--- /dev/null
+{
+ "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": 3,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
+ "import string\n",
+ "import collections\n",
+ "from PIL import Image, ImageDraw\n",
+ "from math import ceil\n",
+ "import matplotlib as mpl\n",
+ "import matplotlib.pyplot as plt\n",
+ "%matplotlib inline\n",
+ "import pandas as pd"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "The `string` module has some nice subsets of characters. Does it know about punctuation?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'!\"#$%&\\'()*+,-./:;<=>?@[\\\\]^_`{|}~'"
+ ]
+ },
+ "execution_count": 4,
+ "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": 8,
+ "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": 8,
+ "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": 9,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7f974b6fdc18>"
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAAD9CAYAAABZVQdHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
+ "text/plain": [
+ "<matplotlib.figure.Figure at 0x7f9743c7d198>"
+ ]
+ },
+ "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": 10,
+ "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": 11,
+ "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": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Complete Sherlock Holmes\n",
+ "sherlock = punct_summarise('sherlock-holmes.txt')\n",
+ "sherlock['counts']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "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": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "wap = punct_summarise('war-and-peace.txt')\n",
+ "wap['counts']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "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": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Complete works of Shakespeare\n",
+ "shakespeare = punct_summarise('shakespeare.txt')\n",
+ "shakespeare['counts']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "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": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "ulysses = punct_summarise('ulysses.txt')\n",
+ "ulysses['counts']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "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": 15,
+ "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": 16,
+ "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": 17,
+ "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": 18,
+ "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",
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+ ",,\".-..,.,\"\",\"\"..'...,,\"\",\"\"...,.?,.,..\"\"\"\"!\"\"\"\"\"\" ,,.,,,.',,.;.,----,,,,..\",\",\";',--..?\"\"!--!\".\"--!.\n",
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+ "'\".\"'\"\"'\".\"''.,,.,'\"\"'.,\"\".-..,\",.,,.,,..,-.,,..,. ;,'.\"\",,!\",,,-..,.,,..\",?\",\",?!'!.\".\"',!'*,\",:\"''.\n",
+ ".\"\",-,,--\"\".,.,',..\",\".\".\"\"\"\"\"\"\"\",\"\"\"\"\",.\".,,.\"\"\"\" !'\"*,!\",\".\".\"\"?,\",:\",...,,?!\".\",.!,.\",.,,,..\",'--,\n",
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+ "'.''''.''\"',.,,-;.,,.''.''''''''''',,,.,..'''','.' !\".,,.:\".!?\"\",,\".,,..\",!............,!...,'...-!\".\n",
+ "'.;'.,''''\"\".,,-,.-'''.',-,.,',,.\",,;,.,'',.,,,-,, \",,!.\"\",,\".\"!\",.,-'.',,.\",!\",.\",,\",...;.\",\",.,,.,,\n",
+ "'.\",,.,..,;.'-,,.\",.,'.,.,..,,,.,,,,,,.\",,'.,.\"\"\"\" .,,--.\",,!':,,.--..!!!'.,,,!...'?...\".,-,.\",\",\",';\n",
+ ",..',,.,\"-.:-.,.,.\"\",.\",\"\",\",.\"'..,,.\"\",..,.,,-,-. ,,!,.\"'-.;,,.,.\"',\",\".,\"(),\".,,.,,!.,,,,--.,,.,\",\"\n",
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+ " '.?__/'____/__//---./-/-__////-/.---\n"
+ ]
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+ "source": [
+ "compare(sherlock['punctuation'], ulysses['punctuation'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
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+ "output_type": "stream",
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+ " .,.;,....,.\".';..,.\",\"....,,..\",.\"',,.,,.,;,.,'.,.\n",
+ " .,,..',,,.,,,..,,.,,.',.,..',,;.,,',,__,.,,.,,;,;,\n",
+ " ....,.,.,,,,-;,,..;.,...__,__.;,,,.,,.,.;,',,,,,.'\n",
+ " ,.,,.;.'.,;',.,.;,.,,,,.:\",\"..,.,,.,.,;,.,.\",.\"__,\n",
+ " .,,,,.,,,;,.,,.,.;;,.__,,',.,;,',.';,;,,.';..;,,.,\n",
+ " ,..',.;,,,.,',,;,,,,;,,,.,.,,;,,.,***********..***\n",
+ " **:://../////--.,(!).,,--.,,.,.,,.--.,.***:***-,(\"\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": 22,
+ "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": 23,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
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+ " . \n"
+ ]
+ }
+ ],
+ "source": [
+ "compare_many(sherlock['punctuation'], pap['punctuation'], wap['punctuation'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
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+ "output_type": "stream",
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+ " <> <> .,,.\"!,!'!'.,'.\",.,,.,,--,--.\n",
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+ " <> <> '....\",,,,.\"!\"..\",!\".\"'!!!.\"\"\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"
+ ]
+ }
+ ],
+ "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": 25,
+ "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": "markdown",
+ "metadata": {},
+ "source": [
+ "The image: \n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Rearrange the colours to match the \"heatmaps\" in [the original](https://medium.com/@neuroecology/punctuation-in-novels-8f316d542ec4#.qwj8e1n8m), and wrap the whole thing in a function."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "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": 27,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
+ "i = make_image(sherlock['punctuation'])\n",
+ "i.save('sherlock.png')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "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": 29,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
+ "i = make_image(wap['punctuation'], colours={'-': (255,255,255), '(': (255, 165, 0), ')': (255, 165, 0)})\n",
+ "i.save('wap.png')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": [
+ "i = make_image(shakespeare['punctuation'])\n",
+ "i.save('shakespeare.png')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": [
+ "i = make_image(ulysses['punctuation'], colours={'-': (255,255,255), '(': (255, 165, 0), ')': (255, 165, 0)})\n",
+ "i.save('ulysses.png')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": [
+ "i = make_image(pap['punctuation'])\n",
+ "i.save('pap.png')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "collapsed": true
+ },
+ "source": [
+ "Sherlock: \n",
+ "\n",
+ "\n",
+ "War and Peace:\n",
+ "\n",
+ "\n",
+ "Shakespeare:\n",
+ "\n",
+ "\n",
+ "Ulysses:\n",
+ "\n",
+ "\n",
+ "Pride and Prejudice:\n",
+ ""
+ ]
+ },
+ {
+ "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
+}
projects / visualising-punctuation.git / blobdiff