Tweaked text output, added some pandas plots
authorNeil Smith <neil.git@njae.me.uk>
Sun, 21 Feb 2016 16:01:31 +0000 (16:01 +0000)
committerNeil Smith <neil.git@njae.me.uk>
Sun, 21 Feb 2016 16:01:31 +0000 (16:01 +0000)
test.png
visualising-punctuation.ipynb

index ec68408e3646c9dcfbc0dcd4f8f62323abe82d40..7630e8567f3afd8d6c77630aebbd1665ae898cba 100644 (file)
Binary files a/test.png and b/test.png differ
index 256d947be1cdd1f98d0d3d75be50a876d2dff6e6..fd194e6c49347ee64323a92a0acbf3fffbf29ae6 100644 (file)
@@ -5,12 +5,14 @@
    "metadata": {},
    "source": [
     "# Punctuation in novels\n",
-    "Inspired by https://medium.com/@neuroecology/punctuation-in-novels-8f316d542ec4#.qwj8e1n8m"
+    "Inspired by [Punctuation in novels](https://medium.com/@neuroecology/punctuation-in-novels-8f316d542ec4#.qwj8e1n8m).\n",
+    "\n",
+    "Texts used here are [The complete works of Sherlock Holmes](sherlock.txt), [War and Peace](war-and-peace.txt), [The complete works of Shakespeare](shakespeare.txt), [Ulysses](ulysses.txt), and [Pride and Prejudice](pride-and-prejudice.txt)."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 67,
    "metadata": {
     "collapsed": false
    },
@@ -35,7 +37,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 68,
    "metadata": {
     "collapsed": false
    },
@@ -46,7 +48,7 @@
        "'!\"#$%&\\'()*+,-./:;<=>?@[\\\\]^_`{|}~'"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 68,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -65,7 +67,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 69,
    "metadata": {
     "collapsed": true
    },
@@ -76,7 +78,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 70,
    "metadata": {
     "collapsed": false
    },
@@ -96,7 +98,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 71,
    "metadata": {
     "collapsed": false
    },
        "         '?': 138})"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 71,
      "metadata": {},
      "output_type": "execute_result"
     }
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 72,
    "metadata": {
     "collapsed": false
    },
        "dtype: int64"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 72,
      "metadata": {},
      "output_type": "execute_result"
     }
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 73,
    "metadata": {
     "collapsed": false
    },
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f974b6fdc18>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff442b36d30>"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 73,
      "metadata": {},
      "output_type": "execute_result"
     },
      "data": {
       "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAAD9CAYAAABZVQdHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f9743c7d198>"
+       "<matplotlib.figure.Figure at 0x7ff4481c1b38>"
       ]
      },
      "metadata": {},
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 74,
    "metadata": {
     "collapsed": true
    },
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
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    "metadata": {
     "collapsed": false
    },
        "         '?': 138})"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 75,
      "metadata": {},
      "output_type": "execute_result"
     }
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 76,
    "metadata": {
     "collapsed": false
    },
        "         ']': 1})"
       ]
      },
-     "execution_count": 12,
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      "metadata": {},
      "output_type": "execute_result"
     }
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
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    "metadata": {
     "collapsed": false
    },
        "         ']': 18})"
       ]
      },
-     "execution_count": 13,
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      "metadata": {},
      "output_type": "execute_result"
     }
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
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    "metadata": {
     "collapsed": false
    },
        "         '_': 4566})"
       ]
      },
-     "execution_count": 14,
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      "metadata": {},
      "output_type": "execute_result"
     }
   },
   {
    "cell_type": "code",
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    "metadata": {
     "collapsed": false
    },
        "         '_': 808})"
       ]
      },
-     "execution_count": 15,
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      "metadata": {},
      "output_type": "execute_result"
     }
     "pap['counts']"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Place all the counts into a Pandas dataframe, normalise them, and then plot them."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 80,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>pap</th>\n",
+       "      <th>shakespeare</th>\n",
+       "      <th>sherlock</th>\n",
+       "      <th>ulysses</th>\n",
+       "      <th>wap</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>!</th>\n",
