\"?\"..,.,,'.\",\".,,.,,,,,,\n", + "\",\"\"\"\"\"\"\"\"\".\"\".-.\"'\".\",,.'\".\"\".\"\"\"\"\",-,,.-,\",.\"-'\" -,,,..,.,'.,,,.-..,.'..,,,.,,.,,,',,,..-,..',,,.'.\n", + ".',.'.,,,.,,,,.,,,,,,,..,-,--,,.',.,-,.,.\",\",,,.\"\" ','.\",!,,\",:\",.\".,.\",\".\",\".\",\";,-..\",,,\",..--.,,,,\n", + "\"'.,\"\"'.,,\"\";.,.'..,..,,,..-,,,.,-.,.\",,.,,,,,,\"\"\" ,,,,----.,.,,.\"!\";.\",,\",...,,,,.,,',..\",'....,?\",.\n", + ".\",'..-,.,,,.,.,.,,,,..,..-,.,,.\"...,?,,?,.,.,'.,. \".\",,.\",\",,.,,.,.',,-,,,,-,.,,,,.\"'?\",,.\",,\",.\",\".\n", + ",,\"\"\".\",.,,,-.,,.\",-,,,..,.,,'','&',..'\",,-,,.'.,, -.-,,,,..,,';,',,'.,.,;.\"!\".\"!\",.,,,,.,,'-,.,.\"...\n", + ".'.,',''\",.,.,.'.',''-,.\".',...,...,,,.''.''.!'''. ,\".\"----,!\"\"?\".,,.',,.\",,,,\".,,,.:,'.,,,.,,,,,.,.,\n", + "',,,,''\"-,,,,,,.,,.,.,,.,-\"\"\";\"\"\",.,.,,,,.''..,\"\"\" .,',.\",?\".\",\",',\"--....\"\",?\"\".\"\"?\"\",\",,\"!\".,,,.,,'\n", + "\"\",.\",.,,-\"\"\"\"'\"\"\"\"\"\"\"\",\"\"\"\"\"\"\"\"..\",\",...,,,.\"\"\"\". .\"!...,,?\".\",\".\".?\".\",!\",'.,.\",,\",.\"',.,\",.,,,,.,,\n", + "..,.\"\"\"\"....-.\"\"\"\",\"\"\"\"--,,,.\"\"\"\"\",-.\"'-,-..,.,.\"\" .\",\".\",\".':\"!..\".'..-.\",?\",.\"'..\",,,.\",?\".\",,,\",\".\n", + ",,,,,\"\"\"\"\"\".,,\"-.,,,,...,,.,,.,.,,.',.,,.,-,-,-.\"\" ..\",,,..,,''.',,;'.\",,\".\",';'--,\".\",',!.,\",.\",,\",.\n", + ",,\".-..,.,\"\",\"\"..'...,,\"\",\"\"...,.?,.,..\"\"\"\"!\"\"\"\"\"\" ,,.,,,.',,.;.,----,,,,..\",\",\";',--..?\"\"!--!\".\"--!.\n" + ] + } + ], + "source": [ + "line_len = 50\n", + "for i in range(5,25):\n", + " print(sherlock['punctuation'][line_len*i:line_len*(i+1)], wap['punctuation'][line_len*i:line_len*(i+1)])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Again, now I know it's working, wrap it in a function." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def compare(text1, text2, offset=0, line_len=50):\n", + " for i in range(offset, max(len(text1), len(text2)), line_len):\n", + " t1 = text1[i:i+line_len]\n", + " t1 += (' ' * (line_len - len(t1)))\n", + " print(t1, text2[i:i+line_len])" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "..-.......'.........,,,.,,,.,.-'..,-,.,,...,-,,,,, ,.,-..::::,[#]:,:******,/:::::-:-:-:-:::::::-:-:\",\n", + ",,,.,,,,.:,,.,,,.-,-(,.-,,,,.,,,,.,,.,,..-...;,,., ,.,',----,','!?--.\",,-,.,,..,,;.,.,,-,:\",(),,--.\"\"\n", + ",,,..\"\".\",,\"\"\".\",.,,.,.\"\",\"\",.,\"\"\",\".,.,'.,,,,,\",. !!\",.,,,,.,,.,,,,,.\",,.',\",.\"??\".\",?\"\"'?.,\".\".\"\"'.\n", + "\"\";\",,..,,,-.,,,-,,,\".\"\",\",.\"\"\",,.\",..,\"\"\"\"\"\",\"\"\"\" .\"\",,\",,-,.\"'!,'?.\"\"?\",.\"?,.\",.,,.,,.,,,,,,,,.:\",'\n", + "?'\"\"!...,,.--,,,\",--.\"\".\"\",.\"-,'\",\"...,\"\"\".\"\"\"..,. .',,,.!..!,.,!....,,?...'..,,.?.-,.?!!,....',...!\"\n", + ".\",.\"\",'.\".\"\"-\".\".\",\"\"\"\"\"\"\"\"\"\".\"\".\",;,\"\".''''''''' ,.\",\",\"'..?\"\".,\",,\",,,.,..?.?\"\",\".\",\",,\"?.\",..\",\",\n", + "''',''''\".\",-,.--,.',--',,,\",.\"\".\"..-''..,,.,,\"',. .,',.',..,,(),:\".?.\".\",\",--\".?',.',\".\".,'.\".\"',\".\"\n", + ".\",\".\"\",.\"..',,\"\",\"\",....\"\"-\"\".,..,,\",,..\"\".,.,,.- .\"\"';.?\"(),\"'....\",,..\"?\".\",.,..\",.\"?,\",.\"...'!\",.\n", + ",-.,,.-,,,,,.,,,,.\"\".\"\",.\"\".\",.,.\"\",.,,,.,\",.\",\".\" .\"?\".\",',.,.\",,,.\",\",,\"?,\",\",?\":\"'....?\"\"..-,'.',.\n", + "\".\"\",\";.\"\"\".\"\"\"\".\",\"\"\".\",.,,\"\"\",.,..\"\",\"\".,,.\"\";\". .;,.--'.\"\",,\",'.\"-,.'.\",',,,.\",\",,\"',',,.''.\"'.:.'\n", + "\"\",\".\",-,\"\"\",,\"..\"\",\",.\":,,-,.\"\",\".,.--.\"\".\"!.-!,! ,,';.,,*.,,.',,,..*.,\",\"\"?\",,;,'.,,;.,,,\",,.\",,.-.\n", + "-!-!-!,,,,\"\".-\"\"\"\"\"\"\"\"\"\".,\"\"\"\",!\"\"-\"\"\"\"\"\"\"\"\"\"\"\"\"\", ,,,,.,-----.,,,.,,,,.,,.,,,,,.\",\",.\",,,\",.\",.\"-,-,\n", + "!!\"\"-\"\"\"\"..\"\"\"\"\"\".\"\"\"\",\"\"....\"\"\"\"\".\"\".\"\".\",.\"\"\"\"\"\" ,.\",,,\".\",\",,\"?.?\",,,.\"!\".,-,,-,,.,-'.,,..-,,,.,,,\n", + "\"\"\"\"-,...\"\"\"\"...,.,.,-\"\"\"\"\"\"\"\".\"\",\".\",.,,\"\".\"\"\"\".\" .\",,,\",.,.,.','.:\"?.\"\",,.\"\"?\"..,.,,'.\",\".,,.,,,,,,\n", + "\",\"\"\"\"\"\"\"\"\".\"\".-.\"'\".\",,.'\".\"\".\"\"\"\"\",-,,.-,\",.\"-'\" -,,,..,.,'.,,,.-..,.'..,,,.,,.,,,',,,..-,..',,,.'.\n", + ".',.'.,,,.,,,,.,,,,,,,..,-,--,,.',.,-,.,.\",\",,,.\"\" ','.\",!,,\",:\",.\".,.\",\".\",\".\",\";,-..\",,,\",..--.,,,,\n", + "\"'.,\"\"'.,,\"\";.,.'..,..,,,..-,,,.,-.,.\",,.,,,,,,\"\"\" ,,,,----.,.,,.\"!\";.\",,\",...,,,,.,,',..\",'....,?\",.\n", + ".\",'..-,.,,,.,.,.,,,,..,..-,.,,.\"...,?,,?,.,.,'.,. \".\",,.\",\",,.,,.,.',,-,,,,-,.,,,,.\"'?\",,.\",,\",.\",\".\n", + ",,\"\"\".\",.,,,-.,,.\",-,,,..,.,,'','&',..'\",,-,,.'.,, -.-,,,,..,,';,',,'.,.,;.\"!\".\"!\",.,,,,.,,'-,.,.\"...\n", + ".'.,',''\",.,.,.'.',''-,.\".',...,...,,,.''.''.!'''. ,\".\"----,!\"\"?\".,,.',,.\",,,,\".,,,.:,'.,,,.,,,,,.,.,\n", + "',,,,''\"-,,,,,,.,,.,.,,.,-\"\"\";\"\"\",.,.,,,,.''..,\"\"\" .,',.\",?\".\",\",',\"--....\"\",?\"\".\"\"?\"\",\",,\"!\".,,,.,,'\n", + "\"\",.\",.,,-\"\"\"\"'\"\"\"\"\"\"\"\",\"\"\"\"\"\"\"\"..\",\",...,,,.\"\"\"\". .\"!...,,?\".\",\".\".?\".\",!\",'.,.\",,\",.\"',.,\",.,,,,.,,\n", + "..,.\"\"\"\"....-.\"\"\"\",\"\"\"\"--,,,.\"\"\"\"\",-.\"'-,-..,.,.\"\" .\",\".\",\".':\"!..\".'..-.\",?\",.\"'..\",,,.\",?\".\",,,\",\".\n", + ",,,,,\"\"\"\"\"\".,,\"-.,,,,...,,.,,.,.,,.',.,,.,-,-,-.\"\" ..\",,,..,,''.',,;'.\",,\".\",';'--,\".\",',!.,\",.\",,\",.\n", + ",,\".-..,.,\"\",\"\"..'...,,\"\",\"\"...,.?,.,..\"\"\"\"!\"\"\"\"\"\" ,,.,,,.',,.;.,----,,,,..\",\",\";',--..?\"\"!--!\".\"--!.