Book hunters Presentation

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  "name": "BookHunters_Presentation"
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   "cells": [
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": "#Book Hunters\n\nhttps://github.com/fchasen/bookhunters\n\n###Team Members\n\nFred, Luis, Sonali\n\n###Problem and Overview\n\nWhen we search for books on the internet, we are often overwhelmed with results coming from various sources in both physical and digital locations.  Futhermore, it\u2019s difficult to get direct trusted urls to books. Project Gutenberg, HathiTrust and Open Library, all provide an extensive library of books online, each with their own large repositories. By combining their catalogs, Book Hunters enables querying for a book across those different sources, our project will also highlight key statistics about the three datasets which will make it easier for the user to choose the library that best meets their needs.  \n\n###Data sources\n\n[![Open Library](http://fchasen.com/cal/open-data/logo_OL-lg.png)](http://openlibrary.org/)\n\nOpen Library - http://openlibrary.org/\n\nOpen Library is an open, editable library catalog, building towards a web page for every book ever published.\n\n\n[![HathiTrust](http://fchasen.com/cal/open-data/hathi_logo_bigger.jpg)](http://www.hathitrust.org/)\n\nHathiTrust - http://www.hathitrust.org/\n\nHathiTrust is a partnership of major research institutions and libraries working to ensure that the cultural record is preserved and accessible long into the future. There are more than sixty partners in HathiTrust, and membership is open to institutions worldwide.\n\n\n[![Gutenberg](http://fchasen.com/cal/open-data/pg-logo-002.png)](http://www.gutenberg.org/)\n\nGutenberg - http://www.gutenberg.org/\n\nProject Gutenberg is the first and largest single collection of free electronic books, or eBooks. Michael Hart, founder of Project Gutenberg, invented eBooks in 1971 and continues to inspire the creation of eBooks and related technologies today.  All books in Gutenberg are in Public Domain and may exist across the format spectrum from simple plain text to mp3.  "
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": "###The Plan vs. The Execution\n\nWe have followed the plan pretty closely as far as functionality we wanted to establish in regard to finding and downloading books immediately.  As far as calculating when books would enter Public Domain, this proved to be difficult.  First, depending on when the book was published, a copyright can either be renewed or is automatically renewed.  The system would have to keep track of not just the date, but the status of a renewal and whether the copyright was held by an individual author or a corporation."
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": "###Bookhunters Database Schema\n\nDue to the large amount of records that the data sources contain, we needed to move to a more persistent storage in order to run various metrics and achieve better retrieval performance.\n\n[![Bookhunters Schema](http://fchasen.com/cal/open-data/erd.png)]"
    },
    {
     "cell_type": "heading",
     "level": 3,
     "metadata": {},
     "source": "Analyzing The Data"
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": "The goal here is to show some general metrics which will help if/when you want to choose what data source to look at more closely\n<ul>\n    <li>Available book counts for each source</li>\n    <li>Books by year published/released</li>\n    <li>Books by language</li>\n    <li>Books by format</li>\n</ul>"
    },
    {
     "cell_type": "heading",
     "level": 3,
     "metadata": {},
     "source": "Where Do We Go From Here?"
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": "The goal for the presentation was to show that Notebooks could still be used even though the data source is a database.  Our main next step would be to turn this into a web application, with a sophisticated UI in order to help people find \"on demand\" books.  Other update include:\n<ul>\n    <li>Create a materialized view between the three tables to simplify search and increase performance across the databases</li>\n    <li>Incorporating more statistics from the sources, i.e. - Gutenberg number of downloads</li>\n    <li>Including and mitigating subject vocabulary issues between the sources or possibly looking up book metadata from a source like Wikipedia</li>\n    <li>Incorporating book rankings technologies along with user metrics in order to identify books the user may enjoy</li>\n</ul>"
    },
    {
     "cell_type": "heading",
     "level": 3,
     "metadata": {},
     "source": "Import libraries and Connect to database"
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": "Each library's data needed to be imported into the databse differently.\n\nThe following links provided the urls to the data and code we used to import each of the datasets.\n\nThis process takes several hours, so shown for reproducibility only.\n\nOpen Library - https://ec2-54-225-70-191.compute-1.amazonaws.com:80/5fb75e17-1eb2-4eb1-8d52-2eb5c3e18fe9\n\nHathiTrust - https://ec2-54-225-70-191.compute-1.amazonaws.com:80/69a6a181-4243-4b85-8a30-d74e90584bc7\n\nGutenberg - https://ec2-54-225-70-191.compute-1.amazonaws.com:80/82ab62ce-c46f-4c3f-9c2c-97fe3f2a6220"