+       "      <td>500</td>\n",
+       "      <td>10815</td>\n",
+       "      <td>171</td>\n",
+       "      <td>1576</td>\n",
+       "      <td>3923</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>\"</th>\n",
+       "      <td>3553</td>\n",
+       "      <td>6</td>\n",
+       "      <td>4834</td>\n",
+       "      <td>8</td>\n",
+       "      <td>17970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>#</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>$</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>%</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>&amp;</th>\n",
+       "      <td>0</td>\n",
+       "      <td>10</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>'</th>\n",
+       "      <td>748</td>\n",
+       "      <td>27942</td>\n",
+       "      <td>1490</td>\n",
+       "      <td>4485</td>\n",
+       "      <td>7529</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>(</th>\n",
+       "      <td>38</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1777</td>\n",
+       "      <td>670</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>)</th>\n",
+       "      <td>38</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1788</td>\n",
+       "      <td>670</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>*</th>\n",
+       "      <td>58</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>90</td>\n",
+       "      <td>300</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>+</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>,</th>\n",
+       "      <td>9280</td>\n",
+       "      <td>82750</td>\n",
+       "      <td>7053</td>\n",
+       "      <td>16349</td>\n",
+       "      <td>39891</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>-</th>\n",
+       "      <td>1193</td>\n",
+       "      <td>4590</td>\n",
+       "      <td>965</td>\n",
+       "      <td>5037</td>\n",
+       "      <td>6308</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>.</th>\n",
+       "      <td>6396</td>\n",
+       "      <td>36881</td>\n",
+       "      <td>4843</td>\n",
+       "      <td>21361</td>\n",
+       "      <td>30805</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>/</th>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>58</td>\n",
+       "      <td>29</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>:</th>\n",
+       "      <td>155</td>\n",
+       "      <td>10649</td>\n",
+       "      <td>56</td>\n",
+       "      <td>2564</td>\n",
+       "      <td>1014</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>;</th>\n",
+       "      <td>1538</td>\n",
+       "      <td>17400</td>\n",
+       "      <td>202</td>\n",
+       "      <td>34</td>\n",
+       "      <td>1145</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>=</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>?</th>\n",
+       "      <td>462</td>\n",
+       "      <td>10327</td>\n",
+       "      <td>138</td>\n",
+       "      <td>2235</td>\n",
+       "      <td>3137</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>@</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>[</th>\n",
+       "      <td>1</td>\n",
+       "      <td>19</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>]</th>\n",
+       "      <td>2</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>_</th>\n",
+       "      <td>808</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4566</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    pap  shakespeare  sherlock  ulysses    wap\n",
+       "!   500        10815       171     1576   3923\n",
+       "\"  3553            6      4834        8  17970\n",
+       "#     1            0         0        0      1\n",
+       "$     2            0         0        0      2\n",
+       "%     1            0         0        3      1\n",
+       "&     0           10         5        3      0\n",
+       "'   748        27942      1490     4485   7529\n",
+       "(    38            0         5     1777    670\n",
+       ")    38            0         0     1788    670\n",
+       "*    58            0         0       90    300\n",
+       "+     0            0         0        2      0\n",
+       ",  9280        82750      7053    16349  39891\n",
+       "-  1193         4590       965     5037   6308\n",
+       ".  6396        36881      4843    21361  30805\n",
+       "/    26            0         1       58     29\n",
+       ":   155        10649        56     2564   1014\n",
+       ";  1538        17400       202       34   1145\n",
+       "=     0            0         0        0      2\n",
+       "?   462        10327       138     2235   3137\n",
+       "@     2            0         0        0      2\n",
+       "[     1           19         0        0      1\n",
+       "]     2           18         0        0      1\n",
+       "_   808            0         0     4566      0"
+      ]
+     },
+     "execution_count": 80,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "punctuation = pd.DataFrame({'sherlock': sherlock['counts'],\n",