\n", + "\"\"\"\"\"\"...\"-..,,,.,,,-,.,,,,.;,.,-,,.,,;,.\"\".\"\".\",, ..\".\"...!,...\".\",'.'..\"\",!'!...\"\",\",\".\"\",!-!?\"\"?\"\"\n", + "'\".\"'\"\"'\".\"''.,,.,'\"\"'.,\"\".-..,\",.,,.,,..,-.,,..,. ;,'.\"\",,!\",,,-..,.,,..\",?\",\",?!'!.\".\"',!'*,\",:\"''.\n", + ".\"\",-,,--\"\".,.,',..\",\".\".\"\"\"\"\"\"\"\",\"\"\"\"\",.\".,,.\"\"\"\" !'\"*,!\",\".\".\"\"?,\",:\",...,,?!\".\",.!,.\",.,,,..\",'--,\n", + ",,.,,,.\"\"\"\"..?-,.,.,,,\"\"\"\"-.,.,.,.;-.-.....-.,-.,, \".,.\",\",,,,\".,,,,----,...\".,,,,:\",\",,\";,,\",.\",\".\".\n", + ",,.,,,.;,.-\"\"\".\".-,,.-,.\"\"\"\".,.,,.\".:\"-,\",.\"'\",.\", .\"\",\",,\"'.\"\",\".\".\"\",\".,.\"',,'\",'.\"'.'.\"\",\".\".,\",,\"\n", + "\".,.\"\",.\"\"\"\"\"\"\",.\"\"\"\",\"\"\".\"\".\"!\"\"\"\"\"\"\"\"\"\"\"\"\"\".,.,' ,.\"',,,.\"',\",\",.\"\"!!\".\",...?\",.\"!!\".\"!\",...\",\",\",,\n", + "\"\".-!!\",.,..\".,\".\".\",.\"!.:\"\"\",.\"\"\"\"\"\".\"\"\"\"-,.,,.-, ,'.\"\"'?\"..\",\",,\",,----.\"\",,,,\".\"..!\",.\"??...,...'?\n", + ",,,.,\",.\".:\".--..,.,,....,,.,,.,,...,,,,-,,.\",,.., \".\"',\".\",.\"\":,,,\".\",,.,,,.\"\",\",,\"-.?.?.,.\".',,-.',\n", + ",-,.\",;-.,...,.;,.,\",\",\"\"-,\",.\"??\"\"\".\"'\"\",\";\"..\"\"\" ,.\",,\",\"----?\"\",\",\";?,!\"\"?!\",.\"',,\".,,.-.,,,--,,,.\n", + "\"..-\".\"\".\"\"\"\".\"'\".\",\"\"..-\",,,.,.'.,.,,..-,.,,-,.,. ..\"?\".\",,,..\"\",,!\",.\",\",\",-;....\",',.,:\".,--....\".\n", + "\",\".\"\"\".\"\"\"\".,.,,\",-.\"\",,.\",,.,,,\"\"\".\",,,\"\"\"\",,,., ,.\",,.,..',....\",.\"...!,',',',,.'\",.,,.\"......\",:\"\n", + ".,.,,,.,.,.,...,,.,,\".,,,,.,,.,,,.',--,,,.-.,,,.', ....\".,,''.,,,.,..,,,;,,;,.-.,,'-,,,.-,,,,.,,:\",,.\n", + ".\",,,,,\".,,.\",-,,.\".\",,.','\"\",..,\"\",,,\"\"',,,--\"\",, \",,,,,\",,-.\",,.,,,'.,,.\",,,\",.\",\".'--.\",,\",.\".!\"--\n", + ".\"\",\"\",\"\"..'.,,-,\"..\",\".\",,\"\",\",\".'',,,.,.\"\",\".\".. .,,.,',,.,..\"',\"\"--.,?!\"\",\",.\".\"\",;,\";,,.(),.,,.',\n", + ",\":\"-:,,,..,.--,.,',,,',\"\"\".,.\",'\".\",.,,,.,,\"\",.\"\" .\"?\",.,,,,,.\",,\",.,,,;,,'.\",,\",.\",,\",.,..\",,\",,\",,\n", + ".,.\"\",,.\",;\"',.',.,;\"\"\".\",',.'.,.;.,,,\"\",?..'\"\",,\" ,\"..\",,\".\",.\",,\"?.\"',,('),,.\"?,\",,.,.,,.\"....--...\n", + "..\".,.,'.'\"\",\"\",.,-',.,,;,.\".,,,:',.,-'''.'',''-.' ....\".\"',.,??\".,.\",'.'.\"\"!.\",.,\",,..,.,.\",...\",\",.\n", + ",,'.,''',,'.,.,--,,-.',.'-'.''',,'''.',,,''\",,-,.' \".\",\".?\"\",;..;.\"'.,.\",,\".\",\"..\",...\"\",?\".\"?'.....\"\n", + "'.'',,',.,,,.-,-;,.''','-'''.',.,.,,,,,,.,,.,;'\",, .\"!\"'.,'.....\",\",,,\"?!,.,!\"\".',\",..'.\",!\".\"';''.',\n", + ",,,.,.,.\",..,,,.-,''..-,,,,-,,;,,-.,;.,,.,,;\"\"\".\"\" '?.:'--,.,.','?'.\".\".--...?\",,.\"?\".\",','!',\"-.\"...\n", + "\",.,.,.,,,.'.',''''.'.',,.,,.''.',,,',.''.'.,.''., ,...\"()\"','!\",.,.\",?',\".\",:,!,,.\"\",,\".\",.....\",,,-\n", + "-.'','.,.,.?'\".\".'','!.,,-.'\",.,;.'',',.'',,'.',,. .,.\"',\",.,.\",,.,...\"\",\".\".\",.,,.,,,.\"?\",.\",,??.?\"\"\n", + "'.''''.''\"',.,,-;.,,.''.''''''''''',,,.,..'''','.' !\".,,.:\".!?\"\",,\".,,..\",!............,!...,'...-!\".\n", + "'.;'.,''''\"\".,,-,.-'''.',-,.,',,.\",,;,.,'',.,,,-,, \",,!.\"\",,\".\"!\",.,-'.',,.\",!\",.\",,\",...;.\",\",.,,.,,\n", + "'.\",,.,..,;.'-,,.\",.,'.,.,..,,,.,,,,,,.\",,'.,.\"\"\"\" .,,--.\",,!':,,.--..!!!'.,,,!...'?...\".,-,.\",\",\",';\n", + ",..',,.,\"-.:-.,.,.\"\",.\",\"\",\",.\"'..,,.\"\",..,.,,-,-. ,,!,.\"'-.;,,.,.\"',\",\".,\"(),\".,,.,,!.,,,,--.,,.,\",\"\n", + "....'','.'',-''''','..'''',..,,.''\",.,-,..\"\"\".\"-,. 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**:://../////--.,(!).,,--.,,.,.,,.--.,.***:***-,(\"\n", + " \"),-(://./)..-..-,,,(/).,-.-,.....\"\"..-...--.....(\n", + " \"\"),-..,,,,.,---.-.....,,,,,-....:...,,,--(\"\",\"\"),\n", + " ,,,:.,-.....-(),.\"\",....-........-,.....-....-,-..\n", + " ..,,,,,..-....,,,,.,-\"\"-(..),,,,,,,\"\".-......,,,,-\n", + " ........--%-.-,.().,\".\"-(-)/-.-.-,..,,.--....-,,-.\n", + " ......,,-.,-,,\",\",,,,,,,,....,-\"\"..,,-,-,,,.,,.,,,\n", + " ,,,....-,().,..,.,......,'-',,.....,.....-,,,-,,-,\n", + " ,,,:()-,(),,-,()..--,,-..,-'-.,-.,://....()().'-.(\n", + " )()://./...'.'..,,.,.,,,()-,@..'://.:..@..-.($$,).\n", + " .,..://.,.,.....,.,:://./.-..-.,-.-,...,.:://..-,,\n", + " ,.\n" + ] + } + ], + "source": [ + "compare(sherlock['punctuation'], pap['punctuation'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Compare more than two texts at a time" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def compare_many(*texts, offset=0, line_len=100, gap=' '):\n", + " def padded_segment(text, start, length):\n", + " segment = text[start:start+segment_len]\n", + " segment += (' ' * (segment_len - len(segment)))\n", + " return segment\n", + " segment_len = line_len // len(texts) - len(gap)\n", + " max_len = max(len(text) for text in texts)\n", + " for i in range(offset, max_len, line_len):\n", + " segments = [padded_segment(text, i, segment_len) for text in texts]\n", + " print(gap.join(segments))" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "..-.......'.........,,,.,,,.,.-' ,.,-..:::,[#]:,:,]::******,,.,,. ,.,-..::::,[#]:,:******,/:::::-:\n", + ",,,..\"\".\",,\"\"\".\",.,,.,.\"\",\"\",.,\" .,\",\"!.\"\"?\"\"!,!__,.\"\".,,,,..\"\",. !!\",.,,,,.,,.,,,,,.\",,.',\",.\"??\"\n", + "?'\"\"!...,,.--,,,\",--.\"\".\"\",.\"-,' 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,,?,,,.\";.,,,..\",\";\",..;,,.,; <> ..\".,,.'.'.\",?\".\",.\",-,,--.\",\n", + ",\",\"\"\",\".\".\",,.,,,.,.\"\".\",... <> ,,,:\",.,.