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "#Importing libraries\n\nimport matplotlib.pyplot as plt\nimport pandas as pd\nfrom itertools import islice\nimport numpy as np\n#Useful way of priting dataframe using html\nfrom IPython.core.display import HTML\nimport IPython.core.display\n",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": "/usr/local/lib/python2.7/dist-packages/pytz/__init__.py:35: UserWarning: Module logging was already imported from /usr/lib/python2.7/logging/__init__.pyc, but /usr/local/lib/python2.7/dist-packages is being added to sys.path\n  from pkg_resources import resource_stream\n"
      }
     ],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "#Connect to database, our data is in mysql hosted on ec2 cluster. Since the size of data was huge hence it was essential to use a database.\nimport MySQLdb\ndb = MySQLdb.connect(host=\"bookhunters.cicwejvpogpp.us-east-1.rds.amazonaws.com\", port=3306, user=\"bookhunters\", passwd=\"wwod13pw!\",\ndb=\"bookhunters\", charset='utf8')\ndb.set_character_set('utf8')\ncursor = db.cursor()\ncursor.execute('SET NAMES utf8')\ncursor.execute('SET CHARACTER SET utf8')",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 3,
       "text": "0L"
      }
     ],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "# execute SQL select statement to fetch results from database\ncursor.execute(\"select 'Hathtrust' , count(1) from ht_books union select 'Gutenberg', count(1) from gut_books union select 'Open library', count(1) from ol_books\")\nresults = cursor.fetchall()",
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 4
    },
    {
     "cell_type": "heading",
     "level": 3,
     "metadata": {},
     "source": "Fetching overall statistics"
    },
    {
     "cell_type": "heading",
     "level": 4,
     "metadata": {},
     "source": "Total Count"
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "#Store results in a dataframe\nl = list(results)\ndf = pd.DataFrame(l, columns=[\"Source\",\"Count\"])\ndf = df.set_index(df.Source)\ndf",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Source</th>\n      <th>Count</th>\n    </tr>\n    <tr>\n      <th>Source</th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Hathtrust</th>\n      <td>    Hathtrust</td>\n      <td> 4418000</td>\n    </tr>\n    <tr>\n      <th>Gutenberg</th>\n      <td>    Gutenberg</td>\n      <td>   42213</td>\n    </tr>\n    <tr>\n      <th>Open library</th>\n      <td> Open library</td>\n      <td>  197245</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
       "output_type": "pyout",
       "prompt_number": 5,
       "text": "                    Source    Count\nSource                             \nHathtrust        Hathtrust  4418000\nGutenberg        Gutenberg    42213\nOpen library  Open library   197245"
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "heading",
     "level": 4,
     "metadata": {},
     "source": "Books count in a bar graph"
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "df['Count'].plot(kind = 'bar',title=\"Total books\")",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 6,
       "text": "<matplotlib.axes.AxesSubplot at 0x2ca5f50>"
      },
      {
       "output_type": "display_data",
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SVatWKe0HDx4Ui8UiJpNJpk+fLk6n84Iz5UCBpo8wtPzy7iMMIq3q6bvJC/cGYB/ghXt9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\nrAzPbWIAAAAASUVORK5CYII=\n"
      }
     ],
     "prompt_number": 6
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "#Plot graphs based on publish date\ncursor.execute(\"select pubdate,'Hathitrust' as Source, COUNT(1) from ht_books group by pubdate, 'Hathitrust' union select publish_date,'Openlibrary' as Source, COUNT(1) from ol_books group by publish_date,'Openlibrary' union select created,'Gutenberg' as Source, COUNT(1) from gut_books group by created,'Gutenberg'\")\ndates = cursor.fetchall()\n",
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "dateslist = list(dates)\ndfdates=pd.DataFrame(dateslist,columns=[\"Year\",\"Source\",\"Count\"])\n#display(HTML(dfdates[:-25].to_html()))",
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 8
    },
    {
     "cell_type": "heading",
     "level": 4,
     "metadata": {},
     "source": "Number of books by Year"
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "#Parsing the dates field to fetch only the year, remove redundant text.\nimport re\ndef returnnumber(num): \n    try:\n        tmp = re.findall((\"(\\d{4})\") ,num)\n        if (len(tmp)==1):\n            return int(\"\".join(tmp))\n        else:\n            return None\n    except:\n        return None\n    ",
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 9
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "#Removing null fields from the dataframe to add another column called FilteredDate to store parsed date.\ndfdates.dropna()\ns = pd.Series()\ns = dfdates.Year.apply(returnnumber)\ndfdates[\"FilteredDate\"]=s",
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 10
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "dfdates.sort('FilteredDate')\ndfdates = dfdates[(dfdates.FilteredDate>1990) & (dfdates.FilteredDate<2007)]\n#display(HTML(dfdates.to_html()))",
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 11