+    "                            'wap': wap['counts'],\n",
+    "                            'shakespeare': shakespeare['counts'],\n",
+    "                            'ulysses': ulysses['counts'],\n",
+    "                            'pap': pap['counts']})\n",
+    "punctuation.fillna(value=0, inplace=True)\n",
+    "punctuation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 109,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7ff44264e7f0>"
+      ]
+     },
+     "execution_count": 109,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
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Tf4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\nUuUAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7ff441c59668>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "punctuation_normalised = punctuation.div(punctuation.sum())\n",
+    "ax = punctuation_normalised.plot(kind='bar', fontsize=14)\n",
+    "ax.legend(loc='center left', bbox_to_anchor=(1, 0.5))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Too many types of punctuation with very low counts. Let's just look at the most common punctuation."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 108,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7ff441e45630>"
+      ]
+     },
+     "execution_count": 108,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
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W3rTCsS3LKV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\nErSIiIgD/X9zx531pAILaAAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7ff441e4f9b0>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = punctuation_normalised[punctuation_normalised.sum(axis=1) > 0.1].plot(kind='barh',fontsize=14)\n",
+    "ax.legend(loc='center left', bbox_to_anchor=(1, 0.5))"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 83,
    "metadata": {
     "collapsed": false
    },
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 84,
    "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",
+    "def compare(text1, text2, offset=0, line_len=50, 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",
     "        print(t1, text2[i:i+line_len])"
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 85,
    "metadata": {
-    "collapsed": false
+    "collapsed": false,
+    "scrolled": 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",
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-      "                                                   ,,,,).,:,,;,,.;,,..,,,,,,,.----.-,,,,,,.?????,,.,.\n",
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-      "                                                   '--,,,,,,.':,,--,,,,,,,.,,.--,------,,.,.,,:\",\",\".\n",
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-      "                                                   ,.,\"\",.,,..,.,......,,,.'----,,,----.,,,,,.\"\".,,'.\n",
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-      "                                                   .....,,-.,-,,\",\",,,,,,,,....,-\"\"..,,-,-,,,.,,.,,,,\n",
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-      "                                                   ()://./...'.'..,,.,.,,,()-,@..'://.:..@..-.($$,)..\n",
-      "                                                   ,..://.,.,.....,.,:://./.-..-.,-.-,...,.:://..-,,,\n",
-      "                                                   .\n"
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      ]
     }
    ],
    "source": [
-    "compare(sherlock['punctuation'], wap['punctuation'])"
+    "compare(sherlock['punctuation'], wap['punctuation'], offset=100)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 86,
    "metadata": {
     "collapsed": false
    },
      "name": "stdout",
      "output_type": "stream",
      "text": [
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-      "?,.,.!',,.,,.!,.:'.,,;,,::',,,!'?,.,,,,,-,,,.,,.:, .\"\"\"\".-,-\"\"\",\".\"\"....,,,.;'\"',.,,,,.\"\",;\"\",,.,,.,.\n",
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-      ":'.'?.;:',:,,?'?!,,',.,.,.:;,,:;.,:,:;;,.''!:?,,,. .?,,-,,.,.-,,.,.,!,,.,,.-.,,..-,,.,,,-.\",\".\"\".,,.,\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",
-      ",-,,:,,.,,,.,.',,.,;?:,:,.':,,:'.',,,:'.',,:'.',,, .,,.,,.,,-,.,,,.,,,.,.\",.,,.,,,.,.,.,,,,.'',.,,,,.\n",
-      ":':',,,:'':',''.'?','';'.?,;,:.,';',';',';',';','; .'',.\",,.,-,,,..,..,,---??,,,,,.,,,,,.,,.,-.\",,.,,\n",
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-      "!,,',.,.,,?.:'.;::,,:-:;'.,:.,,.,:''.,:,',.;.,';,. .,.,,,,.--.,,.,.'-,.,,..''.\".''-';''\".,.'','',,.,,\n",
-      ",,!,:,;'.,!,:,!,,,.,,;,,,,,,,,.;.'?,','',,'.';',': .''.'!!'\"....,,,,,.,,,.,.,,..,.,;,?,.\",.,,..,-.,,,\n",
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-      "!'',',,...,,.,',,-,-';',.,,,;,,''.,-.:',','.!.!,'; \".,,.,-.',.,,.,,,,.,.\",..,,...?,.-?.\",..,,.\"..\"\".\"\n",
-      ",',.;,,.!!,,.''.',,;,,',.,;,.'.,,.,.!,:.,;';,;,.!! .:',,.,-,.',.',.!,\"\"\".\"\"\".,,--.,,\",.,,,,-,..\"\".\"..\n",
