Made the text output narrower so github displays it neatly master
authorNeil Smith <neil.git@njae.me.uk>
Sun, 21 Feb 2016 16:12:59 +0000 (16:12 +0000)
committerNeil Smith <neil.git@njae.me.uk>
Sun, 21 Feb 2016 16:12:59 +0000 (16:12 +0000)
visualising-punctuation.ipynb

index fd194e6c49347ee64323a92a0acbf3fffbf29ae6..0a034bbe1af6d846193ce77ce72adc403b10eee5 100644 (file)
@@ -12,7 +12,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 67,
+   "execution_count": 7,
    "metadata": {
     "collapsed": false
    },
@@ -37,7 +37,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 68,
+   "execution_count": 8,
    "metadata": {
     "collapsed": false
    },
@@ -48,7 +48,7 @@
        "'!\"#$%&\\'()*+,-./:;<=>?@[\\\\]^_`{|}~'"
       ]
      },
-     "execution_count": 68,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -67,7 +67,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 69,
+   "execution_count": 9,
    "metadata": {
     "collapsed": true
    },
@@ -78,7 +78,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
+   "execution_count": 10,
    "metadata": {
     "collapsed": false
    },
      "name": "stdout",
      "output_type": "stream",
      "text": [
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+      "..-.......'.........,,,.,,,.,.-'..,-,.,,...,-,,,,,,,,.,,,,.:,,.,,,.-,-(,.-,,,,.,,,,.,,.,,..-...;,,.,,,,..\"\".\",,\"\"\".\",.,,.,.\"\",\"\",.,\"\"\",\".,.,'.,,,,,\",.\"\";\",,..,,,-.,,,-,,,\".\"\",\",.\"\"\",,.\",..,\"\"\"\"\"\",\"\"\"\"?'\"\"!...,,.--,,,\",--.\"\".\"\",.\"-,'\",\"...,\"\"\".\"\"\"..,..\",.\"\",'.\".\"\"-\".\".\",\"\"\"\"\"\"\"\"\"\".\"\".\",;,\"\".'''''''''''',''''\".\",-,.--,.',--',,,\",.\"\".\"..-''..,,.,,\"',..\",\".\"\",.\"..',,\"\",\"\",....\"\"-\"\".,..,,\",,..\"\".,.,,.-,-.,,.-,,,,,.,,,,.\"\".\"\",.\"\".\",.,.\"\",.,,,.,\",.\",\".\"\".\"\",\";.\"\"\".\"\"\"\".\",\"\"\".\",.,,\"\"\",.,..\"\",\"\".,,.\"\";\".\n"
      ]
     }
    ],
    "source": [
     "sherlock_punct = [c for c in sherlock if c in string.punctuation]\n",
-    "print(''.join(sherlock_punct))"
+    "print(''.join(sherlock_punct)[:500])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 71,
+   "execution_count": 11,
    "metadata": {
     "collapsed": false
    },
        "         '?': 138})"
       ]
      },
-     "execution_count": 71,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
   },
   {
    "cell_type": "code",
-   "execution_count": 72,
+   "execution_count": 12,
    "metadata": {
     "collapsed": false
    },
        "dtype: int64"
       ]
      },
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      "metadata": {},
      "output_type": "execute_result"
     }
   },
   {
    "cell_type": "code",
-   "execution_count": 73,
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    "metadata": {
     "collapsed": false
    },
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff442b36d30>"
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       ]
      },
-     "execution_count": 73,
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      "metadata": {},
      "output_type": "execute_result"
     },
      "data": {
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       "text/plain": [
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       ]
      },
      "metadata": {},
   },
   {
    "cell_type": "code",
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    "metadata": {
     "collapsed": true
    },
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   {
    "cell_type": "code",
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     "collapsed": false
    },
        "         '?': 138})"
       ]
      },
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      "metadata": {},
      "output_type": "execute_result"
     }
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   {
    "cell_type": "code",
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    "metadata": {
     "collapsed": false
    },