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "#Plot the books publishes by year between 1990 and 2002\nd = dfdates.pivot_table('Count', rows='FilteredDate', cols='Source', aggfunc=sum)\nd",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Source</th>\n      <th>Gutenberg</th>\n      <th>Hathitrust</th>\n      <th>Openlibrary</th>\n    </tr>\n    <tr>\n      <th>FilteredDate</th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>1991</th>\n      <td>    5</td>\n      <td> 58774</td>\n      <td> 1389</td>\n    </tr>\n    <tr>\n      <th>1992</th>\n      <td>   13</td>\n      <td> 52561</td>\n      <td> 1498</td>\n    </tr>\n    <tr>\n      <th>1993</th>\n      <td>   36</td>\n      <td> 32109</td>\n      <td> 1832</td>\n    </tr>\n    <tr>\n      <th>1994</th>\n      <td>   58</td>\n      <td> 16576</td>\n      <td> 1724</td>\n    </tr>\n    <tr>\n      <th>1995</th>\n      <td>  110</td>\n      <td> 16136</td>\n      <td> 1620</td>\n    </tr>\n    <tr>\n      <th>1996</th>\n      <td>  335</td>\n      <td> 14864</td>\n      <td> 1649</td>\n    </tr>\n    <tr>\n      <th>1997</th>\n      <td>  335</td>\n      <td> 13812</td>\n      <td> 1679</td>\n    </tr>\n    <tr>\n      <th>1998</th>\n      <td>  350</td>\n      <td> 12870</td>\n      <td> 1703</td>\n    </tr>\n    <tr>\n      <th>1999</th>\n      <td>  344</td>\n      <td> 19557</td>\n      <td> 1630</td>\n    </tr>\n    <tr>\n      <th>2000</th>\n      <td>  356</td>\n      <td> 12103</td>\n      <td> 1817</td>\n    </tr>\n    <tr>\n      <th>2001</th>\n      <td>  332</td>\n      <td> 11023</td>\n      <td> 1427</td>\n    </tr>\n    <tr>\n      <th>2002</th>\n      <td>  388</td>\n      <td> 10277</td>\n      <td> 1423</td>\n    </tr>\n    <tr>\n      <th>2003</th>\n      <td> 1481</td>\n      <td> 10003</td>\n      <td> 1398</td>\n    </tr>\n    <tr>\n      <th>2004</th>\n      <td> 7124</td>\n      <td>  9891</td>\n      <td> 1262</td>\n    </tr>\n    <tr>\n      <th>2005</th>\n      <td> 5145</td>\n      <td>  9425</td>\n      <td> 1222</td>\n    </tr>\n    <tr>\n      <th>2006</th>\n      <td> 3637</td>\n      <td>  8401</td>\n      <td> 1147</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
       "output_type": "pyout",
       "prompt_number": 12,
       "text": "Source        Gutenberg  Hathitrust  Openlibrary\nFilteredDate                                    \n1991                  5       58774         1389\n1992                 13       52561         1498\n1993                 36       32109         1832\n1994                 58       16576         1724\n1995                110       16136         1620\n1996                335       14864         1649\n1997                335       13812         1679\n1998                350       12870         1703\n1999                344       19557         1630\n2000                356       12103         1817\n2001                332       11023         1427\n2002                388       10277         1423\n2003               1481       10003         1398\n2004               7124        9891         1262\n2005               5145        9425         1222\n2006               3637        8401         1147"
      }
     ],
     "prompt_number": 12
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "d.plot(title=\"Total books collection by year\", linewidth=2.5 )",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 13,
       "text": "<matplotlib.axes.AxesSubplot at 0x31e4bd0>"
      },
      {
       "output_type": "display_data",
       "png": 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zkJMf1ZPnNj/HxjMbsWxuybU3rimN3pKka/TtvSVVTk5+pGfKGw593dQ/RMwr\nyONYxjEtJqqcPowTpA8ZQeaUmgZZWNQTnw4+yt87L+puF1pJkqTakNVQ9ajHZz04c/UMA10G8suL\nv2g7jiRVSh/fW9LDZDWUHiuviopLiyOvIE/LaSRJkv48WVho2P31wuVdaEtFKXuT9mopUeX0of5a\nHzKCzKlPgoODeffdd6tcb2ZmxpUrVxoukB6RhUU9eqLtEzQzbAbI31tI0p/h6ur60Fhx909uVJ3K\ntqtu7guA27dvK932aypYHpWrqyt79+rWl8jqyMJCw+4ff6eFcQuebKeeqWvnpZ06VS+sD+ME6UNG\nkDnrU00f7tr0qNOi6ltbkSws6ll5VdSVvCtczL2o5TSS1LiEhITg7u6Oubk53bp1U0ayPnfuHLNm\nzeLw4cOYmZlVGGcuNzeXUaNGYW5uTv/+/bl8+bKyzsDAgEuXLvHFF1+wYcMGQkNDMTMzU0abcHV1\nJTQ0lJ49e2JmZkZpaSkGBgYVjnH/FUlOTg6jRo3CysoKGxsbnnzySYQQBAYGkpKSwujRozEzM2PZ\nsmUN8XQ9EvlLMQ2LfWDOAF83X1CPncjOSzvxsPHQTrAHPJhTF+lDRmj8OefFzCM+SzPzqno6eLJi\nZN0myKju27e7uzsHDx7EwcGBqKgopk6dyqVLl+jSpQuff/45X331FQcOHKhwrIiICGJiYvDy8iIo\nKIh33nmHjRs3KtuoVCpefvllDh8+jIuLC++9916Fc0ZERPDjjz9ia2uLoaHhQ5nuvxpavnw5Li4u\n5OTkAHDkyBFUKhXr1q3j4MGDhIWF8dRTT9Xp+dAWWVjUs+6tu+PYypHMO5nsurSL2d6ztR1Jkuok\nPiuen5O1MzeLEIKxY8diZPTHR1VRUZEyG92ECROU5eVzQ8TFxeHv719lN9Jnn32WPn3U8848//zz\n/PWvf632/A/u/5e//AUnJ6da5TcxMSEzM5MrV67g5ubGoEGDarWfLpKFhYY9+M1NpVLh6+bL2t/W\nsu/KPopKizAx1P549frwTVgfMkLjz+npoLl5Vet6LJVKxdatWyt8+167di1fffUVAN988w0fffSR\n0oPpzp07XL9+vdpjls/DA+opU+sy6RFQYRrUqpQXMm+88QaLFi1SppZ++eWXWbBgQZ3OpytkYdEA\nyguLO0V3OJx6mMGug7UdSZJqra7VRvWt/IM4JSWFGTNmsG/fPgYMGIBKpcLLy0tZ/6gN49VNhnS/\nli1bcu9TFelUAAAgAElEQVTePeV+ZmamUqC0atWKZcuWsWzZMs6ePctTTz2Ft7c3Q4cO1dmG+6rI\nBm4Nq6wv+/1Df+y6rBtdaPWhz70+ZASZU1vu3r2LgYEBtra2lJWV8fXXX3PmzBllvb29PWlpaRQX\nFyvL6tL7yN7evkLDdVU8PT1Zv349paWlxMTEsH//fmXdjh07uHjxIkIIzM3NMTQ0xMDAQDn+/dO9\n6jpZWDQAO1M7ejv2BuQ4UZL0qMobkLt06cLf/vY3BgwYgIODA2fOnOHxxx9Xths2bBjdunXDwcGB\n1q1bV9j3weNV9vf06dNJSEjAysqKZ599tso8K1euZPv27VhZWbFhwwZlSgeAixcv4uPjg5mZGQMH\nDuS1115j8GB1zcLbb7/N4sWLsbKy4j//+c+jPSkNQI4N1UD+vufvLD24FBUqsl/Pxs7UTtuRJAnQ\n//eWpCbHhmokyseJEgj2JO2pYWtJkiTdIgsLDauqXnigy0BMjU0B9e8ttE0f6q/1ISPInFLTIAuL\nBmJiaMLQ9kMB9ThR8rJfkiR9ItssGtDHcR/zl5i/AHB61mm6t+6u5USS1DjeW5Jss2hURriPUP6W\no9BKkqRPZGGhYdXVC3tYe9DOoh2g/XYLfai/1oeMIHNKTYMsLBpQ+dAfAPuT95NfnK/lRJIkSbUj\n2ywa2OaEzUzYpB78bNfUXfi4+dSwhyTVr8by3mrqZJtFI/NU+6cwUKmfdm1XRUmSVL37Z7NbsmQJ\nM2bMAODKlSsYGBhQVlamzXgNShYWGlZTvbBVCyv6OfUDtNvIrQ/11/qQEWTOhrBmzRp69OiBqakp\njo6OvPrqq9y8ebPez3v/8B9///vf+fLLL+v9nLpKFhZaUN5ucfrqaTJuZ2g5jSTptuXLl/PWW2+x\nfPlybt26xZEjR0hOTsbHx6fCIIG6rLS0tE7bP+qUrfVBFhYaVps5A8qnWgXYfWl3Paapmj7MwaAP\nGUHmrE+3bt1i0aJFfPLJJ/j6+mJoaEi7du2IioriypUrhIeHs2jRIiZMmMDkyZMxNzfnscce49Sp\nU8oxMjIyGD9+PK1bt6ZDhw58/PHHyrpFixYREBBAUFAQ5ubmdO/enePHj1eaZdGiRQQGBlZYFhYW\nhpOTE23atGH58uUVtp0wYQKBgYFYWFiwdu1afv31VwYMGICVlRVt2rRhzpw5FQo7AwMDPv30Uzp2\n7EjHjh2ZPXs2r7/+eoXz+fv7s2KFdoaMl/NZaEFfp75YNLPgZuFNdl3eRZBnkLYjSVLV5s2DeM1M\nq4qnJ9Thw+7QoUMUFBQ8NOqrqakpfn5+7N69m06dOrFt2zYiIiJYv349K1asYOzYsSQmJqJSqRg9\nejTjxo0jMjKS1NRUhg8fTqdOnZQJibZv3853333HmjVreOedd5g9ezaHDx9+KEtl80/ExsZy8eJF\nLl26xFNPPYWnpyfDhg0DYNu2bURHR7Nu3ToKCgpISEhg5cqV9OnTh9TUVJ5++mk+/fRT5s6dqxxv\n69atHD16lBYtWnDq1CnGjh3Lv//9b1QqFTk5OezZs4ewsLBaP38aJfSEvkTdt29frbZ7NvJZwSKE\nbaitKC0rrd9QlahtTm3Sh4xC6H/OGt9bgwcLAZq5DR5cp8zr1q0TDg4Ola576623hI+Pj1i0aJEY\nMGCAsrysrEw4OjqKAwcOiCNHjoi2bdtW2G/JkiXihRdeEEIIsXDhQuHj46OsO3v2rGjRooVy39XV\nVezZs0fZdurUqUIIIZKSkoRKpRK///67su2bb74ppk+frmw7uIbH+tFHH4lx48Yp91Uq1UOvUZcu\nXcTu3buFEEJ8/PHH4plnnqnyeFW9jpr67KzVlUVpaSl9+vTB2dmZ7du3k5uby6RJk0hOTsbV1ZWo\nqCgsLS0BWLp0KatXr8bQ0JBVq1Yppffx48cJDg6moKAAPz8/Vq5cCUBhYSHTpk3jxIkT2NjYEBkZ\nSbt27eqhWNQtI9xG8O25b8m5l0N8Vrwy34Uk6RxPzU2rWtdj2drakpOTQ1lZmTJpULmMjAxsbW0B\ncHZ2VparVCqcnZ3JyMhApVKRkZGBlZWVsr60tJQnn3xSuX//NKstW7akoKCg0vNV5v4pVtu2bcvp\n06eV+/dnArhw4QJ//etfOX78OPfu3aOkpESZC7yy4wFMmzaN8PBwhg8fTnh4OPPnz68xU32pVWGx\ncuVKunbtyu3btwEICQnBx8eHN998kw8//JCQkBBCQkJISEggMjKShIQE0tPTGT58uHIpOGvWLMLC\nwvD29sbPz4+YmBhGjhxJWFgYNjY2JCYmEhkZyYIFC4iIiKjXB12falsvXN7IDeoJkRq6sNCH+mt9\nyAhNIKeW6sgBBgwYQLNmzdi8eTMTJ05Ult+5c4eYmBiWLl1KamoqqampyrqysjLS0tJwcnLC0NCQ\n9u3bc+HChUqP/6hTm6akpNCpUyflbycnpyqPPWvWLB577DEiIyMxNTVlxYoVbN68udo8U6dOpUeP\nHvz222+cP3+esWPHPlLeR1Fj0ZmWlsYPP/zASy+9pPywY9u2bQQFqevZg4KC2LJlC6Cub5syZQrG\nxsa4urri7u5OXFwcmZmZ3L59G29vb0BdWpbvc/+xxo8fz549TWOuB1dLVzradAR0Z6pVSdI1FhYW\nLFy4kDlz5rBz506Ki4u5cuUKAQEBuLi4MHXqVIQQHD9+nO+++46SkhJWrFhB8+bN6d+/P3379sXM\nzIzQ0FDy8/MpLS3lzJkzHDt2DKjbNKuVWbx4Mfn5+Zw9e5Y1a9YwadKkKre9c+cOZmZmtGzZkvPn\nz/PZZ5/VeHxnZ2f69OnDtGnTmDBhAs2aNXukvI+ixiuL+fPn8+9//5tbt24py7Kzs5VLN3t7e7Kz\nswH1ZWH//v2V7ZydnUlPT8fY2LjCJZmTkxPp6ekApKenK5deRkZGWFhYkJubi7W19UNZgoODcXV1\nBcDS0hJPT0/l21J5H3Jt3y9fVpvtu93txgUu8EvKL/y4+0daGLdosLwrVqzQyefv/vvx8fHMmzdP\nZ/JUdf/B117beaq6X93zqcveeOMNbGxseP3117l06RLm5uaMGzeOjRs3YmJigkqlYsyYMURGRhIU\nFISHhwfffvsthoaGgHoe7L/97W906NCBwsJCOnfuzOLFi4Gap1l9cPmDU7AOHjwYd3d3ysrKeOON\nNxg+fHiVx122bBkvv/wyoaGheHl5MXnyZPbt21fjeYOCgpg2bRqrVq2q1fMVGxvLmjVrAJTPS42o\nrkFj+/bt4tVXXxVCqBvHRo0aJYQQwtLSssJ2VlZWQgghZs+eLcLDw5Xl06dPF9HR0eLYsWNi+PDh\nyvL9+/crx+revbtIT09X1rm5uYnr168/lKWGqDqjLo2d285vEyxCsAix/fft9ReqEvrQKKsPGYXQ\n/5z68t6qyqJFi5SG58Zo//79DzXSV6aq11FTr2+11VCHDh1i27ZttG/fnilTprB3714CAwOxt7cn\nKysLgMzMTGUydCcnpwp1h2lpaTg7O+Pk5ERaWtpDy8v3SUlJAdQ/RLl582alVxX6oi7f1Ia2H4qx\ngTHQ8L/m1odvlPqQEWRObRONeFyr4uJiVqxYoQwzok3VFhZLliwhNTWVpKQkIiIieOqpp1i3bh3+\n/v6sXbsWgLVr1yqNLv7+/kRERFBUVERSUhKJiYl4e3vj4OCAubk5cXFxCCFYt24dY8aMUfYpP1Z0\ndLTSR7kpaGXSioEuAwE5TpQk/VmVVfk0BufOncPKyors7Gyl+lCransJEhsbK0aPHi2EEOL69eti\n2LBhwsPDQ/j4+IgbN24o233wwQfCzc1NdOrUScTExCjLjx07Jrp37y7c3NzEnDlzlOUFBQVi4sSJ\nwt3dXfTr108kJSVVev46RNWqulZJLNm/RKmKSrqRVC+ZKqMPVSf6kFEI/c+pL+8tqXpVvY6aen3l\nEOUaFhsbW6fL/eMZx+nzpbqv9f9G/Y+XH3u5npJVVNec2qAPGUH/c+rLe0uqXn0PUS4LCy0rE2XY\nL7Mn514O47uMJzogWtuRpCamsb63mho5n0UjZ6AywKeDegKkPUl7KCnTvdEmJUmSZGGhYX9mzoDy\nX3PnFeTxa/qvGk5UOX2Y20AfMoL+57SyslIaieVNf2/3D2lSH2RhoQPuH/pDmxMiSU1Tbm4uQgid\nue3bt0/rGfQxZ25ubr3+P5FtFjqix2c9OHP1DAOcB3Bo+iFtx5EkqZGQbRaNTPnVRVx6HHkFeVpO\nI0mSVJEsLDTsz9Zfl8+eVybK2HO5/gdT1Id6dn3ICDKnpsmcukkWFjriibZP0NyoOSBHoZUkSffI\nNgsdMiJ8BLsu7aKdRTuS5iY1yiEMJElqWLLNohHy7aBut0i+mUxibqKW00iSJP1BFhYa9ij1mA3Z\nhVYf6lv1ISPInJomc+omWVjokO6tu+PYyhGQo9BKkqRbZJuFjgneEsza39ZiamxK7oJcTAxNtB1J\nkiQ9JtssGqnyLrR3i+9yOPWwltNIkiSpycJCwx61HnN4h+GoUPeCqs+qKH2ob9WHjCBzaprMqZtk\nYaFj7Ezt6O3YG5DjREmSpDtkm4UO+vuev7P04FJUqMh+PRs7UzttR5IkSU/JNotGrLwLrUDw0+Wf\ntJxGkiRJFhYap4l6zIEuAzE1NgXqb+gPfahv1YeMIHNqmsypm2RhoYNMDE0Y2n4ooG63aCrVb5Ik\n6S7ZZqGjPjn6CXN+nAPA6Vmn6d66u5YTSZKkj2SbRSN3/9AfOy/KX3NLkqRdsrDQME3VY3pYe9DO\noh1QP7+30If6Vn3ICDKnpsmcukkWFjpKpVIx0n0kALFXYsnNr9/5dSVJkqoj2yx02N6kvQz7ZhgA\nnz3zGTP7zNRyIkmS9I1ss2gChrgOwdncGYB1p9ZpOY0kSU2ZLCw0TJP1mAYqA57v8TwAh1IPcfnG\nZY0dWx/qW/UhI8icmiZz6iZZWOi4qT2nKn+HnwrXYhJJkpqyatssCgoKGDx4MIWFhRQVFTFmzBiW\nLl1Kbm4ukyZNIjk5GVdXV6KiorC0tARg6dKlrF69GkNDQ1atWoWvr7oL6PHjxwkODqagoAA/Pz9W\nrlwJQGFhIdOmTePEiRPY2NgQGRlJu3btHg7aBNssynn9z4v4rHjcrd25MPuCnJtbkqRaa5A2i+bN\nm7Nv3z7i4+M5deoU+/bt4+DBg4SEhODj48OFCxcYNmwYISEhACQkJBAZGUlCQgIxMTG8+uqrSshZ\ns2YRFhZGYmIiiYmJxMTEABAWFoaNjQ2JiYnMnz+fBQsWPPKDamwCewYCcDH3InHpcVpOI0lSU1Rj\nNVTLli0BKCoqorS0FCsrK7Zt20ZQUBAAQUFBbNmyBYCtW7cyZcoUjI2NcXV1xd3dnbi4ODIzM7l9\n+zbe3t4ATJs2Tdnn/mONHz+ePXv2aP5RNqD6qMec0n0KBir1S6Wpqih9qG/Vh4wgc2qazKmbjGra\noKysjN69e3Pp0iVmzZpFt27dyM7Oxt7eHgB7e3uys7MByMjIoH///sq+zs7OpKenY2xsjLOzs7Lc\nycmJ9PR0ANLT03FxcVGHMTLCwsKC3NxcrK2tH8oSHByMq6srAJaWlnh6ejJkyBDgjxdO2/fLafL4\njmaO9C7szbGMY0S0iOA/I/7DoQOHHun48fHxDfJ8PMr9+Ph4ncqj7/fl89k0ns/Y2FjWrFkDoHxe\naoSopby8PNGvXz+xd+9eYWlpWWGdlZWVEEKI2bNni/DwcGX59OnTRXR0tDh27JgYPny4snz//v1i\n1KhRQgghunfvLtLT05V1bm5u4vr16w+dvw5RG6V1v60TLEKwCLH1/FZtx5EkSU9o6rOz1r2hLCws\neOaZZzh+/Dj29vZkZWUBkJmZSevWrQH1FUNqaqqyT1paGs7Ozjg5OZGWlvbQ8vJ9UlJSACgpKeHm\nzZuVXlU0deM6j1OGLZe9oiRJamjVFhY5OTnk5eUBkJ+fz+7du/Hy8sLf35+1a9cCsHbtWsaOHQuA\nv78/ERERFBUVkZSURGJiIt7e3jg4OGBubk5cXBxCCNatW8eYMWOUfcqPFR0dzbBhw+rtwTaE8stB\nTTM1MWVcl3EAbPt9G3kFeY90vPrKqUn6kBFkTk2TOXVTtW0WmZmZBAUFUVZWRllZGYGBgQwbNgwv\nLy8CAgIICwtTus4CdO3alYCAALp27YqRkRGffvqp0s3z008/JTg4mPz8fPz8/Bg5Uj3u0fTp0wkM\nDMTDwwMbGxsiIiLq+SHrr8CegYSfCqewtJDohGhe6v2StiNJktREyLGh9EhpWSkuH7mQeSeTJ9s9\nyc/BP2s7kiRJOk6ODdUEGRoY8lyP5wDYn7yf5LxkLSeSJKmpkIWFhtV3Peb9w3+sP73+Tx9HH+pb\n9SEjyJyaJnPqJllY6Jle9r2UKVbXnVrX5KvmJElqGLLNQg+F/hLKgp/Uw6Icm3GMx9o8puVEkiTp\nKtlm0YQ91+M5VKh7mcl5LiRJagiysNCwhqjHdDZ3Zmj7oQBsPLORkrKSOh9DH+pb9SEjyJyaJnPq\nJllY6KnykWiv3r3K7ku7tZxGkqTGTrZZ6KlbhbdwWOZAfkk+U7pPYcP4DdqOJEmSDpJtFk2ceTNz\nxnRWD5my5fwWbhfe1nIiSZIaM1lYaFhD1mOWV0Xll+Sz+