-      "?,,!,!,,,,,;;;'.!?!!,!,!,.!'.!..,,''.,,;;,.??,;,.! ,,\"\"'\"\"\"\".,,\"\"\",\".'\"\".\"\",\".\",,\"\"\".\",\",\"!,,.,\"\"\".\"\"\n",
-      "',!.';.;.!,';,,.!?,;!-','!!;.,..!,!,,.,;,,!!:.,!?. -.\"\"\"\",\",\"\"\",;\"'..\"\"\"\"'\"\",,.\".\"\"\"-\".\"...\"\",\".\"\"\"\".\n",
-      "!,,?,',;.'.'';.!!,,-.?:;,''.;..,.-,,.;.,;.,;'.,.?; \",\"\"\".\"-.,,.,,\",..\"\".\",\"-.\"\"\",,,\"\"\"\".'\"\"\",\".,,,\"-.\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",
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-      ",';',;,.'.,;',',,,.,;-,.'',:,,.!!,',.,..'.;..,.'.? ..,,..--.,,.,,',,,\"\"\".\"\"\",,-,,.-.-,,.-,,.,,,,..,.,\n",
-      ",'..?'?,.';.'.,.,,:.,,.,,,;,.',;,.,,:;,,',..,,,,'; ,,,\".,.\"\",\"\"\"'?'\"\",,\".\"\",\"\"\"\".\",.-\".\"\".\",.,--\"\"\",\"\n",
-      ",,',;,,;',';,,..,.,-;;,;,.,,,.';,,.!,,.,,:;!';;'.! .,,,.\"\",\"\",,,.,,.?,.,?,.,,.,?;.,,..'.,',,,--'-.,-\"\n",
-      ".?,,:';;,'.,'.'.,?!,,,'.,;,'.;;';,.!.,,;':;,,'?;'. \"\"\",.,,,\"\"\"\"...,.,,,,.;,,..,,,\"\"\".\"\"\",\",,\",,,...,\"\n",
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-      "?;;,!',.',;'.'.!,-.',',.'!:',..,-?;,';;';.!,;'';'' \"\",.\"\"\";..!\",,,.,,,.,.,,.-,,,.\",\".\".,\",.,,.\"\".\"\".\"\n",
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-      ",,;,;,.',,.':.?',,',,,',,,,,'.,,..,.,',,.,,,,,',,, .,.,,,.\".,-,-,,.,,,.'.',''''.'',',.,,,.''',,'.',,.\n",
-      "',.,',,:'',;!,-','':',!','-,.,'.;,,;,,.,.;,.??,,;, ''','.,,,,,''',,.''''.'',,,-,.'-','..'\".''.'.-''..\n",
-      ",,.,,;'''';-,.',;,,,.,,'.,,,.,:'':.,.,.;;';,,,.;:. ..'''',.,,.,,.,,.,,,'\",,,.,,,.,,..,,.\".',?,!,,,.,,\n",
-      "..,;,-;,;,;'.,.':'!'!!'?!!'!-''?!:'',,--,.!.!??,?? .-.\",.,.,.-.,,-,.,,..,.\"..,.,.-.......,.\",.,,,,.,,\n",
-      ",.,?'::'!'.,,'-?!..,!,.??,.!';'.,',',,;,';,,,!,.'! ,.,,.,,,.\",,,,.,-,,,,.,,.,,,,'.\".;,.-,,,,....,,.,;\n",
-      ";,'.,!,',,,,,.,-;,.,,,,,!!',?-;,'.,?,,',,;',!',;', ,!-!\",.,,.\"-,,,.,,,,;.,.''.''',''.''.',.-'\",.,,.',\n",
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-      ";,,';,,,'.!,,-;',';.;,','','.,;,;,-,,.?,?;,,-;;,', ,-.'','!!'\",,,,,.,...,,.'',.'!!'''.',',.'.'.'..?''\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",
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-      "'?',!-',,',',!',,,,,.,,,,',,-''';',,,.,,,,,.,;.,,, \n",
-      "';.,'','',:,,,',';',':',,',',.!,;,,.,!,:!;,..;,,.' \n",
-      ",',.,,,.,?,,,,,,,,.,,!,!,.,,,,,;.,!'!,',,,',.,!'!, \n",
-      ":,',!,,,.;,,,.!,-',!,,:!,.,;,,:':',,;,;,,,,:.;;,., \n",
-      "!,.!;.,:,.-,;,,:,.:'.!,?,,.,:,.,'.'.,,,,;.-,;,,.,' \n",
-      ",:,,,'.                                            \n"
+      "!''?,'!,,?!?,!,!!,:,.:';,,,,'.,?,?;?.,,,:;;:.,,.!, '.\",,.,..,;.'-,,.\",.,'.,.,..,,,.,,,,,,.\",,'.,.\"\"\"\"\n"
      ]
     }
    ],
    "source": [
-    "compare(shakespeare['punctuation'], sherlock['punctuation'])"
+    "compare(shakespeare['punctuation'], sherlock['punctuation'], offset=100, max_lines=50)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 87,
    "metadata": {
     "collapsed": false
    },
      "name": "stdout",
      "output_type": "stream",
      "text": [
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-      ";,-..\"\".,,.-'\"\"\"\"\"\".\"\"\"\"..,,\"\"\"\",.\"\"\"\".''.\"\".\"\"-\"\" ''..'...__......'.,..,.........(.)....,.,...(..)..\n",
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-      "'..,,,.,,,,,.                                      ,(').--?....--,..,!--?.,.'.:.,...--!..:_._!.--,.:-\n",
-      "                                                   -..?,,?--,..,...'?.',':____._'_.,,.'.__,.'.,,__,.'\n",
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-      "                                                   _--!_._?..._--,,.().__,,_'___..:..--,__..'..?...,.\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",
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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",
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-      "                                                   ,,..?.?.,:--__....--!!.'.--,....,.--,',,,...--,.,.\n",
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-      "                                                   ::.,,,..'..,...__..,,,...,......,,,..,,,..,,...,,,\n",
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-      "                                                   ..'...:....?,?.??,..,,.............?'.',.'..?....,\n",
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-      "                                                   ?,....''...?..............:,,.:/..''.........:....\n",
-      "                                                   ....',......,....'....!'.....!'...'.'.............\n",
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-      "                                                   ,,,,.,,,.,......'...:.?,?..........,'.....,:,.--?,\n",
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-      "                                                   ,.'.':.,'.__'......:,,,,:.'..?..,....'.....''...',\n",