\",,,\",:;;;.\",.,,.,-- <> ,',\".\",\"..,.,,..,,.,,.,,'.,',\n", + ",,..\"\".\"!\",.\",.\".\"\".\",\"\",.,,, <> ,,.\"\"?\"\",.\"\"??\"\"..,;.\"\",,,,!\" <> .,,.,,.,-.',,.'(),',.(,)',:,,\n", + ",.,'-,.\",,.,,,-.,.,-.,,,,.,,, <> ,__.!!\"\"..,!\"\"!,\",\"?\"\"...,,!. <> ,...'',\".,,',.,,,,.-,,,.\",!',\n", + ",;.\",..,,,.,.,.,,,,,.,.,,.\",, <> ;.;__...,,,,.,,,'..,..,.,,,-- <> )\",,,!\".,,,,,.\",\",...\",\".'.,,\n", + ",,..,,.,-.,,..-..',',''',.,., <> ,,----;,.;.'.,,..,,,.;,,;,,,. <> ,,,.,,,-,,.,,,,.,.----,,...,:\n", + "....\",.-,,.,.,,,.\"\",,\",,,,.,, <> ,',..,....\"!\".\"..\".,,.-,--',. <> ,,!\",.\",:!'?\";..,,,.\",,\".\"!\".\n", + ",\".,,,',.\",\",,\",,\"\",.\".,,-,.\" <> \".!,,...\"\"?\"\";?\"\",\".\",\";\".\":\" <> ,,!\",,,:\",,,,,,\",.\"!!!!!!!!!\"\n", + "'.',,,-'','.'.,?.,.,,?,,'\",., <> ,,,\",,,,.\"\",?.\"\",\".,,\"'.?-,.\" <> 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",.,,,.,,,.,,..\",,.,,..,,.,.'' <> ;,,.,,,,.';.----,-.,,,,....;; <> !\"'..,,.,.\"!\",'.'..--,.\",!\",.\n", + ",.,,,.,,,.,.,..,.,,..,-.,,.,. <> ,!.\"..;,,,\"!,-?;,,-,,,,.\".,;, <> \",.\"!\",,,.,.,...\",..??\",.\"?\",\n", + ",,...,...,,,,.,,,..,',..,,.,. <> \".\",;.\"\",\";\".\"..,..;,.;,.';'. <> ...,,..,,.,,,\"!\",.\"!?'!\".,,,'\n", + ",,..--,',,,,,...\"\"\".\",.'..',' <> ;;,,,.',,.,,.,,,.,,..,,,.,,;, <> '.,',.,.\",,\",.\"..\".\".,!\"\",,\",\n", + "..,,.,.\"\";\"'\"\"\"\".\".\",\",\"'.\"\"\" <> ,;.,,.;,,,.\",\",\",(),.,--,,;.\" <> .,,,.,,-.'',.,.,,\"!\",,.\"',!\",\n", + ",.-,,.,,.\".\".\",...,,',\"\"\",.\". <> ,,.'.,..,,,.__,.,;,__;.\",,.,, <> ,.\"......\".\",!\".\"\"*,..,'\"\";.,\n", + ",\"\".\"\",\"\".,,,,,\"\".-,-\"..\",\"\", <> .,,.\",.;.\"__,.',..,.,,,.,.,.\" <> \"..,..',.....\",\",...,,.\",,\".\"\n", + " <> ,.,,,__.\",,;,.\".;.;.__,;,,',, <> !',\".\"'...'.'!\".,.\",'!\"\",\".\",\n", + " <> ,,,...,,----.--!.,,..,.;,;,,, <> \",?\".\"'',!',\".\"'.!.-,!'?\".',.\n", + " <> 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.,.,,,.'.\"\",\";\",.\"\"!!?,!,?\",. <> \"\"......,\".\"',\".\",....\".,,.,,\n", + " <> ,,.',.,.;,..,,'.;.,..,;,,.;.' <> .,,..\"!\".\"?!,,,.,,,.?,!\",..',\n", + " <> .,,,.\",\",\"'!'!,,!\",.\"?\",.\".,. <> .,.,,,..'..\",,\".\"'.\"\",\",.\"''.\n", + " <> ?,,.\",\"!,,!'..,.!,,,.!!\",,.., <> .,,,.\",,,...\"\",\".,,...\",\",\".\"\n", + " <> \";.\",.;,,.\"!\".\"!,,!__!__!\"\",. <> \",\".'.\",.\"!\".\",\",....\",......\n", + " <> ,,.\".\"__.\"\",,\".,.\".,,,,.\"\",\". <> ..',.,',,.\"'?\",''.\"--....\",',\n", + " <> ?\",.,:--\",,.,,.\".\",,..\"\",\",,\" <> ..!!...'!\",,.\"......\".,,,,,,:\n", + " <> .,,?\"\".\"\";,.,,..\"\",.\"\",?.,.\"\" <> ..,,,.\",\":\".\",.,.,,,,.\",?\",.\"\n", + " <> .;.\"\",\".\".,,,.\"\",!!??.,,;.'.. <> ,.\".\"?\"\",.'....\"\",,\",,,..,,,.\n", + " <> ,,':\".\".\",?\"\".\"\"....\"\"__...;- <> ?'.\"'.,',',,,.,,,'.\"',?\",,.,.\n", + " <> ,,,,__,.\"\".,,.,,.,.\"\",,,\",\",. <> ,.\",,\",.\",,..,.,\",\",',,,\",.,,\n", + " <> ,,.,,,..,!,;__,__,,,..,(,,,), <> ,.\",'?\".,..',,.,.,,,.,--'--,.\n", + " <> .\";.;.,.,\".,.,..\"',;,;:\".;__, <> \"\".,,,,,,.,,,...,,-..,,,,,.-,\n", + " <> _,,!,,__.,,,?.,,!!\"',..\"?\"\"!. <> ;!\"*.\",'!\"\"?\"\",!\"\"'?\".\",,,\",\"\n", + " <> !,.'.,,,--.,,??\";,..,.,.',,,, <> .',----??!'.,?\",.,..\",',\",\"..\n", + " <> ,,,,.\"\"__,\",\".,.__.,__.\".,,\". <> .,.\"',?\".\",!,.\"\",,\",.\",\",--,\"\n", + " <> ?,-,,...\"\",\".\",,;,,,.\"\".,,,,, <> .\",!'!',,!\",..\",\"..\"',,'?\".\",\n", + " <> ,\",\",.\"\",,,...,,,...\"\".,,,,., <> ,,,,,...,,,,....\"?\".\",.\",,.\",\n", + " <> ;.\"\"__.,__.\"\",\",\",,;,,.,.\"',; <> \",!??\",,.,,,'.,.'.(,!),.\"!\".\"\n", + " <> \"..,.,,,.,,..,,'..\".;;.,.,,.. <> ,..,,.,.\"--,!!.......!'--.?!.\n", + " <> ..,..\".,.\"!!,\".\",,----?--?\"\". <> .,.'',..'.,,.,.\",\".\"\"(\"\")\".,,\n", + " <> !,.\".;.'.,.*****\"!\".,,\".!?-,, <> ..\",,'!\".\",,..'.!\"\",!\"\"'!;...\n", + " <> ;.,,;.,.*****,.,.,.',;--__,,, <> ...\"\",\",.\",.,\",.,,,',..\",,!\",\n", + " <> \",\",\".,,,.__,..,.,;...,__..\", <> ..\",,.,,,?''....'.'\"\",.,'.\"\",\n", + " <> ',.,;,.-,,.;,.,.,;,.,,,,,.\"!! <> ............................!\n", + " <> ,.;.--,,.;..\"--,\".\",,;__'.\"', <> \"\",,!'?.\",,,.\",,\",,\"'!\".\"....\n", + " <> .\"\"?\"\"!?.,;,,;.,,?,,,?\"\",.\"\". <> \"\",,!\"\"',,\".\"?\",'..\"?\"\",,,?\",\n", + " <> ,,.\"\",,.,,.\".-,.';,__,,:\",,,, <> ,?\"'.,,\",.\"'?\".\".\"\".'.\"\"?\"\",'\n", + " <> .,,..',,,.,,,..,,.,,.',.,..', <> ..\"!\",,,.,,,,,.,,,,.,,'',,,.,\n", + " <> ,.,,.;.'.,;',.,.;,.,,,,.:\",\". <> .\"!!\",.\"!....!,,,..!!!.--....\n", + " <> ,..',.;,,,.,',,;,,,,;,,,.,.,, <> ,.,,.,'(),.,,.,,.,,,,--'.,',,\n", + " <> \"),-(://./)..-..-,,,(/).,-.-, <> ,,-.,',.\",?\".\"?'!\".\",\".\"--','\n", + " <> ,,,:.,-.....-(),.\"\",....-.... <> .\",',\",.\",,....\"\",,,\",\",,',!,\n", + " <> ........--%-.-,.().,\".\"-(-)/- <> \".\"...!\"\"''?\",.\".\"\",''.\"\"?\".\"\n", + " <> ,,,....-,().,..,.,......,'-', <> .'.,.,,.,,.,,,'.,:\"!\"(\"\"').\",\n", + " <> )()://./...'.'..,,.,.,,,()-,@ <> ,..,.,,,,,,..,,,.----,,..,,.,\n", + " <> ,. <> \"().\".\",,,,:\"??\"\",\",--.',.,:\"\n", + " <> <> ..,,.,,.,.,,.,,,.,.',,,;,,,,,\n", + " <> <> ,\"!\",,.,',:-,,.(),,,,.\"!!!\",,\n", + " <> <> ,,,\"!\",,\"!\",,..\"?\",,..',,,,--\n", + " <> <> '.,:..,,',,--,.\",,',,!\".,,,.,\n", + " <> <> ,,.,,,,,,,-,-,,.,.,..\"...,'!\"\n", + " <> <> ),\".--!':,,;,..;..\".,,.'...,,\n", + " <> <> ?----....,'!,\",,-,\"!''',''.'\"\n", + " <> <> ,,,,,,,'.\"!\".\",,....\",--.\",,\"\n", + " <> <> ,.,,.,.,,,,,,,.,,.\",.'!\",.',.