dzmOu2rD/Wt+pARZE5Nkzl1kyws9Jiv\nmy92Le0AORKtJEn1S7ZZ6Lm5MXNZFbcKFSpS5qfgbO5c806SJDUZss1CAv6oihIINpyWjdySJNUP\nWVhoWEPXYz7m+BidbTsDdauK0of6Vn3ICDKnpsmcukkWFnpOpVIpVxenr57mt6zftJxIkqTGSLZZ\nNAJX8q7QfmV7AP424G8s812m5USSJOkK2WYhKVwtXXmy3ZMAbDi9gdKyUi0nkiSpsZGFhYZpqx6z\nvCoq804me5P21ri9PtS36kNGkDk1TebUTbKwaCQmdJ1AM8NmgByJVpIkzZNtFo3IxE0TiU6IxtTY\nlOzXszE1MdV2JEmStEy2WUgPKa+Kult8ly3nt2g5jSRJjYksLDRMm/WYI91HYtPCBqi5Kkof6lv1\nISPInJomc+omWVg0IiaGJkzqPgmA3Zd3k3k7U8uJJElqLGSbRSNzJO0IA8IGAPAf3/8wf8B8LSeS\nJEmbZJuFVKl+Tv3wsPYAZK8oSZI0RxYWGqbtekyVSsXUnlMBOJl1krNXz1a6nbZz1oY+ZASZU9Nk\nTt0kC4tG6Pkezyt/y6sLSZI0QbZZNFKDVg/iUOohnM2dSZ6XjIFKfi+QpKaowdosUlNTGTp0KN26\ndaN79+6sWrUKgNzcXHx8fOjYsSO+vr7k5eUp+yxduhQPDw86d+7Mrl27lOXHjx+nR48eeHh4MHfu\nXGV5YWEhkyZNwsPDg/79+5OcnPzID6ypK//NRdqtNH6+8rOW00iSpO9qLCyMjY356KOPOHv2LEeO\nHOG///0v586dIyQkBB8fHy5cuMCwYcMICQkBICEhgcjISBISEoiJieHVV19VSrVZs2YRFhZGYmIi\niYmJxMTEABAWFoaNjQ2JiYnMnz+fBQsW1ONDrl+6Uo85setEjA2MgcqronQlZ3X0ISPInJomc+qm\nGgsLBwcHPD09AWjVqhVdunQhPT2dbdu2ERQUBEBQUBBbtqh/Mbx161amTJmCsbExrq6uuLu7ExcX\nR2ZmJrdv38bb2xuAadOmKfvcf6zx48ezZ88ezT/SJsampQ3PdHwGgOiEaPKL87WcSJIkfWZUl42v\nXLnCyZMn6devH9nZ2djb2wNgb29PdnY2ABkZGfTv31/Zx9nZmfT0dIyNjXF2/mN+aCcnJ9LT0wFI\nT0/HxcVFHcjICAsLC3Jzc7G2tq5w/uDgYFxdXQGwtLTE09OTIUOGAH+U8vL+H/e9CrzYwhZuF90m\nJDyEoe2HKuvLt9GlvJXdvz+rLuSp7P6QIUM0erx7xff4YdcP2JrayudTB/JUd7+cruQpf+7WrFkD\noHxeaoSopdu3b4vevXuL7777TgghhKWlZYX1VlZWQgghZs+eLcLDw5Xl06dPF9HR0eLYsWNi+PDh\nyvL9+/eLUaNGCSGE6N69u0hPT1fWubm5ievXr1c4fh2iSv+voLhAWIZYChYhnln/jLbjSLWQdTtL\nuK9yFwb/MhDrT63XdhypEdDUZ2etusgUFxczfvx4AgMDGTt2LKC+msjKygIgMzOT1q1bA+orhtTU\nVGXftLQ0nJ2dcXJyIi0t7aHl5fukpKQAUFJSws2bNx+6qtAXD37j0KZmRs0I6BYAQMzFGK7evaqs\n06WcVdGHjKC5nAUlBYyLHMfF3IuUiTJmbJ9BwrUEjRwbmt7zWd/0Jaem1FhYCCGYPn06Xbt2Zd68\necpyf39/1q5dC8DatWuVQsTf35+IiAiKiopISkoiMTERb29vHBwcMDc3Jy4uDiEE69atY8yYMQ8d\nKzo6mmHDhmn8gTZV5b2iSkUpkWcitZxGqooQgunbpnM47bCy7F7xPSZumsjdortaTCZJajX+zuLg\nwYM8+eST9OzZE5VKBai7xnp7exMQEEBKSgqurq5ERUVhaWkJwJIlS1i9ejVGRkasXLmSESNGAOqu\ns8HBweTn5+Pn56d0wy0sLCQwMJCTJ09iY2NDRETEQ3Vt8ncWf44QArdVbiTlJdG3TV+Ozjiq7UhS\nJRbvX8y7+94F4PG2jzPIZRAf/vIhANN6TWPNmDXK+0+S6kJTn53yR3lNwD/3/ZP3978PwPnXztPJ\ntpOWE0n3izobxaRo9WjBHaw6EPdSHFbNrfBZ58O+K/sACPMP40WvF7UZU9JTciBBHaWL9ZjlY0UB\nhJ8OB3Qz54P0ISM8Ws5f038laIu627h5M3O2T9mObUtbDA0M2TB+A/am6h6Hr/3wGqezT2stZ0OS\nOXWTLCyagI42HfF2Uv++JfxUOGWiTMuJJIDUm6n4R/hTUFKAgcqAqAlRdLXrqqx3aOXAxvEbMVAZ\nUFBSwMRNE7ldeFuLiaWmTFZDNRGfHP2EOT/OAWB/8H6eaPeElhM1bXeK7vDE108QnxUPwCdPf8Jr\n3q9Vuu37P7/PP2P/CcBzPZ4jfFy4bL+Qak1WQ0l1MqnbJIwM1L/BLK+KkrSjTJQx9dupSkHxWt/X\nqiwoAP7+xN/x6eADwIbTG/ji+BcNklOS7icLCw3T1XpMO1M7RrqPBNQNqrv27KphD+3T1efyQXXN\n+faet9n6+1YAfN18WTFyRbXbGxoYEv5sOG3M2gAwN2YuJzNP1ntObZE5dZMsLJqQ8t9c5BXk8UvK\nL7JaTwvWxK8h9JdQALrYdiFqQpRyxVed1qatlfaLwtJCAqIDuFV4q77jSpJCtlk0IfnF+Tgsd1A+\nZJoZNsO2pW2dbs2Nmmv5Ueiv/cn7Gf7NcIrLirFpYUPcS3G4WbvV6RghB0N4e8/bgHpk4cgJkbL9\nQqqW/J2F9KfM+XEOnxz95E/vb2psWmkh0tq0NV4OXvR37o9VCysNJm4cLuVewvsrb3LzczE2MGbP\ntD1/qpNBmShj9MbR/JD4A1B9w7gkgSwsdFbsfSO56qL84ny2nN9C7M+xWHSyIOdezkO3GwU3Hukc\nXWy7MNBloHLrZNPpT3371fXnslxNOfMK8hgQNoDzOecBWDNmDUGeQX/6fDn3cvD6nxdpt9IwMTTh\nlxd/oU+bPo+cU1fInJqlqc/OOg1RLum/FsYtmNJjCo7XHav8j15SVkJufm6lBUlVt9tFf/T/P5dz\njnM55wg7GQaAdQtrBjgPUAqPvm36Ympi2hAPV+tKykoI2BSgFBRvPf7WIxUUALYtbYmcEMngNYMp\nKi0iYFMAJ145gWVzS01ElqRKySsLSSPyCvKIS4vjUNohDqUeIi4trkIBcj9DlSG9HHqpCw9ndQHS\n1qJto6x7f+2H1/j0108BGNd5HNEB0RqbD33ZoWW8sfsN5dibAzY3yudQejSyGkrSaaVlpZy9dpZD\nqYeU26Ubl6rcvo1ZmwqFh5ejFyaGJg2YWPPu/yGkl4MXB144oNErKiEEYyLGsP3CdgA+GvER8/rP\nq2EvqamRhYWO0pd6TG3kzL6TzeG0w0rhcSzjGIWlhZVu28ywGR63PBg6dCieDp54OnjSza4bzYya\nNWjm2qjsuYy5GMMzG56hTJTh2MqRozOO4mzuXPkBHsGN/Bt4/c+L5JvJGBkYcfCFg/Rz7lfrnLpI\n5tQs2WYh6R37VvaM7TyWsZ3Vc58UlhRyMuskh1IPcTjtML+k/ELmnUz1utJCzlw7w5mjZ5T9jQyM\n6GLbhV4OvfC091QKEZuWNlp5PFVJuJbApOhJlIkyWhi1YNuUbfVSUABYtbAiamIUj69+nOKyYgKi\nAzj5ykmsW+jn5GGS7pJXFpLOEEKQcjNFfeWRpm73OH31NAUlBdXu52zurBQcnvae9HLoRQerDhpr\nG6iLa3ev0e+rfiTlJQGwaeImJnSdUO/nXXlkJfN2qqugRnUcxdbJW7Xy+CXdI6uhpCahpKyExOuJ\nxGfFE58dT3xWPCczT3Lt3rVq92tl0ope9r3+KET+vxqrhXGLestaWFLI8HXDOZhyEIDFQxfzzpPv\n1Nv57ieEYMKmCXx77lsAQoeH8sagNxrk3JJuk4WFjtKXekx9yFlVRiEEWXeyiM+K57fs39QFSVY8\nF65fQFD1/xFDlSGdbDvRza6b+tZa/a+7tTvGhsaPlHPw4MEEbw3mm9++AdRziHwz9psG7Z2UV5DH\nY188xuUblzFUGfJz8M8MajuoQk5df81B5tQ02WYhNVkqlQpHM0cczRx52uNpZfndorucvnpaKTx+\ny/6NU9mnuFd8D1DPQ55wLYGEawlsYpOyn7GBcaWFiJu1W63GbQL48JcPlYJioMtAvhz9ZYN3Y7Vs\nbsmmiZsYEDaAotIiJkVPIn5mPLYtbRs0h9Q4ySsLqVErLSvlYu5FpRrrVPYpzl49S/LN5Br3NTE0\noe5cBw4AABtwSURBVJNNJ6XwKC9I3KzcMDQwVLb79ty3jI8aD4CrpStxL8XR2rR1vT2mmnz666e8\n9oN6CJCR7iP5/rnvZftFEyaroSTpEdwuvM25nHOcvXqWs9fUt4RrCaTcTKlx32aGzehs21kpOJYf\nXs694nuYmZhxaPohurfu3gCPoGpCCKZsnkLk2UgAljy1hLefeFurmSTtkYWFjtKXekx9yKmNjLcK\nb3Hu2jmlACkvTNJupVW90xUwaG/Ajik7KlSLadOtwlv0+aIPibmJGKgM2DttL+KK0PnXHPTj/ybo\nT07ZZiFJ9cC8mTn9nPs99MO2mwU3lfaO+wuS9NvpAKwauUpnCgpQP46oiVH0/6o/haWFTNk8hf92\n/a+2Y0l6TF5ZSNIjyCvI417xPWUWO13z5fEveXnHywAMcR3Ce0Pew9PBE7NmZlpOJjUUWQ0lSVKN\nhBAEfhfI+tPrKyz3sPbAy9ELL4f/vzl6abVRXqo/srDQUfpSj6kPOfUhI+h+zjtFdxi9cbR6zmjX\nqrdrY9YGLwcvejv2VgqQdhbtGrwLsK4/n+X0Jadss5AkqVZambRi77S9RNlG0dytOSeyTnAy8yQn\ns05WaLjPuJ1Bxu0Mvk/8Xllm1dwKTwfPClchnWw71fr3J1LjIa8sJKkJu3b3mnoIlSx14XEi8wSJ\n1xOr/SV8C6MW9LTviZejFz1a98DNyo0OVh1oZ9lO74eVb4xkNZQkSfXiTtEdfsv6TSlATmae5MzV\nMxSXFVe7nwoVLhYudLDqQHvL9nSw6lDhZtfSTk7OpAUNVli8+OKLfP/997Ru3ZrTp08DkJuby6RJ\nk0hOTsbV1ZWoqCgsLdVTOi5dupTVq1djaGjIqlWr8PX1BeD48eMEBwdTUFCAn58fK1euBKCwsJBp\n06Zx4sQJbGxsiIyMpF27dvX2gOubvtRj6kNOfcgITSNnUWkRZ6+erVCAxGfFc7f4bq2PYWps+lAB\nUn5ztXSluVHzR87ZkPQlZ4O1WbzwwgvMmTOHadOmKctCQkLw8fHhzTff5MMPPyQkJISQkBASEhKI\njIwkISGB9PR0hg8fTmJiIiqVilmzZhEWFoa3tzd+fn7ExMQwcuRIwsLCsLGxITExkcjISBYsWEBE\nRMQjPzBJkjTHxNBE3W7h6KUsKxNlZNzO4PKNy5Xesu9mVzjG3WL12F2nr56u9BxOZk50sOqAYYoh\n4bfCaWXSCrNmZrQy/v9/TVphZqL+V1l33zJdnBirMalVNdSVK1cYPXq0cmXRuXNnfv75Z+zt7cnK\nymLIkCGcP3+epUuXYmBgwIIFCwAYOXIkixYtol27djz11FOcO3cOgIiICGJjY/n8888ZOXIk//rX\nv+jXrx8lJSU4Ojpy7drDw0/ry5WFJElqd4vukpSXVGlBkpSXVOM8JXVlbGBcaSFi1syM5kbNMTYw\nxtjQ+KF/TQxN1H9Xsd7Y4P+3eWCZRXML7FraYWdqp1wV6SKt9obKzs7G3t4eAHt7e7Kz1d8gMjIy\n6P9/7Z17VBTn+ce/K6ABFIyeCCmoEBUEll1QlBiNgSAxJikmpvWoObYp9mdiLmp6khDaqmmbJtrc\nxFptT+ut5nipp6nGkxg1qQhJI0SuKhpjuC8iIiAsrOyy+/z+GHfYXXeBhVl2Vp/POe+Zed95Z+a7\nA888897vv1/MFxoaCo1GAx8fH4SGdq8UFhISAo1GGPmq0WgwduxYQYy3NwIDA9HU1IRRo3ilL4bx\nZPyH+kM5Rml3riwTmVCvrbfrSK52XIVWr0VbZxu0em2Pje2WGEwGNN9oRvONZql/Sq8MHzocY/zH\niM7Dcmsv3c/Hb9A1DpQB939TKBSD1mj17LPPIiwsDAAwcuRIxMXFiXWG2dnZAOD2uDlNLnocxTdu\n3CjL52cZLy4uxurVq2Wjx1Hc9m/vbj2O4nJ6njknc8T4rHGzhPr/u5OQ9JT183zooYeg69Lh6BdH\noTPoED09Glq9Fl/nfA1dlw7j1OOg1WtReqoUOqMOd0++G1q9FuVF5dB16eBznw/a9G1oPt8MIxnh\nFe4Fg8mAju870GXsginMBIPRAKq86ZDCbt64Er3H6wHc/DbWXtRCCy3Kw8r7dP6wmmG42/dujFWN\nxT3+98BYbsTIu0YiOSkZ6mA1ms83w9fHt9//jzt37hRuF2YWMHD6XQ2VnZ2N4OBgXL58GcnJybhw\n4QLWr18PAHjjjTcAQKxiGj9+PJKTk8VqqL179yInJwdbt24Vq6ruv//+26IaKttDGr08QacnaARY\np9S4Q6fRZITBZIDBaOh1qzfqYTAZ8FXOVxgTMwZX26/iasfN0H4VDe0N4n5vPcgcoYACE0ZNgDpI\nDVWQCuogNdTB6n4NkhzUrrO2zuL111/H6NGjkZGRgfXr16OlpUVs4F6yZAny8/PFBu5Lly5BoVAg\nMTERmzZtwvTp0/H4449j5cqVePTRR7FlyxacOXMGW7duxb59+3Dw4EG7Ddye4iwYhmEAYaqV1s5W\nK+chOpSOBuv4zTx6o77HawYMCxCdh3mrHKOE/1B/h+cMmrNYvHgxTp48icbGRgQFBeH3v/895s+f\nj4ULF6K6uvqWrrNvv/02tm/fDm9vb2RlZWHu3LkAurvO6nQ6PPbYY9i0aRMAoevs0qVLUVRUhNGj\nR2Pfvn12i07sLBiGuZ0xkQk/NP2A0iulKLlSIq70WNlS2eN5CigwcdREqIPVUI1RQR2shjpIjXGB\n48RmAh6UJ0O4qC8dnqARYJ1SwzqtuX7jOs40nEFJfbcDOdNwRlwu2BGBwwKhClIhNz2X54ZiGIa5\n3Qm8KxCzxs3CrHGzxDSjyYjy5nLReZRcKUFJfYnVcsHXO68jtzpXMh1csmAYhrlNuH7jOkqvlFpV\nZeX/Xz5XQzEMwzA9I9W7c4gEWhgLLPuIyxlP0OkJGgHWKTWsU56ws2AYhnGCggIgJgZYsQL48EOg\nrs7digYHroZiGIbpIwUFwJw5QEtLd5pCASQnA0uWAAsWAHff7T599uCuswzDMINIYaHgKJpvTj01\nfjxQVWWdZ+hQ4LHHBMfxxBOAr+/g67SF2yxkiqfUY3qCTk/QCLBOqZGjTltH8Ze/ADt2ZCM/H1i9\nGggOFtL1euDgQWDhQiAoCPj5z4GjR4GuLvdplwp2FgzDMD1gz1G88IJQ/TRtmtBuUVsLfPEFkJ4O\nBAYK+dragH/+E3j0USAkBHj5ZeCbbwBPrSDhaiiGYRgHFBUBKSndjmLzZuDFF3s+58YN4MgRYM8e\n4PBhoLPT+nh4OLB4MfDMM0B0tGt0W8JtFgzDMC6kuFhwFE1NQrwvjsKW69eFaqk9e4SSh8lkfVyt\nFto3Fi0Cxo2TRrct3GYhU+RY32oPT9DpCRoB1ik1ctBp6yj+/OdbHUVfdAYGdrdbaDRAVhaQmNh9\nvKQEyMgQGstnzxaqtM6elWdVFTsLhmEYC2wdxaZNwEsvDfy6wcHAypXAqVPApUvAH/4ATJ7cfTw3\nF/jVr4DYWOBHPwKWLhXaPOQyjoOroRiGYW5SUgI8/LC1o3j5Zdfdj0i45549wP79QHW1/XzR0UBq\nqtDQ/tBDwIgRfb8Ht1kwDMNISEmJUKK4dk2IZ2UJJYHBggi4eBE4flxo3zhxAmhtvTWftzcwY4bg\nOFJThR5Z3j3MH85tFjJFDvWtfcETdHqCRoB1So07dJaWWjuKjRt7dxRS61QogMhIocrr4EFBy//+\nB/zud8CsWd0OoatLqLJatw544AFg9GjgySeFLr3ffee69g5ez4JhmDua0lKh6snsKD78EFi1yr2a\ngO4SxIwZwNq1wriNkye7Sx5lZUK+1lbg0CEhAMDYsd1VVikp0unhaiiGYe5YzpwRHEVjoxD/4APg\nlVfcq6mvaDTAl192O4/6ekc5uc2CYRim33iyo7CFCDh3TnAcx48LJZAOcdVVbrOQJVwvLB2eoBFg\nnVIzGDrPnrV2FO+/77yjkNPzVCgApVL4DZ99Jow4z84GfvMb6e7BzoJhmDsKW0fx3nvC+IbbiaFD\nhS62b70l3TW5GophmDsGs6O4elWIv/su8Oqr7tXkarjrLMMwjBOcO3fnOQop4a6zEpOdnY2kpKT+\nX0CvF2Yfu35dWI6rrU1I9/HpOXh735qmULhO5yDgCRoBmekkAgwGQKcTpj+12GYXFCApNRUYNQoY\nPrzH/w934ornWVZm7Sj+9KeBOwpZ/d0HAXYWUmE20tZWoLxceNGbX/qWL3/bNNv0Gzek0+Tl5di5\n6PXCLGf2nI2t4+lL3DxiiEiYWpPIet9eWm/7Gg2wb1//zu1tv6c0R8FR3tZWYS1NLy/hOXh59bzf\nl3yA3Re+3a1tWl+qHLy9Bc2jRnUH27i9tJEjex4uLEPKyoRlTxsahPiGDcBrr7lXkydyZ7ZZHD0q\nTMRiMDgOXV09H7cNRqM02hhG7gQEdDsPPz/7JZSBpvUlDBlySxopFOjoUKDlugLNLQo0tSjQ0DgE\nN7q8ocdQxCcORXziMKEF2DIM60Oabdzbu1uHZbCX5ijdMs38OyRGqnenZ30iSMW5c8COHe65t5+f\n8EVvDiNHWsdt0wIChPOkdGy259ie31Pc3rGeHKWtUcthv5cXjtP5AOEZGI3dz2Og+0TCAs6+vsBd\nd0mzNZmEPpVNTUKw3LeM25uQyJLWViFUVkpiElKiAOB/M4TYy5B3M8iVIUMclzYdbXvLIxF3prMY\nORIIDXVc1z+AkF1fj6SpUx07Ah8fd/96ABLXt5pMwgvO0YtUDhpdiEfpXLCg94wGg1A16siZWMa7\nR351Y+8r1om07JYWJAUEWFX1mUwEXQeho10IunbCDZ0JZCIo4DgMG0rwHWZCgL8Rw707hepXyzCA\nxbGzAST1+2wHmExCMBikvvKAkY2z+Pzzz7F69WoYjUb88pe/REZGhutulp4uBBdQvHEjkp591iXX\nlpLi4mLpXnDmYrTESKrRhdx2On18gHvuEYIb+PbdjfB7aDUKCyGGM2eEd7sjvL2FQWlTpgDx8cJW\npRLa8XvEaBRezGbn0WnHoThIK/70UyQ98kh3e5ZtsJfeU16jUdg3lzBtt/bS+nIsT5qilCychdFo\nxEsvvYQvvvgCISEhmDZtGtLS0hAVFeVuaU7T0tLibgl9wtU69Xrho9Mc2tut4/bSbOPFxS3473+l\n1WX+WLXct407e6yqqgX/+U/3PWwLVJZxZ46Z72Xv/v3Z1tS04MCBgde62RYczQVL87uuL9uejtXV\ntfTYRu/rKziCKVO6nYNSKTQpOI25Gueuu5w+teW774Cf/awfNx1kJGoHkYWzyM/Px8SJExEWFgYA\nWLRoEQ4dOuQyZ/Htt8LEW4B1SdjWuPqyb5uWnd1d5SzncO6cMH+/2UjtGa4zaV1dQkcc84t+AKV7\nKy5elOY6rqaqyt0K+kZtrbsVOEdAgOAMzKWFKVOEabw9rEPWbYEsHrlGo8HYsWPFeGhoKPIkKjrZ\n4+uvgV//2lVXr0ROjquuLSWVOH/e3Rqs8fUV2v/9/AB/f6ChoRLjx0t/H8uvYtuv5P4cu3ChUlwe\n0/aL2NHHRl+OWd7L3v2d3Z49W4mYmL73Fu5LPkD4MDe3y1ru95TW07H8/EqsWSM4iPvuc0kNpyRU\nyrCB35XIwlko+lhM6ms+97PL3QL6iLx06nRCMK8rAABNTfLS6Ij6es/QefmyZ+hcuNAzdO7a5Rk6\npUAWziIkJAQ1NTVivKamBqGhoVZ5PGQ4CMMwzG2JLAp4CQkJ+P7771FZWQm9Xo/9+/cjLS3N3bIY\nhmGYm8iiZOHt7Y3Nmzdj7ty5MBqNWLZsmUf2hGIYhrldcVvJIj09HUFBQYiNjQUAzJs3D//6179w\nzz33YO/evUhLS0PbzUn09Ho9fvGLX0ClUiEuLg4nT54Ur1NQUIDY2FhMmjQJq1ywcK6tTgAoKSnB\njBkzoFKp+qRTp9Ph8ccfR1RUFJRKJTIzM2Wp05K0tDSra8lNp16vx/LlyxEZGYmoqCh8/PHHstO4\nY8cOxMbGQq1WY968ebhm2RgjATU1NUhOTkZMTAyUSiU2bdoEAGhqakJqaioiIiLwyCOPWHWTfued\ndzBp0iRMnjwZx44dE9NdaUdS6XS1HUn5PM24wo6k1OmUHZGbyMnJocLCQlIqlWJaQkIC5eTkEBHR\n9u3bac2aNUREtHnzZkpPTyciooaGBpo6dap4zrRp0ygvL4+IiObNm0dHjhyRlU6TyUQdHR2UnZ1N\nRER6vZ4efPBBWeo08+9//5uWLFlCsbGxkmqUQqeZtWvXivmIiBobG2WlsbOzk0aNGkXXrl0jIqLX\nX3+d3nzzTck0EhFdvnyZioqKiIiora2NIiIiqKysjF577TXasGEDERGtX7+eMjIyiIjo3LlzpFar\nSa/XU0VFBU2YMEH8u7vSjqTS6Wo7kkKn0WgUr+cqO5Ly7+6MHbnNWRARVVRUWBlkYGCguF9dXU3R\n0dFERPTiiy/S7t27xWMpKSmUn59PdXV1NHnyZDF979699Nxzz8lOpy2rVq2if/zjH7LU2dbWRrNm\nzaKysjKra8lF57fffktERGPHjqWOjg6X6JNCo9FopAkTJlBVVRWZTCZ6/vnn6e9//7vL9BIRzZ8/\nn44