        "         ']': 1})"
       ]
      },
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      "metadata": {},
      "output_type": "execute_result"
     }
   },
   {
    "cell_type": "code",
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    "metadata": {
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    },
        "         ']': 18})"
       ]
      },
-     "execution_count": 77,
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      "metadata": {},
      "output_type": "execute_result"
     }
   },
   {
    "cell_type": "code",
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    },
        "         '_': 4566})"
       ]
      },
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      "metadata": {},
      "output_type": "execute_result"
     }
   },
   {
    "cell_type": "code",
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    "metadata": {
     "collapsed": false
    },
        "         '_': 808})"
       ]
      },
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      "metadata": {},
      "output_type": "execute_result"
     }
   },
   {
    "cell_type": "code",
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    "metadata": {
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    },
        "_   808            0         0     4566      0"
       ]
      },
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      "metadata": {},
      "output_type": "execute_result"
     }
   },
   {
    "cell_type": "code",
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    "metadata": {
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     {
      "data": {
       "text/plain": [
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       ]
      },
-     "execution_count": 109,
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      "metadata": {},
      "output_type": "execute_result"
     },
      "data": {
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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7ff441c59668>"
+       "<matplotlib.figure.Figure at 0x7f6556dc55c0>"
       ]
      },
      "metadata": {},
   },
   {
    "cell_type": "code",
-   "execution_count": 108,
+   "execution_count": 22,
    "metadata": {
     "collapsed": false
    },
     {
      "data": {
       "text/plain": [
-       "<matplotlib.legend.Legend at 0x7ff441e45630>"
+       "<matplotlib.legend.Legend at 0x7f6540d34c88>"
       ]
      },
-     "execution_count": 108,
+     "execution_count": 22,
      "metadata": {},
      "output_type": "execute_result"
     },
      "data": {
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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7ff441e4f9b0>"
+       "<matplotlib.figure.Figure at 0x7f6540d40be0>"
       ]
      },
      "metadata": {},
   },
   {
    "cell_type": "code",
-   "execution_count": 83,
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    "metadata": {
     "collapsed": false
    },
      "name": "stdout",
      "output_type": "stream",
      "text": [
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+      ".\",,.'\".\"\".\"\"\"\"\",-,,.-,\",.\"-'\".',.'.,,,. '..,,,.,,.,,,',,,..-,..',,,.'.','.\",!,,\"\n",
+      ",,,,.,,,,,,,..,-,--,,.',.,-,.,.\",\",,,.\"\" ,:\",.\".,.\",\".\",\".\",\";,-..\",,,\",..--.,,,,\n",
+      "\"'.,\"\"'.,,\"\";.,.'..,..,,,..-,,,.,-.,.\",, ,,,,----.,.,,.\"!\";.\",,\",...,,,,.,,',..\",\n",
+      ".,,,,,,\"\"\".\",'..-,.,,,.,.,.,,,,..,..-,., '....,?\",.\".\",,.\",\",,.,,.,.',,-,,,,-,.,,\n",
+      ",.\"...,?,,?,.,.,'.,.,,\"\"\".\",.,,,-.,,.\",- ,,.\"'?\",,.\",,\",.\",\".-.-,,,,..,,';,',,'.,\n",
+      ",,,..,.,,'','&',..'\",,-,,.'.,,.'.,',''\", .,;.\"!\".\"!\",.,,,,.,,'-,.,.\"...,\".\"----,!\n",
+      ".,.,.'.',''-,.\".',...,...,,,.''.''.!'''. \"\"?\".,,.',,.\",,,,\".,,,.:,'.,,,.,,,,,.,.,\n"
      ]
     }
    ],
    "source": [
-    "line_len = 50\n",
+    "line_len = 40\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": 84,
+   "execution_count": 40,