\n", + " <> <> .,.,,,,.,,,,,!','.\"?\".\",!\",:\"\n", + " <> <> '?\",.',,:\":!!\",',.',,.'.,,,'.\n", + " <> <> ,',\".\",'!\".\",,...\"\",,,...\"\",'\n", + " <> <> ,,,,,,.,,;.,;.,,,--,,,,,,,--,\n", + " <> <> ?\".\",',',,!',,\",.\",\",\",,!,'--\n", + " <> <> \".\";,,,,,.\"\",,\".\",!\".,,,'.,,:\n", + " <> <> \",.,,,.',.\",,!,\",.,----..,,,,\n", + " <> <> \",,'.\"!\",.,,,.,,,,...,,,',,.'\n", + " <> <> \"\"?...\",.,,.\",--,--,\".\",.,...\n", + " <> <> ---,.\"?\".,,..',.....\"?\".\",,,.\n", + " <> <> ,,!\".\",!\",.\",,!\",'..,',;.,:,,\n", + " <> <> ,?.\"'......--,\".\"...'......,.\n", + " <> <> ..,'.'..,....,.',.,-,,,,!'!\"'\n", + " <> <> ..!\".':,..,...\"'!'!\".\"',,\"..'\n", + " <> <> ,,.,',.,.,..\"!\",,.\",!\".,,,...\n", + " <> <> \"\",,.\"\"'?\"..\",?\"\".\"\",\".\"!\"''.\n", + " <> <> ,,,.,,,..,,,,,,,,,,,.,----,,.\n", + " <> <> ''!!\"\",',,'..\"\",?,\".\",!'!\".\"?\n", + " <> <> ,.,,,.,,.,,;,.,,,,'.'.,,.,',.\n", + " <> <> '.,-.,.,..,,.,',.,..\",,\",\",,,\n", + " <> <> .\"\",\",\".\"'.,.,',',,.\",,..\".\",\n", + " <> <> .,,.,,,,,,-,,,,.,,,,.--\"',\",.\n", + " <> <> ,,,,\".'.,,..\",,,\",,,.,,.,.,-,\n", + " <> <> .,,...,,..,,.\",!\",,.\"'!\",..,.\n", + " <> <> !\",,,...,\"!?\";.,,,.,,,.,..'..\n", + " <> <> .,,.,,,,....:--.-,.,.\"?\".\"'-?\n", + " <> <> --.,(),--(),.,,,,,..\"--,?\",.\"\n", + " <> <> .\"!,\"....,,.\",\".,,,,.,,,.,,,.\n", + " <> <> !!\"..\"?\".\",?\"\"!\",.\"?\",,,..\"?\"\n", + " <> <> ,.\"????\".\"!'!'!\",,.\"!\".\"--!\"\"\n", + " <> <> \"'!\".\".\"\",\"-.\",'......!,!'.'!\n", + " <> <> ,.\"'.,?\"..,----.,-,.,--.,--,.\n", + " <> <> ,,.\"!!;,,?\".,,,.\"'?,,.,\";,,.,\n", + " <> <> ..''.'(),.,..,,,,---,',,,,,.,\n", + " <> <> .,,:\",?!!\"...,,,,,.,,.,,,,...\n", + " <> <> ,.,;,.,.,.\"!,\".\".\",,,,.:,,.,.\n", + " <> <> \".\",!\",',.,,\"\".\",,,\".\",?\",,,.\n", + " <> <> ,,,,,,..,,.',,.\",,\",\".\",,.:..\n", + " <> <> \",\",\",'?\"\",,''.\"\"'??,',\",.\",,\n", + " <> <> \",!!'.,.\"\"?\"\",!\",,,.:;,,,.;,,\n", + " <> <> ,,,\"!\",,,.,.,,,,,.,,.,,.,..,'\n", + " <> <> ,.,,'.,,,,..,,-..\",--!\"'.\",!\"\n", + " <> <> ,,.,-,,,.,,',,..,,.\",,!\".,,.\"\n", + " <> <> \",!,.,,,',.\"\",?\"\",.\".\",?...,.\n", + " <> <> ',\".\"'.,!\"\",?\".\",!\",.\"','.\"\"!\n", + " <> <> !\".\"',\".\"?\".\",!\"\",,-:.,?\"\"?\".\n", + " <> <> ,,,.,,,;,,;,,..,,,,,,,,.,..,,\n", + " <> <> ,.',.\",',!\"\"?\"..\"'--,...,',\",\n", + " <> <> .\",,!\",,,.\",,?\".\"!\"\"',,,,'!\"\"\n", + " <> <> 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<> <> ?--,'...\",,-'--';.\"',\",.\"';'.\n", + " <> <> ,,.'.,,,,.,,..,,\".\",.,.,,.,,,\n", + " <> <> ,,'().,.\",,\".\".,\".\",,',\".\"?!,\n", + " <> <> ,.'.,,',.,,,.,.\"...\",;,--.,,:\n", + " <> <> ,.,;,.,..,,,.,.\"'?,\",.\"'?.?\".\n", + " <> <> ?,...\"----\"','-'.'.':!;--....\n", + " <> <> ..\",--.'',''..'.:'.,'.?'?\"\",,\n", + " <> <> ,,,.,,'.\",,',\",.\"...,\".\"',,',\n", + " <> <> ,,....,'-\",\"\".,,..\",!,,\",.'.,\n", + " <> <> .....\"\"',.'?,\".,,.\"','.',\"--\"\n", + " <> <> !\",,,,.,,,.,',.,,.,,,..\",!...\n", + " <> <> ..\"\"?\"\",,\",'.'--.,','.,,.\",!\"\n", + " <> <> ,,.,,,.,',.,',,,.\",?\".\"','.'.\n", + " <> <> .\"!\".,,----,.,.,.,:,,.,',.\"'!\n", + " <> <> ...,.,.,'.,,.,,.,''..,,,,.,,,\n", + " <> <> ,,.,,,.,,,,,.\"!\".,.(,.),,,..,\n", + " <> <> \".,,..,.,.,...,.,,,':\"?,'!\"',\n", + " <> <> ...,.,,,,,.\"!!\".\"?\",.,,.,-,-,\n", + " <> <> .,,,.,,--,,.'',,,.,.,.,--.,.,\n", + " <> <> ,,\".\",\".\"?\"\"''....\"\",,,\".\"','\n", + " <> <> ,.,,.,-,,,,.,,''--'--..,,-.\",\n", + " <> <> ,,,.\".\",,!\".\".,,.,.\"\",----.'.\n", + " <> <> ,;,.\"!!!\".,.----,.,.,.\"!\".\"'!\n", + " <> <> ..,.,.,',.,:\"?....?\",,.,,.\"?\"\n", + " <> <> ,,.\",,,\".\",,.,....,.!\"\",?\".\"?\n", + " <> <> ..\".,!'.\"\"',\".\"'!\".\"',',\",.\"'\n", + " <> <> .\";,'.,\",\"..',?\"\",!\".\"-\".\",'.\n", + " <> <> ?,,,,,\".\"'!..!\",.\"!\",..\",'?\",\n", + " <> <> '!',!\",.\"',\".\"'....,!,','!...\n", + " <> <> ?'...,!\".\",....\"',.\"?\".\"?'?\".\n", + " <> <> \",.\"\"?\"\"!?!\".\";',.,!\".\"'!\".\",\n", + " <> <> ,,!.....\".\"'?\".\"..?\"\"','...\"\"\n", + " <> <> ,.\",!'!\"..,,,.,.,-,..,,.'.,..\n", + " <> <> '.--,,,,,--'.,,,,,.,,,,..\",\",\n", + " <> <> ,\"..\",\".\"','.,!\",.\".'.?????.\"\n", + " <> <> \"!\",,,.\"'!?!\"'.\",!!!\".\"?\"--.\"\n", + " <> <> ;.',.,.;,,.,:\"!!\".,,.\"!\"..,-'\n", + " <> <> ,',\"??,....??\"\",,\".\",,!.?\"\",?\n", + " <> <> \"\",'?\".\"'?,?\"\",,\",-.\",,',..?\"\n", + " <> <> ?.--,!!!...\",.\"!\",..\",,!\"'.'!\n", + " <> <> 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<> \".\"-.,'!\"..,'.\",\".\".\"\",',,'.'\n", + " <> <> ,\".,,.,,.,,,,,,.,.\",\",.\".,...\n", + " <> <> \".\",!,\",.,:\"?'.\"\"?'.'....,'.,\n", + " <> <> -'--.,,,.,,.,,.\",\".\".\",.,.,..\n", + " <> <> .-,,.\",\".\"!\",'.,,,,--.,;,,..,\n", + " <> <> .\",\",\"\"--.\"?\".\"?\",,.\",\".\"?\".\"\n", + " <> <> ..?\".\"!......,...!',?\",..\"?\",\n", + " <> <> ,,!!!\".',.,,,.'..\",,,\",.\",.\",\n", + " <> <> '!.'!...\",.,,.\"\",?\"'...'''!\",\n", + " <> <> ,,,..\"??\",.\"??...\".,.\",!\".\"'?\n", + " <> <> ,,.\"!\".\",'!\"\",'!.'...,\".\"!?\",\n", + " <> <> !',--.\"\",'!\",-,.,.,.,.\"!\"',.\"\n", + " <> <> :,',----'.??..-.'--',,.\"!\"--.\n", + " <> <> ?'?!',','\",'.\",,\",:\",'.'--.?\"\n", + " <> <> .,,\"!\".,,',.,,,.,.\"!,-,,\",.\"!\n", + " <> <> ,,\".:\"!'!\",,.\",.\",,.'..\"!,',\"\n", + " <> <> \",.\"\",,\".\",,,'.\".\"?\",\".\".....\n", + " <> <> ---...,.,.\"...!,,\",\"!'.','.'.\n", + " <> <> \"',.\"...!\",'.\",!\",,:\".\"\",,\"..\n", + " <> <> ..*...\",\"\".