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-      "                                                   .,...........,,',,,....'.....''.:,'.....'.'.......\n",
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-      "                                                   _...,,_._.....,,......'..'...,,..''....?....?.....\n",
-      "                                                   ..'....,...'..,..'.,.........!..,.,,.....,....???.\n",
-      "                                                   ......,,.?...?..--_,,_._._.,.:...,..'..'.....,....\n",
-      "                                                   .....,..:.:.?,......,...,.'...'.,.....,.........??\n",
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-      "                                                   .,,.,,,..,:,:(,,):,,,,,.............,.'....?.,,...\n",
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-      "                                                   ,,...--,,.,'.--,.,.--,.,,,.....,,,,.--',..--,,'...\n",
-      "                                                   --,,.:,,........--,.--,.::::..,..,?,.,,.,..__...'.\n",
-      "                                                   :..'...'................,,.,.,:........'........,,\n",
-      "                                                   ..,.,('),.!.'.--?,.'...--,.--'.......--..?.--,,,..\n",
-      "                                                   ,.:,.--!,.!--'!.........--,,.,,..--,.,.........'..\n",
-      "                                                   ........,,..:'..'.....'.,.......,,'(')('),,..,,..,\n",
-      "                                                   .,'?..?_.._...!!'''!!.?...,....._._..'_._.,,......\n",
-      "                                                   ,....,!.?,....?..?.!....,.',..,?...,,..'.:....'.'.\n",
-      "                                                   ...'...,,',.,,,,,:,,,...'.'...--.--,,.--..........\n",
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-      "                                                   .--'?.--,.!.'''._,_,_,_,_,_,_',,._'.,._..?_,',,,,.\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",
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-      "                                                   ,,,,,,,,,.,,,.'......,.,.('').,,__.()--,.,,_,,,,,,\n",
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-      "                                                   :--,.,,,'.',..,''.,,,,'...,.,,.',,.'.--'?,.--,...-\n",
-      "                                                   -',?.,,..__..()__.,,,,.(!)__().(...)..,,.'._,,,'._\n",
-      "                                                   ,,..--,,__,'.,''.,,'..:--?--?.--,,.'?.--,,.,','..,\n",
-      "                                                   ,,,''.--,,,'.,?--,',,'.--?.--',,.'.'..'.,!.,'..'.,\n",
-      "                                                   .''.--,,,,,,.,.--,,,,.--,.,,,,..'.,.,,.,,,',,,.,,.\n",
-      "                                                   _??_,.,,,,,.'..,.',,'..--,,.,.--__,.--,,.,.,..--,?\n",
-      "                                                   .--,.--?.?--',.--,.,..,.--,,,..'.'...'.''.'?..'.,'\n",
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-      "                                                   :!!(..)--',,....,?--__,,..--,,..--?.--,.'.?.'.:_,.\n",
-      "                                                   ?'_.'._''___,_-_,,,..,,.,',,,..,,,,'()__.-.,,...,.\n",
-      "                                                   .,...;.,..;...,...;..,..;..,..;...,...;...,..;..,.\n",
-      "                                                   ...;..,...;..,..;.,..;.,..;.,..;.,..;..,...;..,..;\n",
-      "                                                   ...,..;..,..;.',..;...,...;...,..;...,..;.,..;..,.\n",
-      "                                                   ..,.,.,.--,,-?--,.--,.--??.:--,,.--,,..--,.'..---,\n",
-      "                                                   .,:--,',?--,....,,,..,'..,',.,'.,..,,.,,,....'',..\n",
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-      "                                                   ..,.?,.?'',.'.',..:.:.,'',,',.--,.--,.--,.--,.--,.\n",
-      "                                                   --,..',?--,....--?.--,..',,.--,.?...'.,,.-.',?,.,.\n",
-      "                                                   ,','.--?..:.--,...--,..--,,.,'.--,?.,,.--?.'.--,,.\n",
-      "                                                   --,..__..:._--_!,.'?..--,..,.--,,.--,,,.--,..--?..\n",
-      "                                                   ..--,.'.--,.--',.,...,.'.',,,,.,?,,,.--,..,....,.?\n",
-      "                                                   .,'.--,,,.--,,..---,.--?.,,.--?.--,..,'.??.?,,,...\n",
-      "                                                   ,.--?.--,.--,,.--,.,,'.--,.'',.:--!!?,?--,..--!!,.\n",
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-      "                                                   -,,,.'.--,.--,,..--,',,.',.--,.--,.--,.....--_,_..\n",
-      "                                                   ,',.--,,''.--,,__,.--,.....,,.,..--,,,!--',,.,?.--\n",