fP06RkZFUX19PRMKLJTIykoiI3n77bVq/fr2Yf+7cufTNN98Mmh0NVKctrrIjKXQOhh0NROep\nU6eIyDk7kkUDt5mYmBgcOnQIAHDgwAGxh5RarcYnn3wCo9GIiooKFBQUoLa2FhqNxqrXVEhICDQa\njex0WtLS0oLDhw8jJSVFljrXrFmDV199FX5+fi7X1x+dNTU1YvH6t7/9LaZOnYqFCxeiwTz/tEw0\nDhkyBFlZWVAqlQgJCcH58+eR7qIpZgChz39RURESExNx5coVBAUFAQCCgoJw5coVAEBdXZ2VvYSG\nhkKj0dyS7ko7GohOS1xtR/3VWVdXB2Dw7Gggz9NZO5KVs9i+fTu2bNmChIQEaLVaDB06FIBQhxwa\nGoqEhAS88soreOCBB+Dl5eW2cRfO6jTT1dWFxYsXY9WqVeJodTnpLC4uRnl5OebPnz+oXZWd1dnV\n1YXa2lrMnDkTBQUFmDFjBl518ZJnzmpsbW3FypUrUVJSgrq6OsTGxuKdd95xiTatVounn34aWVlZ\nGDFihNUxhUIhm/FJA9FpeczVdjQQnUQ0aHY00L+7s3Yki95QZiIjI3H06FEAwMWLF/Hpp58CALy8\nvPDBBx+I+WbOnImIiAgEBgZafbnX1tYiJMTuxMRu1WnG3JC0cuVKl2vsj87s7GycPn0a4eHh6Orq\nQkNDAx5++GH8V+oJmgaoc/To0fDz88OCmzOo/uQnP8G2bdtkpfH8+fMIDw9HeHg4AOCnP/0pNmzY\nILkug8GAp59+GkuXLsWTTz4JQPiqrK+vR3BwMC5fvowxY8YAuHU8U21tLUJDQxESEuJyOxqoTks9\nrrQjKZ7nqVOnXG5HUjxPZ+1IViWLqzfXPDSZTHjrrbewYsUKAEIviPb2dgDA8ePH4ePjg8mTJ+Pe\ne+9FQEAA8vLyQETYvXu3+ODkpBMQinqtra348MMPXa6vvzqff/55aDQaVFRU4KuvvkJERITLHUV/\ndCoUCvz4xz/GiRMnAABffvklYmJiZKXxvvvuw4ULF9DY2Cgei46OllQTEWHZsmWIjo7G6tWrxfS0\ntDRxZPGuXbtEm0hLS8O+ffug1+tRUVGB77//HtOnT0dwcLBL7UgqnYBr7Ugqna62I6l0Om1H0jSx\nOM+iRYvo3nvvJR8fHwoNDaVt27ZRVlYWRUREUEREBGVmZop5KyoqKDIykqKioig1NZWqq6vFY6dP\nnyalUkkTJkygl19+WZY6a2pqSKFQUHR0NMXFxVFcXBxt27ZNdjotqaiocElvKKl0VlVV0ezZs0ml\nUtGcOXOopqZGdhp37dpFSqWSVCoVpaWlUVNTk2QaiYhyc3NJoVCQWq0W/6+OHDlC165do5SUFJo0\naRKlpqZSc3OzeM4f//hHmjBhAkVGRtLnn38uprvSjqTS6Wo7kvJ5mnGFHUmp0xk78phlVRmGYRj3\nIatqKIZhGEaesLNgGIZheoWdBcMwDNMr7CwYhmGYXmFnwdxWeHl5IT4+HvHx8ZgyZQqqqqowc+ZM\nAMJoV/OkbiUlJThy5IjLdCQlJaGwsBAAEBYWBpVKBZVKhZiYGKxZswadnZ09nn/9+nVs3brVZfoY\nxlnYWTC3FX5+figqKkJRUREKCwsxfvx4fP3117fkKyoqwmeffebUtbucWFjccvSsQqFAdnY2SktL\nkZ+fj/Lycjz33HM9nt/c3IwtW7Y4pY9hXAk7C+a2Z/jw4VZxg8GAtWvXYv/+/YiPj8eBAwfQ3t6O\n9PR0JCYmYsqUKfjkk08AADt37kRaWhpSUlKQmpqKjo4Ou/l0Oh0WLVqE6OhoLFiwADqdzq4Wf39/\n/PWvf8XBgwfR0tICrVaLOXPmYOrUqVCpVOL13njjDfzwww+Ij49HRkYGAODdd9/F9OnToVar8eab\nb7roaTGMAyQdLcIwbsbLy0scqLRgwQIiIho+fDgRWc8ku3PnTqvBZ5mZmfTRRx8REVFzczNFRERQ\ne3s77dixg0JDQ8UBTo7yvf/++7Rs2TIiIiotLSVvb28qKCggIqKwsDBxqnIzcXFxlJeXR11dXdTa\n2kpERFevXqWJEycSEVFlZaXVbKVHjx6l5cuXExGR0WikJ554QpwynWEGA1nNDcUwA8XX1xdFRUW9\n5iNhen4xfuzYMRw+fBjvvfceAKCzsxPV1dVQKBRITU3FyJEje8yXm5srLhoUGxsLlUrV6/0VCgWI\nCJmZmcjNzcWQIUNQV1eHhoaGWyagO3bsGI4dO4b4+HgAQHt7Oy5duoQHH3ywj0+GYQYGOwuGucnH\nH3+MSZMmWaXl5eXB39+/13wA+jzDaFtbGyorKxEREYGPPvoIjY2NKCwshJeXF8LDw3Hjxg2752Vm\nZmL58uV9/DUMIy3cZsHckQQEBIhLowLA3LlzxeUpAYilE1sH4Cjf7NmzsWfPHgDA2bNnUVpaanWe\n+TparRYvvPACnnrqKQQGBqK1tRVjxoyBl5cXTpw4gaqqKgDAiBEjbtG3fft2cdJCjUYjTm7IMIMB\nOwvmtsLeHP62PZMAIDk5GWVlZWID95o1a2AwGKBSqaBUKrFu3Toxv+X5jvKtWLECWq0W0dHRWLdu\nHRISEqw0JCcnIzY2FomJiQgLC8Pf/vY3AMAzzzyD06dPQ6VSYffu3YiKigIAjB49GjNnzkRsbCwy\nMjKQmpqKJUuWiOuAL1y4EFqtVsInxzA9wxMJMgzDML3CJQuGYRimV9hZMAzDML3CzoJhGIbpFXYW\nDMMwTK+ws2AYhmF6hZ0FwzAM0yv/D4E8vurg5J7uAAAAAElFTkSuQmCC\n"
      }
     ],
     "prompt_number": 13
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "def ipynb_input(varname, prompt=''):\n    \"\"\"Prompt user for input and assign string val to given variable name.\"\"\"\n    js_code = (\"\"\"\n        var value = prompt(\"{prompt}\",\"\");\n        var py_code = \"{varname} = '\" + value + \"'\";\n        IPython.notebook.kernel.execute(py_code);\n    \"\"\").format(prompt=prompt, varname=varname)\n    return IPython.core.display.Javascript(js_code)",
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 14
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "ipynb_input(\"fromyear\", prompt='Enter the from year: ')",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "javascript": "\n        var value = prompt(\"Enter the from year: \",\"\");\n        var py_code = \"fromyear = '\" + value + \"'\";\n        IPython.notebook.kernel.execute(py_code);\n    ",
       "output_type": "pyout",
       "prompt_number": 15,
       "text": "<IPython.core.display.Javascript at 0x26902d0>"
      }
     ],
     "prompt_number": 15
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "ipynb_input(\"toyear\", prompt='Enter the to year: ')",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "javascript": "\n        var value = prompt(\"Enter the to year: \",\"\");\n        var py_code = \"toyear = '\" + value + \"'\";\n        IPython.notebook.kernel.execute(py_code);\n    ",
       "output_type": "pyout",
       "prompt_number": 16,
       "text": "<IPython.core.display.Javascript at 0x2690510>"
      }
     ],
     "prompt_number": 16
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "dfdatesuser = dfdates[(dfdates.FilteredDate>int(fromyear)) & (dfdates.FilteredDate<int(toyear))]\nduser = dfdatesuser.pivot_table('Count', rows='FilteredDate', cols='Source', aggfunc=sum)\nduser.plot(title=\"Books collection by year\", linewidth=2.5 )",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 17,
       "text": "<matplotlib.axes.AxesSubplot at 0x3316e10>"
      },
      {
       "output_type": "display_data",