\",!\".\".,,....,.,!\"\n", + " <> <> --.*\"','.\"*()\",,.\"\",-,;,,,--,\n", + " <> <> ,,,',,.,...',,,,\"----,,,,,,,\"\n", + " <> <> \"''!\"\",\"'.\"--,.',\",:\",,!\"\",!\"\n", + " <> <> .\"\",,\".\".\"\"?\".\"'?\"\"?\"\"?!...,:\n", + " <> <> **\".,!\"\",!\".\",'--!\"\"''?\",.\",,\n", + " <> <> .....\"\",\".\",..\"\",.\"**\".\"\",,!\"\n", + " <> <> ,,,\",.\",!!.!--,..'.,,,?,,\",\".\n", + " <> <> !.\"\",'...,\",.,,,,,.,'..,.\",,\"\n", + " <> <> .\"'.\"\",,...!\",.,.,.,,,,.:\"?\"\"\n", + " <> <> ,,--,...?,.;.-,-,-.??.,,--;--\n", + " <> <> ,,.,,,.,(),,.,,(,),-,,.--,,..\n", + " <> <> --.,-,.(,),,,-,-,-.,-,.-,,--,\n", + " <> <> \"..,,..'...,,-,,..:,...,.'.,.\n", + " <> <> \",..\",?\",.\".'.\".\"?...,?\".\"?\".\n", + " <> <> .',,.--,--..,,,,,.,,.,.,,:\".\"\n", + " <> <> ?\"\",'?\",.\",\".,,.\"?\".\",,,,\".\",\n", + " <> <> .\"'.,'.'.\"--,--\"',,....\".\",,'\n", + " <> <> '...\";,,..,...\",!...!\".\",\".,,\n", + " <> <> .--,,.,,,,,..,,.,,,,,,,.,.\"!?\n", + " <> <> \"\",,,\".\".,...\",\",....\",,',.\",\n", + " <> <> 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\",.\"???\",.\",\",.\",.\".,,,.,,,,,\n", + " <> <> ,,,,,.().\"!\"--,\"!\".\"!!\"--;\",!\n", + " <> <> \".\"',!\",..,,,,,,,.,,,.,,.,'.\"\n", + " <> <> .\"?\"\",,\"..\"',\",\"'.\"\"?\".\"?\"\".,\n", + " <> <> .\"',\".\"'?\"\",.'','.\".,.',,,,,.\n", + " <> <> -,,.\",?\".\"?\".\",!,.',\".,,.,.\"'\n", + " <> <> ,!\".\",,!\".\",'!\"-,.\"!\"'.\",!\",,\n", + " <> <> ,,.?\".\"!\",,.:.,,'.,,.,,.\"!\",.\n", + " <> <> ,,,,,,,.,...\"!\"..,\"!\",,,-,,.-\n", + " <> <> ,!\",.,,,,,,,.'.,,',,,';.,,..,\n", + " <> <> ,;..?.----,.,,;,,.,.,,,,.,',,\n", + " <> <> !\".\",?\"\",\",\",'.!...\"..,,',...\n", + " <> <> .\"'',,.--.'...,..,,,.\"?\"..,..\n", + " <> <> -.,,,,--,.,,..,,.,,,,..,..\"??\n", + " <> <> -.,,,--,,,,.',.',..\",\",.\"?\"'-\n", + " <> <> ,,..,,-,.,,,.\"\"()\",\",\"\".\"',,\"\n", + " <> <> \"'\".\",,!\",,-.,..,:\",,?\"\",,,\",\n", + " <> <> .,\"!\".,',.,,;,,;,.,..,,,,.,.,\n", + " <> <> ,.\"...!\",.\",!!....\".\",.!\".!,.\n", + " <> <> .,,,,,..,..,.\"?!\",,,.\",,'!\"..\n", + " <> <> 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.,.,,,..\"!\".\",!?,?\"\",!\"..\"'?\"\n", + " <> <> ..,...\".,',,,,.,,.\",!\",\",.,?.\n", + " <> <> ,.\"',\".\";..,..,.,,.(,,).?\".\",\n", + " <> <> .'.\",\".\"..\",--....,----',,.'.\n", + " <> <> ,!',\".\"''?\".\",\",\".,,\",,\",...\"\n", + " <> <> ,,.\"',,\".\"....-.,'?''--.'.'?'\n", + " <> <> '?',',',.''','','!.'',.'.,.,.\n", + " <> <> ,.\"\",?\".\",,\".\"',\",\"...\"\"!\",.\"\n", + " <> <> ...............\".-,,..,,.',,.\n", + " <> <> ,--\"\"--,,,-.'-.--.,.',,.,.,.,\n", + " <> <> ,.:--.,,,,--,,,.,-,'-.,,.,,,.\n", + " <> <> ....\"\"',\".\"...,\"..\"?\"..\",''?\"\n", + " <> <> .\"!\",',\",,';!:--.?.'!\".\"??',\"\n", + " <> <> ,,,.',,..,,''..,..,,,,..,',.,\n", + " <> <> \"',!!',\".\"!\"-..,.,,,..,.,,,'-\n", + " <> <> !,','.\"\",''.,\".\"?\"..\"'!.\".\"!\"\n", + " <> <> -,,,.,,'.'.-'.,,...-.-.\",,?\",\n", + " <> <> ,,..\",,\"-.\"?\",.\",,,\",,.',,'',\n", + " <> <> .,.'.'.,.\".\",?\",'.\"!?\".\",\".\"?\n", + " <> <> ,\"(,\"\"),\",,,......,,\".\",..!\".\n", + " <> <> \",\",,'.,,..\"(.)\"'!,!.,..,,...\n", + " <> <> ,,\",,...'.?\",,..,,,,,.\"'!'!\".\n", + " <> <> \",.\",,!\".\",....',\",.\"...,\",.\"\n", + " <> <> ?\".\"'.\"\",.'.\".\".',',?\".,'.,.'\n", + " <> <> ..\"!\",,,.\",?.'?\",.\",\".\".\"...\"\n", + " <> <> \",'!\":,.,,,,.,,,,...\",'!\",.\"!\n", + " <> <> \"\",'.?\"\",\",\"''!!,!\".,,.,,,---\n", + " <> <> !\".\",','!\",.\",.\"\",,\".\"...\",.\"\n", + " <> <> ..,\"-...,,.....,.:.'.','.,,,,\n", + " <> <> ,,.'.,,,,,,..,.\",?\"\"!\",.\",\",,\n", + " <> <> ,,..,,.-,,,,,,,,,,...,,,,.,,.\n", + " <> <> ,...,',\".\",......,.\"(.)\"--,,-\n", + " <> <> \"?,,?\".*\",,.\"*()\".\".,..(),---\n", + " <> <> ,,,.,.,,..,.,;..,--,',--,.,,,\n", + " <> <> -.\"!\".\"!\",..'.,,.,,,,,,..;,--\n", + " <> <> ,,..,,,,,.\"!\".\"!',--!!...',.;\n", + " <> <> .,.\"??\",..,,,...,,',.,,.,,,,.\n", + " <> <> ',..,..\"?\"\"--.\"\"?\"\",,\",-.,,.\"\n", + " <> <> !!?,?\".,-.--.\",......\".,.\"...\n", + " <> <> :\"',!\",,:\"!!...',!\"\",,--!...\"\n", + " <> <> '''.\",.\"?\"\",,!\"\",?\"\"?.\".,,.,,\n", + " <> <> ,\",\"'....\"),\",.,'.,,.\"...,\",\"\n", + " <> <> .,,.,,.\"',!,!\".\"',!!!\"..\",.'?\n", + " <> <> ,,,,.,,.'\".\"()',,.,,,.,,..,..\n", + " <> <> .,,,,.\",,\"',\".?,,.\"\",:?\"\"?,'.\n", + " <> <> ,,,,.,.-..\"?\",.\",,\"..\"?\".\",,,\n", + " <> <> ..\"','!...'!\".,,..,,.\"?\"..,,,\n", + " <> <> ,,:\"!.\".,,,,,,.,,-,,.\"!...!\".\n", + " <> <> ,,,,.,..,.,,,,,,.\",!...?...,.\n", + " <> <> \",,,-.,',..,-,-..,,,,,.'.\",..\n", + " <> <> ..,-.\",\"(),\".:.\",.,...().,..,\n", + " <> <> ,.:\"!....\"\"?....,\".\".\",,-.\"..\n", + " <> <> .,,...,,.\"!\",,....,...,.,..',\n", + " <> <> ,,.,.,,,,.,..,,.,.,.,,,.,,,,.\n", + " <> <> ,,,..,.\"\".',,,.(,--),,.*'.',,\n", + " <> <> ,.,.,,,--.',...,-,,.,,--.,,,-\n", + " <> <> ,,,,.,..,',,.\"',\".\"',...,?\".,\n", + " <> <> .\"'!!,,!\".,.,,-,.--..--,,--,,\n", + " <> <> ,!\".\",--'...,...\",.,',,,,.,.'\n", + " <> <> \".,\"..,--.,--.',.\",\".\",,!,\",.\n", + " <> <> '.\",\",'.\"....\"()',,,',.\",,,\",\n", + " <> <> ..\",,....,.\"()\"\"----\",.!!.,!!\n", + " <> <> '.\",,?!?\"\"?\".\",,!\",,.\"!\".\"?..\n", + " <> <> ,--';,.,,,,,,'....,.....\",.\",\n", + " <> <> ,,'.,..,...,....-.,,..,.,.,,,\n", + " <> <> .\"-,',?\".\",',?.!\"..'.,,.\",',\"\n", + " <> <> ,\"\".\"',--!,?\",.\"?\".\",,!\",,.,,\n", + " <> <> ,,,,.,'.,.--..\",!,\",,,....,..\n", + " <> <> ..,.,.,.,,,..'