-      "                                                   ,,'??',,,,,,,,,,.--',._._..,,,.--,,.!'!..'.--,....\n",
-      "                                                   .--',..'_'._:--.:--_!!_,__,,,,.--',..--,.--,?._--,\n",
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-      "                                                   ,,,,,,,,,''.,,,',,,,,.....'.--,,.?--,,.--,,,.!?--,\n",
-      "                                                   ,..,..,,.:_,_..,.--,,?--',..'.__.,,.--,,'.:--'..--\n",
-      "                                                   ',,.,'.'.--,.--,,..,,,,,,,,,,,,,.--,,'.'?'?''.--',\n",
-      "                                                   ...__...,...,,,.--,....--,,..--,...,.,?',,.?--!.!?\n",
-      "                                                   .'__'?.--__,,.--,,''?,,,,__.--,...--,.'.-!--,,,'.,\n",
-      "                                                   .--,...:--'.--,?.--,,..--?.--,,..--,..--,,..--?.--\n",
-      "                                                   ,.--?.--?..--,,,,'''.,:--.--,.--?.--,...,,.--,,,.-\n",
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-      "                                                   ,',.',,,',,,,,'--.--,.?--',,.--,,....,.--,.....,,,\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",
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-      "                                                   .)_._(,,.,,,.)_:_(,,)_!_(...)_:_()_!'.:._()_.:,._(\n",
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-      "                                                   ,)!(,,..)_:_(,)_!_(...)_:!..._(.,.,',,,,.)_:_()_',\n",
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-      "                                                   ...,.,,.?.,,.?',..'.'.,....,,..,?...?'..,._()_..!_\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",
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-      "                                                   .()._'.\",,,.\"\"''.'.\"..'._?.,',.'.,,..,,.,,,,,.()?.\n",
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-      "                                                   ,..,,,,,,,,,,,,,,.,,,?.,,,,,,,,,,,,,.?.?(,,,,)::::\n",
-      "                                                   '::::::,,,,,:::::.(,):::()()()()(),,,:,,,,,,,,,.('\n",
-      "                                                   ),?,,,.,::,:.?.?:,,,.?::::,,::::,,,,::::,:,,:,:,.'\n",
-      "                                                   ,',?()(')',,,.,(),,?::::.?,.?',',,,,,,,',',.?,,,:'\n",
-      "                                                   ,,,(),:',,.?:,,,,,,.:(,),,,.?.?,,,.,,?,,.,()?.?:_.\n",
-      "                                                   ..._:_,,,._?(),(),(),(),(),(),(),(),(),().,?,'.,?,\n",
-      "                                                   ,:.?:(,),(,),.(,),(,),(,),(,).?,,.?,,,,,,,.?,,,,,,\n",
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-      "                                                   '_(.,..,)_,_,,__,,__,.?,:,:,:,:,':,.?,,,,(),,,,,,.\n",
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-      "                                                   (,,.).'_-_(,,,,',,).__(,,,').__(,,,,,',,).__().__(\n",
-      "                                                   ,,).__().__....,.',,,,,,,,,,,,.?,:::,.?'_-._?(),,(\n",
-      "                                                   ).,,?,:,,,,,,.?,,,,,,,,..,'.?()(),.?,,.,,,,,.,,.?(\n",
-      "                                                   ).,,,.(),()(),..''''()...-------------------------\n",
-      "                                                   --------------------------------------------------\n",
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-      "                                                   ',,,,,,,,,,,,,,,,(,,),(),/-,,,,,,,,:,,:,,,,,:,:',(\n",
-      "                                                   ,,,()()'),,,,,,(),(),.?,,,,,,,,,,,,,(.(),,,),,,.?,\n",
-      "                                                   ,,,,,,,,,,,,,,,,.?,,,(''),,,,,.?.,,,(,).?.'..?,/,,\n",
-      "                                                   ,,,,,,,,.?,,,.?:,,(),'().:::,,,,,,.?,,,..,--,.?,,,\n",
-      "                                                   ,,,_(_),(,.,..,..,..,...(__),,)().?:,,,,,.,,(),(,)\n",
-      "                                                   ,(),,,,,..()(()).()(..),____.,,,...',,(..),,(..,..\n",
-      "                                                   ),,(),,,().?(),,/,,%('),,./%,,,,,,.?()..(),...().(\n",
-      "                                                   ,(,,,,:,,,,,:,,,,,,),,):(),(),(,,),().'%,,()./(/,/\n",
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-      "                                                   ',,,'.?,,'',(,,,,,),,.?.?.?/,..'..?,.?,,,.?',(),,_\n",
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-      "                                                   /-,'/-)./,,/,,:,',,,,,().():..,,,,,/.,'.,...?.,,,,\n",
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-      "                                                   ,,//,,,()////,:,/,'://(,,),:,()():'(),:..,,,,,.()?\n",