    "metadata": {
     "collapsed": true
    },
    "outputs": [],
    "source": [
-    "def compare(text1, text2, offset=0, line_len=50, max_lines=30):\n",
+    "def compare(text1, text2, offset=0, line_len=40, max_lines=30):\n",
     "    for i in range(offset, min(max(len(text1), len(text2)), line_len * max_lines), line_len):\n",
     "        t1 = text1[i:i+line_len]\n",
     "        t1 += (' ' * (line_len - len(t1)))\n",
   },
   {
    "cell_type": "code",
-   "execution_count": 85,
+   "execution_count": 41,
    "metadata": {
     "collapsed": false,
     "scrolled": false
      "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",
+      ".,,.,-\"\"\";\"\"\",.,.,,,,.''..,\"\"\"\"\",.\",.,,- ...\"\",?\"\".\"\"?\"\",\",,\"!\".,,,.,,'.\"!...,,?\"\n",
+      "\"\"\"\"'\"\"\"\"\"\"\"\",\"\"\"\"\"\"\"\"..\",\",...,,,.\"\"\"\". .\",\".\".?\".\",!\",'.,.\",,\",.\"',.,\",.,,,,.,,\n",
+      "..,.\"\"\"\"....-.\"\"\"\",\"\"\"\"--,,,.\"\"\"\"\",-.\"'- .\",\".\",\".':\"!..\".'..-.\",?\",.\"'..\",,,.\",?\n",
+      ",-..,.,.\"\",,,,,\"\"\"\"\"\".,,\"-.,,,,...,,.,,. \".\",,,\",\"...\",,,..,,''.',,;'.\",,\".\",';'-\n",
+      ",.,,.',.,,.,-,-,-.\"\",,\".-..,.,\"\",\"\"..'.. -,\".\",',!.,\",.\",,\",.,,.,,,.',,.;.,----,,\n"
      ]
     }
    ],
   },
   {
    "cell_type": "code",
-   "execution_count": 86,
+   "execution_count": 42,
    "metadata": {
     "collapsed": false
    },
      "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",
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-      ",,,??,,,,,,?,,,'?..,,,,;;:,,.,,,.,:',.,!:,,,!!,.,. -.'','.,.,.?'\".\".'','!.,,-.'\",.,;.'',',.'',,'.',,.\n",
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      ]
     }
    ],
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   {
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-   "execution_count": 89,
+   "execution_count": 29,
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     "collapsed": true
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   {
    "cell_type": "code",
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      ]
     }
    ],
    "source": [
-    "compare_many(sherlock['punctuation'], pap['punctuation'], wap['punctuation'])"
+    "compare_many(sherlock['punctuation'], pap['punctuation'], wap['punctuation'], line_len=80)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 91,
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    },
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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"
      ]
     }
    ],
    "source": [
-    "compare_many(sherlock['punctuation'], pap['punctuation'], wap['punctuation'], gap=' <> ', offset=100)"
+    "compare_many(sherlock['punctuation'], pap['punctuation'], wap['punctuation'], \n",
+    "             gap=' <> ', offset=100, line_len=80)"
    ]
   },
   {
   },
   {
    "cell_type": "code",
-   "execution_count": 102,
+   "execution_count": 32,
    "metadata": {
     "collapsed": false
    },
   },
   {
    "cell_type": "code",
-   "execution_count": 93,
+   "execution_count": 33,
    "metadata": {
     "collapsed": false
    },
   },
   {
    "cell_type": "code",
-   "execution_count": 94,
+   "execution_count": 34,
    "metadata": {
     "collapsed": false
    },
   },
   {
    "cell_type": "code",
-   "execution_count": 95,
+   "execution_count": 35,
    "metadata": {
     "collapsed": true
    },
   },
   {
    "cell_type": "code",
-   "execution_count": 96,
+   "execution_count": 36,
    "metadata": {
     "collapsed": false
    },
   },
   {
    "cell_type": "code",
-   "execution_count": 97,
+   "execution_count": 37,
    "metadata": {
     "collapsed": true
    },
   },
   {
    "cell_type": "code",
-   "execution_count": 98,
+   "execution_count": 38,
    "metadata": {
     "collapsed": true
    },
   },
   {
    "cell_type": "code",
-   "execution_count": 99,
+   "execution_count": 39,
    "metadata": {
     "collapsed": true
    },