.',,,,.'.,..,.,\n", + " <> <> ,?'?\".,.,,.\"....'...\".\"!'.!.!\n", + " <> <> ,'..,,.\",,!\".\"'?\".\",,.\",,,.\"'\n", + " <> <> ,,\",'.\",.\"\",...',\",,.,,,.,,,,\n", + " <> <> :,.,..,,..,,,,.',.,,...??'?,.\n", + " <> <> .',.,.,-',,.,',,..,.\"'.?\"..\",\n", + " <> <> ,...,..;;,,,,..,,,..'.,..,,,.\n", + " <> <> ',,,'--''-''--'...?',!\"..\"--,\n", + " <> <> ,,,..\",,\",..,,.,,.,,,,.,,,.,.\n", + " <> <> ..,,.,,,.\"'?\",.\",!\",',.,,.,',\n", + " <> <> ,,.'.,....,,..,,.,,.,,..,'..,\n", + " <> <> -,,,.,.\",,,,...,,\".\"...!.'!!.\n", + " <> <> ..\",!\",.\",....,,,!\",.\",,...',\n", + " <> <> !\",.\"',.',,,!!\",.,,,.,,;-,,.,\n", + " <> <> ,-,,,.\",!\".\"'.\",--.\"!,,!\".\"-,\n", + " <> <> -..,,.,,.,,,.\",?','??\".,.\",,\"\n", + " <> <> ,-,.',,.,,.,.\",!\",.\",!\",,,,..\n", + " <> <> \".\",.\",\",.\",,\".\",\".\"?\".\".\"\".-\n", + " <> <> ,,,,,.,,...,,,.,,--,.'-,,,.,.\n", + " <> <> \",.!\".',.\",\",\"..\",:.\",\",,\"\".\"\n", + " <> <> !'\".,,.,:\"...\"..\"-;,,.,',..,.\n", + " <> <> \".\"..\"'!\",,'.,--.,,,..,,,;,(,\n", + " <> <> *,.*()*.*()..',':\",?\"\",,\",.\".\n", + " <> <> -,\",,,...\"\"?\",.\"?...!\".\",\",,\"\n", + " <> <> ..\",.',--,'--(),,:\"!\",\"!\".,,,\n", + " <> <> ',,.--,,--,',,,.,,;,,.,,,--,.\n", + " <> <> ,,,\",--?\",,,,,.'.',.,,--.,;.,\n", + " <> <> .,,,,-,.\"?\"\",.\"()\",;\"()\"'....\n", + " <> <> ,.,'',,..,,.\",,\",.\".\",,,,..,.\n", + " <> <> \",,\";.\"'!\".\"......?\"',,\",!\".\"\n", + " <> <> .\"'.\",?,,....-\".\",!'.?,'.--'?\n", + " <> <> .,'','.--,,,-,.,.--,,;;'----,\n", + " <> <> ..,;----',','.,.',.,',.(),,,,\n", + " <> <> ,.,',(,).,,,,,,.;.,.,,.,.'.\"?\n", + " <> <> ,..,,...,,.',,.,,,,,.(),.\".!\"\n", + " <> <> --.,,\",...\"!?\",.\",\".\"'.\"\",,.!\n", + " <> <> '',..,,,,.\".\",..'.,.-,.-.;,,.\n", + " <> <> .\"!!!\".\".\"'.,.\"!\".,,,'.,-..,,\n", + " <> <> ,.\"?\".\",',,\",.,,,.,.\"!\",,\",'?\n", + " <> <> .,,,',,.,.,,,..',,,.,,..,.?\",\n", + " <> <> ...,,...:,.,,,,.,,;,.,.,,.:\",\n", + " <> <> ..:\",,\",.\",,..\"\"?\".\".\"\"?\"\"!\",\n", + " <> <> ,,,,??.--.----,,.'',,.,.'--,,\n", + " <> <> ,,,,,.,,..,,,.\",,?.??\".\",!\".,\n", + " <> <> ,,,,,.,.,...\",\".,..,,..,.,,,,\n", + " <> <> ,,,.,,-,'-,,.\"',,?\".,.,,:\",,'\n", + " <> <> ,,,.\"!\".\"!\".\",',\",\"?.\"\",...!\"\n", + " <> <> ,.\"''.?--'.?',';',\".\"??\".\"??\"\n", + " <> <> ,,\".\"--,,.......\"',,,,.\",,\"\"!\n", + " <> <> ,:\",,!,,!,!\",,,,.\"'.,,,\",.\"?\"\n", + " <> <> ,,,.,,..,----,,.,,,,..,..,:\",\n", + " <> <> ),.,.,,,,,--,.,,,,'(')...\"\"\",\n", + " <> <> ,...,,.,.,.',,,.,--,,--,.,.;,\n", + " <> <> ,,.(.).\",!\",,,...\"!\",\".\"**\"!.\n", + " <> <> ..\"?\",.\".,\",.\".,.\"'.,,,.,--.'\n", + " <> <> .,\"..\"???\".,..().,.\",\",.\"',.\"\n", + " <> <> .\",??\".,'.\"?\",.\"?\",.\",,,\",,()\n", + " <> <> ,.\",',\".\"',\",.\",?\",.\",\",.\",,\"\n", + " <> <> ,!\".\".\",,,\";\",,'!'--,,.,\".'.,\n", + " <> <> \",?!\",,,,,,..,,..,:\",\".,.,,,.\n", + " <> <> .\",!.\"\"!\"--.\"?\".\"?...,,,--??\"\n", + " <> <> .,,.,,,,..,,.,,....,.----,.,-\n", + " <> <> ,.,,,.\"?\",.,,.,--.\"??...\",,,.\n", + " <> <> ???,??....,,,,,--,,--.,,.,-,,\n", + " <> <> .;,,..()'.,,,.:-.,.,,,!,,:\"..\n", + " <> <> ,.,;,:,,.,,.!().,,.,.',..,,.-\n", + " <> <> ,--,--,,.'',..,.\"--.',\",..,--\n", + " <> <> \"\"',','!!\".'.\"...!\",,.,.'..,.\n", + " <> <> ...\",.,,.,,,,,.,,,.,,,.\"?'!!\"\n", + " <> <> ,.,.-...,-.\",,\"-,\"';'!\",,,.,-\n", + " <> <> ...\",'!\"\"--!\",,,.,,,,,,,.,,..\n", + " <> <> -,'.\",,\",.',,,,,.,,.,..,.,..,\n", + " <> <> -,,--..(,),.,,--.,,,.--;---;,\n", + " <> <> ,,,-,,.,,.',,.,,!,,.,,.',.,.,\n", + " <> <> ,,,,,,.,,-,,,,-,,!,*,.*.,.,:!\n", + " <> <> ,.,,:\",.,,,.\",.,,,----,,.----\n", + " <> <> .,.'-.:\"..,.\"\",,,.\"\",--.\"\".--\n", + " <> <> ,----,,.,-,,.,;.,.;;,.,,-.,,.\n", + " <> <> .\",!\"(.)\"?!\",.\"...\".,.,,,.,.\"\n", + " <> <> .\"!,,\",.,,.,,,,.,..\",!\",.,,,.\n", + " <> <> ',:\"!,!!\".\",,\",.\",.':'','.'',\n", + " <> <> ,,,,.'--,,--,;,,----',--,,--.\n", + " <> <> ,,.().,,.\",,!.,\".\"!,!!\".\"',\",\n", + " <> <> .\"?\"..\"',!\".\",!\".\",\".\"...\",.\"\n", + " <> <> ....!'.,--,.\"\",','?\".().\",!!;\n", + " <> <> .'!,!\".\"....!....,,!...,!...,\n", + " <> <> .,,,,.:.--,,.'.,,,,,,,,,...;,\n", + " <> <> ,,..,-,.\"--!\".:\"...,???--!--!\n", + " <> <> .,,--.,.,.-,;,...,.,,,,'--,.,\n", + " <> <> \".\".,\",..\"',\",.\"..\"\",\".\".\"\",'\n", + " <> <> ,,.\",??\",.'..,,.\"?.\"....,,'.,\n", + " <> <> ,.,,..\".!,!\".\"?!.'.'.\"!\"()\"..\n", + " <> <> .,.\"?\",,.\",.\"\",.\".,.\",,,\",,,\"\n", + " <> <> ,,.----,,.-,,-,,:;,,.,.,.\"'.\"\n", + " <> <> ;,,;,,.,......,.,,,,,.(--).:\"\n", + " <> <> ,,.:,',.,.?,(');,;',,.;,,.,,,\n", + " <> <> ,.,,.\"\".-..(,)....**.:.()..,,\n", + " <> <> ,,.().,.,----.,,,,,,.-.,,,,.,\n", + " <> <> ,,.,.,,,..,.,,.,',.,,.,',,,.,\n", + " <> <> ,.,,.,,-,..,,,,,,.,,,.,,.''.\"\n", + " <> <> .\"\"----\".....'?\",.\"?'??\"\"!!\",\n", + " <> <> ..?\".\",??\"..\".?\",.\",,\".',().,\n", + " <> <> ,,.\",,?\".\",\".\"',\".\"';'\"----\".\n", + " <> <> \".\"'.'.'\"\",,\",,..,.,,,,,.,,\"-\n", + " <> <> .()--.\",!??\".,,...,,.\".\",,,.'\n", + " <> <> .--',\".\"'?\"\"?\"--\"'.'!\"\"!...?\"\n", + " <> <> \",--,\".\"--!?,!,:''','!'.\"\"!\".\n", + " <> <> ,..,,:\",.\",,.,,-.,..-',.',,.'\n", + " <> <> .\".\",,...\".\"?...,?\",...\".,\",.\n", + " <> <> ?\".,.\",\",\"':''.'''.?\".\",!\",,:\n", + " <> <> \".,!!--!\".\"',\".\".!\",.\",'!\".\"-\n", + " <> <> ,,,.'.,,-,.,,.-'..,.,,..\"'.,\"\n", + " <> <> .\".'.\"\",?\".\"?,\",.\"'.,----?\"\",\n", + " <> <> .