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-      "                                                   ,,),(,).()().?:.?...?,.?,,.,,.,::,,.:..,,,,,,,,,,,\n",
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-      "                                                   ),(),(),.,?,,,.,,,,.?,,,,,(),/,,,,..?..?,.,,.?,,,,\n",
-      "                                                   ,,,,.,,.,,,,,().?.,,?,:,:,:,:,:()(),:,,.,?,()(),,(\n",
-      "                                                   )().,,,,?():():():():():():():,',():():'():,,():()\n",
-      "                                                   :():,,()--',().?.,,,,?'?,,??,,,,,?:(,,,,,..)::(),,\n",
-      "                                                   ,,.,,?,,,,'.?,,,,,:,,,,,.?',,',,,',,,,,,,,...().?,\n",
-      "                                                   ,,,'.,,,,,,,,,(,),(,).'?,,,,,.?,():,,:,:,:,,,.,,?,\n",
-      "                                                   ,,,,,,,,,,.?,,,.?,,',,,,,',',,(),,,,,,,(),,,,,,,.(\n",
-      "                                                   ).?(),(),(),().,?,,,,,,.?,,,.?,.?,.()(),,.,,.?),,,\n",
-      "                                                   ),,),,),,,),,.?,,..,,,,,,,,,,,,,,,,,,,,,,,,,,',,,,\n",
-      "                                                   .,,,,,,.,.,?()()().,?,,.,.,.()(),.(),..,,,(,:,),,,\n",
-      "                                                   ,,.,,?::;:::(,)(,)::::::.,,?,(,,,),,,,,.?::::.?,,,\n",
-      "                                                   .?::::.?,,,.?:,,,,,,(),.:,,,,,'('),,,,,,(),,,,(),,\n",
-      "                                                   .?.?,.?(),.,,,,,.,(),,,,,.,,,,,,,(),.?,,,,,.''?,.?\n",
-      "                                                   ,...:,...:,.,,.:.?.,,.?:,,,,,-,,,.:,,,,,,.??..?.?'\n",
-      "                                                   '.?__/'____/__//---./-/-__////-/.---\n"
+      ",,.,,,.;,.-\"\"\".\".-,,.-,.\"\"\"\".,.,,.\".:\"-,\",.\"'\",.\", :--?--,.--,.:--,.?--,,.__.--?.--,,.'..,,:--',,?--,\n"
      ]
     }
    ],
    "source": [
-    "compare(sherlock['punctuation'], ulysses['punctuation'])"
+    "compare(sherlock['punctuation'], ulysses['punctuation'], offset=100)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 88,
    "metadata": {
     "collapsed": false
    },
      "name": "stdout",
      "output_type": "stream",
      "text": [
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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"
      ]
     }
    ],
    "source": [
-    "compare(sherlock['punctuation'], pap['punctuation'])"
+    "compare(sherlock['punctuation'], pap['punctuation'], offset=100)"
    ]
   },
   {
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 89,
    "metadata": {
     "collapsed": true
    },
    "outputs": [],
    "source": [
-    "def compare_many(*texts, offset=0, line_len=100, gap=' '):\n",
+    "def compare_many(*texts, offset=0, line_len=100, gap=' ', max_lines=30):\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",
+    "    max_len = min(max(len(text) for text in texts), segment_len * max_lines)\n",
+    "    for i in range(offset, max_len, segment_len):\n",
     "        segments = [padded_segment(text, i, segment_len) for text in texts]\n",
     "        print(gap.join(segments))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 90,
    "metadata": {
     "collapsed": false
    },
      "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",
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-      "                                 ',.,;,.-,,.;,.,.,;,.,,,,,.\"!!!!. ............................!\",,\n",
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-      "                                 \"),-(://./)..-..-,,,(/).,-.-,... ,,-.,',.\",?\".\"?'!\".\",\".\"--','...\n",
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-      "                                 ,.                               \"().\".\",,,,:\"??\"\",\",--.',.,:\",!\"\n",
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-      "                                                                  ),\".--!':,,;,..;..\".,,.'...,,..'\n",
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-      "                                                                  \"\"?...\",.,,.\",--,--,\".\",.,...\",\"\n",
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-      "                              <>                               <> ,.,,.,,-,..,,,,,,.,,,.,,.''.\"\n",
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-      "                              <>                               <> .\".\",,...\".\"?...,?\",...\".,\",.\n",
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-      "                              <>                               <> ,,,.'.,,-,.,,.-'..,.,,..\"'.,\"\n",
-      "                              <>                               <> .\".'.\"\",?\".\"?,\",.\"'.,----?\"\",\n",
-      "                              <>                               <> .\"?,,!\",.,;.\"-,,,\".\"'..,!\"',,\n",