\"?,,!\",.,;.\"-,,,\".\"'..,!\"',,\n", + " <> <> *\".\".\",?\"*.*\",?\"\"',\",.\",'...\"\n", + " <> <> ,.\",?\".\"...?\",,,,,.,.,..\",,\".\n", + " <> <> .\",-.,','\",.\"!\",\"!,,!!\"\",!\"..\n", + " <> <> \",.\",!',\",.\"',?\".\",...--'?!'.\n", + " <> <> .\",'--.\"\",?\"\"?,'..!\",..\"?\".\",\n", + " <> <> ...\"-,-...\",,.,,...--.--,--,,\n", + " <> <> .:,.'.\"',;!\".\"','!\".,.,,;,,..\n", + " <> <> .,.,.,.\"!\"..,,.,,....,.,,.'.,\n", + " <> <> ,,...,,,.\"!\",.\"?\",----'.\"!\",,\n", + " <> <> '...'.',().,,,,.,,,,.,,.,--.,\n", + " <> <> ..-,-,..----;.,.,.,,,.,:\",,!!\n", + " <> <> .\",\"(),\".,..,,.,.,,,.:',?'--'\n", + " <> <> \",',.,'.,,?\",:\",?.','(),'.'.'\n", + " <> <> ..\"??\".,,..,,.,......,,.,--..\n", + " <> <> .\",\".\",\".\"?\"\",.,,,,.,.,?\".\",?\n", + " <> <> !!\",,.;,,..,,.,.,,,,.',.\"?\".\"\n", + " <> <> .,,,,,..,,,.:,,,;,,',,.,,,,,.\n", + " <> <> --,,.,,,,,.,,',,.,,,,.,'.,,.,\n", + " <> <> \"\".\"'!\"*,\"\"\".\",.,,\".\",(),',*(\n", + " <> <> (),,,,.(),.----?----,.,,,,.,,\n", + " <> <> .,'.,.,.,,.,..--,,,,,,,,--,,(\n", + " <> <> --..,,.;;,..,,.,,.,,.,,.\",\".\"\n", + " <> <> '--'.--.\"..\",\",\".,...!..,:,,.\n", + " <> <> --,,,,.',.\"??,,,\".'....\".....\n", + " <> <> !...'!\",,,,,.\"!...!...,,\",.,,\n", + " <> <> !...\"\",,!\",....',,,,.'.'.',.,\n", + " <> <> \",\",',\",'.?,!,.\",,,.....;'.;.\n", + " <> <> ..,,.',.,,,,.,,..,..,.'--.---\n", + " <> <> --,,-,--.-,,\"',\"--,,.,,,.,,,,\n", + " <> <> ?\":\",\".,,,:\",,\".----?.----.,,\n", + " <> <> ,,,'?.,',----.,--,.,,,----.,.\n", + " <> <> .\"!\",..\".!.\".\",!\".\",,'.!\",.\"-\n", + " <> <> \"'.',';,,'-,-.,,.',,..-.--.,,\n", + " <> <> ...\",.\",!!...?.\",,-,,,.\"...??\n", + " <> <> -,,,()--.,..----....\",!,??!\"-\n", + " <> <> ',\",.\"'.','!\"\",,\".\"',\".\",'...\n", + " <> <> .\",,.\"\"',,\";\"----,.\"\",?.\"\"',\"\n", + " <> <> ..\"\",\".\"';...'.\"\",,,,'.'!'.'.\n", + " <> <> \",.,.,.\"!\",\"!\".\"',\",.\".''.'..\n", + " <> <> .,,.:\",,,!!,,,\".,.,,'.,,..\",,\n", + " <> <> !\"\"...\",:\"---,\",,\"-------,---\n", + " <> <> ,....,,,-----,....,,.----';.,\n", + " <> <> '.'.,----'----',,,..;.---\"\"..\n", + " <> <> \",'.'-,,.,,.;,..,,,,,,,.,,,.,\n", + " <> <> .,,--,--,'.,,,,.,,'..,,..,,.,\n", + " <> <> ,,.\",,!\":\",??\":\",.,!\",----.--\n", + " <> <> .\"..-.,.,,.,.,,,.,,;.,',----.\n", + " <> <> ,,,,.\",,\".\",,.\".',,.,.,,,.,,.\n", + " <> <> .,.,,,,.,.',.'..,',.',,.\",',\"\n", + " <> <> .:,.,-,.,,.',,.,,...,,.,.,,,.\n", + " <> <> ,.,.,,.,.----:???--:\",,\",\",\".\n", + " <> <> ..\",.\"--!\".\"......!\".',,,,,,.\n", + " <> <> ;,:.'',.\",\".\".;..\"\",?\",.\"..!\"\n", + " <> <> \",,...?\".\",...?----.----.?...\n", + " <> <> ,\".,,,...',',,,.,.\",','..,.\":\n", + " <> <> \"\".!\"\",'?\",,,.\",\",.\".,\",,\".,'\n", + " <> <> ,.........\".\"--,--,.\"\"';...\",\n", + " <> <> '.\",\",\":',?''!,..,.,\",.\",,\",.\n", + " <> <> ....?\",.\"?,.!\".\",...\",\",,--;?\n", + " <> <> .\",,\"..,.\",???\",.\",,,\".\"?.,,\"\n", + " <> <> \",,:\",!.?\".\",.\",,--\"?!\".\"?\".\"\n", + " <> <> :\",!'!\"'.\";.\".,..'.,.,.,,.',.\n", + " <> <> ...\".\",\"-.\"',,.,.......,?,!\",\n", + " <> <> ..\"\",!!'....!,'!\"'.\",.,\".\"??,\n", + " <> <> ?!\".'.,:\",?\",\"''?\",,,..:\"'?'?\n", + " <> <> \".,,....\"',,\"\";,.',:\",,--,\",,\n", + " <> <> .\"\"?\"\",\".\"?,\",'.\"'--.!\"\",..\".\n", + " <> <> ..\",.?(,,)--,,--(,,)??,;:,,-;\n", + " <> <> ,,--.,.,.,.,.?!\";,\".??..;;.;.\n", + " <> <> ,,-.,',-.-..:,..----...-.;.',\n", + " <> <> '--,.(),,.;,----,,,,.,,,,,...\n", + " <> <> ,..,,..;;..--.:.,.,....:.,,..\n", + " <> <> .,'.,,,.,,.,,...',,.,,'.:,,',\n", + " <> <> -.;,.--.,,-.,;,,,,.'.--,.,,,.\n", + " <> <> .',.'.\"'?,\".\"??'!\"',,'.\",,?\",\n", + " <> <> \"'..\",,,'.,.,.\",\",.\",.\";.,.,.\n", + " <> <> ,,\",\"',!,...'.\"..\",,\",\",.,,-.\n", + " <> <> ,\".\",....,'....,...\",,,.\",,?\"\n", + " <> <> .'.,,,,,,,--.,.,.,,,,.',,,,,.\n", + " <> <> ,,,,,:\",'.\",,;,,,.,.,,,:\";'!'\n", + " <> <> \".,.\",,?\".,,..\",...,...!\"..,,\n", + " <> <> .,.,,.---,,..,.,,,.,--,.,,'..\n", + " <> <> .,,,..''.,,,.,,,,,..,,.'.,.,'\n", + " <> <> ',\".:\",'.\",,;.,,,',.\",,\"(),\".\n", + " <> <> ,.,,,..:\"!'!\".,,..,:\"''....,?\n", + " <> <> .\"!\",.\"',\",'.\",,....\"\",'.!\".\"\n", + " <> <> \",.\"..:'!',','.',\".\",.\",,,,,.\n", + " <> <> ,,.-.,.,,..,,,,(,'),,.,.,,,,,\n", + " <> <> ,,,,.,,,,,.',,;,.,,,,,.,',;.,\n", + " <> <> ,,.,,',',',.,..,,',,.,,,--,--\n", + " <> <> .,,.,..',----.\"?\",.\"',',\".',.\n", + " <> <> ..?.....'..,...\",;;..,.\",.?\"\"\n", + " <> <> ,\",,\"''.\"\"'',\",.\".,!\"\"',\",,\".\n", + " <> <> (),,,(),(),'--.,,,,,,.,...-,,\n", + " <> <> .\"!,\",,.\":,\".\"?\".\"?.,'.\"'.,-,\n", + " <> <> ,'.---.,.,,,.,'-,.',.,,,.:,,,\n", + " <> <> \"!\".,,,,--,:----,--,',.,,.-..\n", + " <> <> \",.\"\",\",\"!!.\"\",?.',\";,:\".!,?\"\n", + " <> <> '...,--!,!...\",:\"!\"'.\",!\".,,,\n", + " <> <> ,,-,.,.,,,.\"--,'.,--'!'!\".,',\n", + " <> <> ().\",*----,,....,,\".*.\",?\".\",\n", + " <> <> \"?\"\",..,--.,..\"\",'.\"\"?\"()\"?:,\n", + " <> <> ,,.\"'.:'.,:',,----.,,.'!\".,..\n", + " <> <> \",?\"...,.\",,\",,.\"?\",...()..,.\n", + " <> <> -.:!''....?...\"\",,\".\".\"\",,,\",\n", + " <> <> \".\".:..\"\",'.,.,!,--,!.,!\",.\",\n", + " <> <> ,..'',,;.,,.,--,,,,.',,,.,..\"\n", + " <> <> \",\".\"!.,,...\"\",\".':--.\".,\",.\"\n", + " <> <> --.'.\"',.\"??\".\"?\",..\"?\".\".,?\"\n", + " <> <> \",!,.!?..--'!\"\",\".\"...\"\"'!'!\"\n", + " <> <> \"\".\"\"?\"\"?.\"\"?\"\",,\",.\":,,,.'.!\n", + " <> <> ',..,,!\".\"?\"'.\",\",.\"!\".\"!,!?,\n", + " <> <> ,,,,).,:,,;,,.;,,..,,,,,,,.--\n", + " <> <> '.,,,,,.,,.,,.(,).,,,,..,,..,\n", + " <> <> ,,'.'.,.,,.,,,,.,.,,,.,,,,,,'\n", + " <> <> \",,,,,.-------.--.,,,?,.,,',,\n", + " <> <> ...,,.,,.,;,....,.,;,;,.,,,,,\n", + " <> <> .--,;,,,.,,,,,,.,--.,'.,,.,,;\n", + " <> <> -,,,:,..,,.,.,',,,,.'----.,,,\n", + " <> <> ,;',-\"\",','.,,,'.:,,,,,.,:,,,\n", + " <> <> ,.,.,,,.\".\"--'.\",,.\".(,,,',,,\n", + " <> <> ,.,,,,.,:():,().,,,,,';.,,.,;\n", + " <> <> ,,..----;--,-,.,;,,--.,,.,,,,\n", + " <> <> ,,...:'..--,,?,,,,,?,,,?,,.,.\n", + " <> <> .,,,.,..,,,:.',,...,,,.,,,'.,\n", + " <> <> ,,,().,,,.,',,.,,,,,,,,,..,,.\n", + " <> <> ',,,,,.,,,,,,,,,.,,'.,.'.,,,.\n", + " <> <> ,,.,--,,,--..'.,,'.,..,.,,--,\n", + " <> <> ,,',.,,,--,,..,,.,,'.,,,.,,,.\n", + " <> <> ,,..(),,.,.(),,,.(),,.,,,--,,\n", + " <> <> .,.,,.,.;,,,,,.,,(,'),,,(,)..\n", + " <> <> ,,.,,,,,.-----..,,,,,.,,,,,..\n", + " <> <> --.',,,'.:\",,(),\":\",,,,,.\";,.\n", + " <> <> ),-(://./)..-..-,,,(/).,-.-,.\n", + " <> <> ,,:.,-.....-(),.\"\",....-.....\n", + " <> <> .......--%-.-,.().,\".\"-(-)/-.\n", + " <> <> ,,....-,().,..,.,......,'-',,\n", + " <> <> ()://./...'.'..,,.,.,,,()-,@.\n", + " <> <> . \n" + ] + } + ], + "source": [ + "compare_many(sherlock['punctuation'], pap['punctuation'], wap['punctuation'], gap=' <> ')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "## Making images\n", + "The text versions are fine, but let's turn the punctuation into images, with a coloured square for each punctuation character." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Start with just trying to get something out" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# Periods and question marks and exclamation marks are red. \n", + "# Commas and quotation marks are -green- blue. \n", + "# Semicolons and colons are -blue- green. \n", + "colours = {'.': (255, 0, 0), '?': (255, 0, 0), '!': (255, 0, 0),\n", + " ',': (0, 255, 0), '\"': (0, 255, 0), \"'\": (0, 255, 0),\n", + " ':': (0, 0, 255), ';': (0, 0, 255),\n", + " 'unknown': (128, 128, 128)}\n", + "max_x = 1000\n", + "max_y = 1000\n", + "block_size = 4\n", + "text = sherlock['punctuation']\n", + "img = Image.new('RGBA', (max_x, max_y))\n", + "draw = ImageDraw.Draw(img)\n", + "x = 0\n", + "y = 0\n", + "i = 0\n", + "# for i in range(100):\n", + "# if text[i] in colours:\n", + "# this_colour = colours[text[i]]\n", + "for p in text:\n", + " if p in colours:\n", + " this_colour = colours[p]\n", + " else:\n", + " this_colour = colours['unknown']\n", + " draw.rectangle((x, y, x+block_size, y+block_size), fill=this_colour)\n", + " x += block_size\n", + " if x >= max_x:\n", + " x = 0\n", + " y += block_size\n", + "img.save('test.png')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The image: \n", + "![alt text](test.png)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# Periods and question marks and exclamation marks are red. \n", + "# Commas and quotation marks are -green- blue. \n", + "# Semicolons and colons are -blue- green. \n", + "def make_image(text, block_size=4, width=1000, colours=None):\n", + " default_colours = {'.': (255, 0, 0), '?': (255, 0, 0), '!': (255, 0, 0),\n", + " ',': (0, 0, 255), '\"': (0, 0, 255), \"'\": (0, 0, 255),\n", + " ':': (0, 255, 0), ';': (0, 255, 0),\n", + " 'unknown': (128, 128, 128)}\n", + " if not colours:\n", + " colours = {}\n", + " use_colours = default_colours.copy()\n", + " use_colours.update(colours)\n", + " height = ceil((len(text) * block_size) / width)\n", + " img = Image.new('RGBA', (width, height))\n", + " draw = ImageDraw.Draw(img)\n", + " x = 0\n", + " y = 0\n", + " for p in text:\n", + " if p in use_colours:\n", + " this_colour = use_colours[p]\n", + " else:\n", + " this_colour = use_colours['unknown']\n", + " draw.rectangle((x, y, x+block_size, y+block_size), fill=this_colour)\n", + " x += block_size\n", + " if x >= width:\n", + " x = 0\n", + " y += block_size\n", + " return img" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "i = make_image(sherlock['punctuation'])\n", + "i.save('sherlock.png')" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "i = make_image(wap['punctuation'], block_size=6, colours={'-': (255,255,255)})\n", + "i.save('wap.png')" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "i = make_image(wap['punctuation'], colours={'-': (255,255,255)})\n", + "i.save('wap.png')" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "i = make_image(shakespeare['punctuation'])\n", + "i.save('shakespeare.png')" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "i = make_image(ulysses['punctuation'])\n", + "i.save('ulysses.png')" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "i = make_image(pap['punctuation'])\n", + "i.save('pap.png')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Sherlock: \n", + "![alt text](sherlock.png)\n", + "\n", + "War and Peace:\n", + "![alt text](wap.png)\n", + "\n", + "Shakespeare:\n", + "![alt text](shakespeare.png)\n", + "\n", + "Ulysses:\n", + "![alt text](ulysses.png)\n", + "\n", + "Pride and Prejudice:\n", + "![alt text](pap.png)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "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": "3.4.3+" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/shakespeare.png b/shakespeare.png new file mode 100644 index 0000000000000000000000000000000000000000..98c6b1e3c95f55da279031f378630e963aeac995 GIT binary patch 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