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-      "                              <>                               <> .\",-.,','\",.\"!\",\"!,,!!\"\",!\"..\n",
-      "                              <>                               <> \",.\",!',\",.\"',?\".\",...--'?!'.\n",
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-      "                              <>                               <> .,.,.,.\"!\"..,,.,,....,.,,.'.,\n",
-      "                              <>                               <> ,,...,,,.\"!\",.\"?\",----'.\"!\",,\n",
-      "                              <>                               <> '...'.',().,,,,.,,,,.,,.,--.,\n",
-      "                              <>                               <> ..-,-,..----;.,.,.,,,.,:\",,!!\n",
-      "                              <>                               <> .\",\"(),\".,..,,.,.,,,.:',?'--'\n",
-      "                              <>                               <> \",',.,'.,,?\",:\",?.','(),'.'.'\n",
-      "                              <>                               <> ..\"??\".,,..,,.,......,,.,--..\n",
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-      "                              <>                               <> !!\",,.;,,..,,.,.,,,,.',.\"?\".\"\n",
-      "                              <>                               <> .,,,,,..,,,.:,,,;,,',,.,,,,,.\n",
-      "                              <>                               <> --,,.,,,,,.,,',,.,,,,.,'.,,.,\n",
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-      "                              <>                               <> (),,,,.(),.----?----,.,,,,.,,\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",
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-      "                              <>                               <> (),,,(),(),'--.,,,,,,.,...-,,\n",
-      "                              <>                               <> .\"!,\",,.\":,\".\"?\".\"?.,'.\"'.,-,\n",
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-      "                              <>                               <> \"!\".,,,,--,:----,--,',.,,.-..\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",
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+      "\"\"\"\"\"\",!!\"\"-\"\"\"\"..\"\"\"\"\"\".\"\"\"\" <> ,.,,;;,;,,..;,,,..!..,,,..,,. <> ,.\"-,-,,.\",,,\".\",\",,\"?.?\",,,.\n",
+      ",\"\"....\"\"\"\"\".\"\".\"\".\",.\"\"\"\"\"\"\" <> .,.,,;,..,,.\",,\",\"...\"\".,..,. <> \"!\".,-,,-,,.,-'.,,..-,,,.,,,.\n",
+      "\"\"\"-,...\"\"\"\"...,.,.,-\"\"\"\"\"\"\"\" <> \"\",\".,\"!,;.\"\"__,\".,.\"!!,,..\"\" <> \",,,\",.,.,.','.:\"?.\"\",,.\"\"?\".\n",
+      ".\"\",\".\",.,,\"\".\"\"\"\".\"\",\"\"\"\"\"\"\" <> ?\",,:\",__;.,.\"...;.,,;,,..... <> .,.,,'.\",\".,,.,,,,,,-,,,..,.,\n",
+      "\"\".\"\".-.\"'\".\",,.'\".\"\".\"\"\"\"\",- <> ,.,.'.;,.,,,,...;.';.\"!.,\",\", <> '.,,,.-..,.'..,,,.,,.,,,',,,.\n",
+      ",,.-,\",.\"-'\".',.'.,,,.,,,,.,, <> ..,.;.,!__,;!.,.!,,;,,;.,,.,, <> .-,..',,,.'.','.\",!,,\",:\",.\".\n",
+      ",,,,,..,-,--,,.',.,-,.,.\",\",, <> ,,__--\"\"__,\",\"!',.!\"\"!,.!...' <> ,.\",\".\",\".\",\";,-..\",,,\",..--.\n",
+      ",.\"\"\"'.,\"\"'.,,\"\";.,.'..,..,,, <> --\"...,,,..\",\",\"__;,,.!,,!!,, <> ,,,,,,,,----.,.,,.\"!\";.\",,\",.\n",
+      "..-,,,.,-.,.\",,.,,,,,,\"\"\".\",' <> -..\",,.,.\",\",\",-,;!--,!\"\",\",\" <> ..,,,,.,,',..\",'....,?\",.\".\",\n",
+      "..-,.,,,.,.,.,,,,..,..-,.,,.\" <> ,..\"\"..\"\"?..__,__.?..,,..\"\"!\" <> ,.\",\",,.,,.,.',,-,,,,-,.,,,,.\n"
      ]
     }
    ],
    "source": [
-    "compare_many(sherlock['punctuation'], pap['punctuation'], wap['punctuation'], gap=' <> ')"
+    "compare_many(sherlock['punctuation'], pap['punctuation'], wap['punctuation'], gap=' <> ', offset=100)"
    ]
   },
   {
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 102,
    "metadata": {
     "collapsed": false
    },
     "           ':': (0, 0, 255),  ';': (0, 0, 255),\n",
     "           'unknown': (128, 128, 128)}\n",
     "max_x = 1000\n",
-    "max_y = 1000\n",
+    "max_y = 400\n",
     "block_size = 4\n",
     "text = sherlock['punctuation']\n",
     "img = Image.new('RGBA', (max_x, max_y))\n",
    "metadata": {},
    "source": [
     "The image: \n",
-    "![alt text](test.png)\n"
+    "![alt text](test.png)"
    ]
   },
   {
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 93,
    "metadata": {
     "collapsed": false
    },
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 94,
    "metadata": {
     "collapsed": false
    },
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 95,
    "metadata": {
     "collapsed": true
    },
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 96,
    "metadata": {
     "collapsed": false
    },
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 97,
    "metadata": {
     "collapsed": true
    },
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 98,
    "metadata": {
     "collapsed": true
    },
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 99,
    "metadata": {
     "collapsed": true
    },