       "png": 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x559/okWLFgAACwsLxMfHf5AYZLWP4fGLxwiJC0HYtTC8Ln3Nleur6WNml5mY\n2WUmmqs3l2CEhDQuJeUl2H1zN76/8D1SXqZw5caaxljYfSGmdJpSb1fj0qZB70pq3rw5eDweeDwe\npkyZgvj4eAAVVwLp6encdhkZGTAxMYGxsTEyMjI+KH/3mrS0NABAWVkZ8vPzK71akCWMMVxOv4zR\nB0fDcqMlNsRt4JJCe732+Hnoz0j1S0Vgr0BKCoSImYqiCqZ0moIHsx9g+9DtMG9mDgDILMiE7ylf\ntN7QGhvjNqKorEjCkUqvWiWG7Ox/7yX+7bffYG1tDQBwd3dHREQESkpKkJycjKSkJDg6OsLQ0BBa\nWlqIi4sDYwzh4eEYNmwY95pdu3YBAA4fPoy+ffvW9T1JTJmwDAfvHoRLmAu67eiGI/eOcNMZ9m/V\nH6cmnsKdmXcwpdMUNFVuKrE437/sJHVH9Sle4qpPZUVl+HTywT+z/8EO9x1oxW8FAMgqyMKc03PQ\nKqQVQmJD8Lb0bRV7kj9V9jFMmDAB58+fR25uLkxNTbF06VJERUXhxo0b4PF4MDc3x9atWwEAVlZW\nGDt2LKysrKCkpITQ0FDufvvQ0FB4e3vj7du3GDRoEAYMGAAA8PHxgaenJywtLaGrq4uIiIh6fLv1\nI78oH2HXwxASF4K0/DSuXEVRBROtJ2Ke8zxYG1hLMEJC5JeyojIm20+Gh40H9t7eixXRK/DoxSNk\nF2bD708/rL60Gl93/RrTHKZBTVlN0uFKBXryuQ5SX6YiJC4E269tR0FJAVeu21QXM7rMwKwus2Co\nYSjBCAkh/1UmLMO+2/uwPHo5HuY95MoN1A3wdbevMd1heqNJEDQkRgOKy4hDcGwwDice5pqKgIph\nguc5z4OnrWejObEIaazKhGXYf3s/VlxYgQfPH3DlzdWbY0HXBZjhMAPqKuoSjLDuKDHUs3JhOX6/\n/zuCY4NxOf2yyLo+5n3g7+yPgZYDZWJy8yga20esqD7Fq6Hrs1xYjog7EVgevRz/PP+HK9dX08eC\nrgsws8tMmU0QNFZSPSkoLkBIbAgsN1pi9KHRXFJQVlDGJNtJuD7tOiInRWJwm8EykRQIIaIUFRQx\n0WYi7s68i30j96GdXjsAwLM3z/D1X19DECLAmotrUFhSKOFIGw5dMXxEen46NsZvxLaEbcgvzufK\n+U34mO4wHbO6zIKxlnGDxUMIaRjlwnIcSjyE5dHLkfgskSvXbaqL+S7zMdtxNjRVNSUYYfVRU5KY\nXM26iuD8v+8/AAAgAElEQVSYYBy8exDlrJwrt9CxwDznefCy9ZLZy0pCSPUJmRCHEw9j2flluPvs\nLleu01SHSxBaqloSjLBqlBjqoFxYjuMPjiM4JhgX0i6IrHM1c4W/iz8GWw5uNBOTU5u4eFF9ipe0\n1aeQCXEk8QiWRS/Dnad3uHJ+Ez78Xfwxx2mO1CYI6mOohdclr7EpfhPabmqLEQdGcElBSUEJn1t/\njqtTryLKOwrubd0bTVIghNSMAk8BYzqMwc3pN3F4zGFYN694JulF0QssPrcYgvUCLD+/HPlF+VXs\nSXbI5RVD5qtMbLqyCVuvbsWLohdcubaqNqY5TMPsLrNhqm0qlmMRQhoXIRPi9/u/Y9n5ZbiZc5Mr\nb9akGfyc/DDXeS6aNWkmwQj/RU1J1XAt+xrWxa5DxJ0IlAnLuPJW/Fbwc/LDZPvJ0FDRqGuohBA5\nIGRCHPvnGJaeX4obT25w5dqq2vBz9oOfs5/EEwQlho8QMiFOPjiJ4NhgRKVEiazrZtoN/i7+GNZ2\nmFw1FUlbG66so/oUL1mrT8YYjj84jsCoQJE52rVUtTDXaS78nP2g01QyA4NSH8N/vCl9g81XNqP9\nT+3hHuHOJQVFniLGdRiHWJ9YXPziIka2HylXSYEQIl48Hg/ubd2R8GUCjo0/hs5GnQEAr4pfYXn0\ncgjWC/Dd398h722ehCOtvkZ3xZBdkI2frvyEzVc3i3wQWqpamNppKnwdfWHW7MM5pQkhRBwYY/gj\n6Q8Eng/E1ayrXLmmiiZ8nXzh7+wPXTXdBolF7puSbj65iXWx67Dv9j6UCku5cjNtM/g5++EL+y+k\n9payxkxHRwcvXryoekMi1fh8PvLyZOcvXmnAGMOph6ew9PxSxGfGc+UaKhqY7Tgb813mQ09Nr15j\nkMvEIGRCnH54GsExwYhMFp0r2snYCfNd5mNE+xFQUqj1DKaNUkO24Up6jCsiHg35OcpaH0NVGGP4\n89GfWHp+KWIzYrlydWV1LkHoq+vXy7HlKjG8LX2LPbf2YF3sOtzLvcdto8BTwMj2I+Hv7A8XUxdJ\nhSr1KDGQmqLEUHeMMZx9fBaBUYGIyYjhytWV1TGzy0x81fUrsc/oKBeJ4UnBE4ReDUXolVDkvsnl\n1mmoaGBKpymY4zgH5nxzCUZJ/osSQ+NAn6P4MMbw1+O/sPT8UlxKv8SVqymrVSQIl69goGEglmPJ\nRWJQWa6CkvISrsxUyxRznOZgaqep0G6iLcHoyMfQF0rjQJ+j+DHG8Hfy3wg8H4iLaRe58qZKTTGj\nywws6LqgzhN9ycXtqu+SgkMLB+wftR+P5jzCV12/oqRQQzRHsajvv/8eHTt2hK2tLezt7REfH1/1\ni0i9kZfzk8fjoW+rvoj2jkbkpEj0NOsJAHhb9hbBMcEwDzHHvD/nIbsgu8Fjk6le2RHtRsDfxR/d\nTLtxc0kTUhcxMTE4efIkrl+/DmVlZeTl5aG4uLhO+ywrK4OSkkz91yISxOPx0Me8D/qY90FUShQC\nowJxPvU8isqKsD52PbZc3YJpnafhm27fwEjTqEFikqkrhl/H/YruLbtTUqijxtixV1tPnjyBnp4e\nlJWVAVTcXmtkZITIyEh06tQJNjY28PHxQUlJxdWqQCDgbtu8evUqevfuDQAIDAyEp6cnunfvDi8v\nLzx9+hQjRoyAnZ0d7OzsEBtbcTfKnj174OTkBHt7e0yfPh1CobCSqOSbPJ+fvQS9EOUdhSivKPQW\nVJxbRWVFCIkLgXmIOeacmoPMV5n1HodMJQZCxM3NzQ3p6elo27YtZs2ahejoaBQVFWHy5Mk4ePAg\nbt26hbKyMmzevBkAPvlHyf379xEZGYm9e/fC19cXvXv3xo0bN3D9+nVYWVnh3r17OHjwIC5fvozr\n169DQUEBe/fubai3SmSIq8AVf3v9jfPe59HHvA8AoLi8GBvjN6L1htbwPeVbrwmCEoMckpc23OpQ\nV1dHQkICtm3bBn19fYwbNw7btm2Dubk5LCwsAABeXl6Ijo7+5H54PB7c3d2hqqoKADh37hxmzJjB\nrdPS0kJkZCQSEhLg4OAAe3t7/P3330hOTq7fNyiD6Pz8V0+znoicFIkLky+gX6t+ACoSxKb4TWi1\noRVm/TEL6fnpYj8uNYQSuaegoABXV1e4urrC2toaP/30k8h6xhh3paCkpMQ1/xQVFYlsp6am9sHr\n/svLywsrV64UZ/hEDnRv2R1nPc/icvplLD2/FGcenUFJeQlCr4Ri+7Xt8LH3wcLuC9FSu6VYjkdX\nDHJInttw/+vBgwdISkrilq9fv47WrVsjNTUVjx49AgCEh4fD1dUVQEUfw9WrFePfHDlyhHvdf5NA\n3759uean8vJyvHr1Cn379sXhw4fx7NkzAEBeXh7S0tLq783JKDo/P66raVf86fEnLn9xGZ+1/gxA\nxd2am69uhsUGC0w/MR2pL1PrfBxKDESuFRYWwtvbGx06dICtrS3u37+PNWvWYMeOHRgzZgxsbGyg\npKSE6dOnAwACAgIwd+5cdOnSBUpKStyVBI/HE+l/CAkJwblz52BjYwMHBwfcu3cP7du3x4oVK+Dm\n5gZbW1u4ubnhyZMnEnnfRLa5mLrgtMdpxPjEYKDFQABAqbAUWxO2wnKjJaadmIaUlym13r9MPeAm\nI6FKPRoSg9QUDYkh3eIz47H0/FL8kfQHV6akoISyJWWN/wE3QgghH3I0dsTJz08ifko8hrQZAgAi\ns1TWFF0xkHpFn1vjQJ+jbEnISsCy6GU4NuFY4x8rSUZCJe+hz61xoM9RNsnFWElEPOg+cSLN6PyU\nPEoMhBBCRFBTEqlX9Lk1DvQ5yiZqSiKEECIWlBjkELXhSqeoqCiYmppKOgyJo/NT8igxELkXEREB\nJycnaGhowMDAAM7OztxwFlVRUFDA48eP6zlCQhoWJQY5RE+V/isoKAh+fn745ptvkJOTg5ycHGzZ\nsgWXLl3i5mCoijS2vZeV1f7hJkmj81PyKDEQuZWfn4+AgABs3rwZI0eOhLq6OgDAzs4Oe/bsgYqK\nCnr16oWwsDDuNTt37kSPHj0AAD17VkzFaGtrC01NTRw6dAgAcOLECdjZ2YHP56Nbt264ffs293qB\nQICgoCDY2tqiWbNmGD9+/Aczxq1atQr6+vowNzfHvn37uPLi4mJ89dVXMDMzg6GhIWbMmMGN8BoV\nFQUTExOsXbsWRkZG8PHxQVFREby8vKCjowMrKyusXbuWmqpItdCw23JImsai8fMDbtwQz77s7ID1\n66u/fUxMDIqLizFs2LCPbvPfwfHeFx0dDQUFBdy6dQutWrUCUDE6q4+PD06cOAEHBweEh4fD3d0d\nDx48gLKyMng8Hg4dOoQ///wTqqqq6NatG3bu3Ilp06YBqJhR7vnz58jKykJMTAwGDRoEBwcHtGnT\nBgsXLkRycjJu3rwJJSUlfP7551i2bBk3jHdOTg5evHiBtLQ0lJeXIzAwEGlpaUhOTkZhYSEGDhwo\nE7MfStP5KbeYjJChUKXeuXPnGuxYVX1urq6MAeL5cXWtWWzh4eHM0NBQpMzFxYU1a9aMNW3alEVH\nR7NevXqxsLAwbv0vv/zCunfvzi3zeDz26NEjbnn69Ols8eLFIvts27Yti46OZowxJhAI2N69e7l1\nX3/9NZs+fTpjrOJzUVJSYm/evOHWjx07li1fvpwJhUKmrq4ucqzLly8zc3Nz7rUqKiqsuLiYW9+q\nVSt25swZbnn79u3MxMSkBjX0r4b8/9eQ52djV9vPja4Y5JA0/TVmZye5fenq6iI3NxdCoRAKChWt\nqpcvXwYAmJqa1mo+5tTUVOzevRsbN27kykpLS5GVlcUtGxoacr83bdpUZB2fz0fTpk25ZTMzM2Rn\nZyM3Nxdv3rxB586duXWMMZEY9fX1oaKiwi1nZWWJNB2ZmJjU+P1IgjSdn/KKEgORqJo0/Yibi4sL\nVFVV8fvvv2PkyJGVbqOuro7Xr19zy1XNn9CyZUssWrQI3377ba1ievHiBd68ecPNBpeamgobGxvo\n6emhadOmSExMhJGRUaWv/W8zkZGREdLT09GuXTsAQHq6+KeAJI0TdT7LIbpPvEKzZs0QEBCAmTNn\n4siRIygoKIBQKMSNGzfw+vVr8Hg82NnZ4ddff8Xbt2/x8OFDkY5oADAwMOBmegOAqVOnYsuWLYiP\njwdjDK9fv8bJkydRWFhY7bgCAgJQWlqKCxcu4OTJkxgzZgx4PB6mTp0KPz8/bga4zMxMnDlz5qP7\nGTt2LFatWoWXL18iMzMTmzZtkpk+BiJZlBiIXFuwYAGCg4Oxdu1aGBoawtDQENOnT8fatWvh4uKC\nefPmQUVFBQYGBpg8eTI8PDxEvlwDAwPh5eUFPp+Pw4cPo3Pnzvj5558xe/Zs6OjowNLSErt37/7o\nF/J/O7eNjIzA5/PRokULeHp6YuvWrWjTpg0AYM2aNbCwsICzszO0tbXRv39/PHjwQGRf71uyZAlM\nTExgbm4ONzc3jBkzRqSpiZCPobGSSL2iz016bN68GQcPHsS5c+dq/Fr6HGUTjZVECBHx5MkTXLp0\nCUKhEP/88w+Cg4MxYsQISYdFZAAlBjlEbbjyoaSkBNOnT4eWlhb69u2L4cOHY+bMmZIOq0p0fkoe\n3ZVESCPVsmVLkaeuCamuKq8YvvjiCxgYGMDa2pory8vLQ//+/dGmTRu4ubnh5cuX3LpVq1bB0tIS\n7dq1E7ljIiEhAdbW1rC0tMTcuXO58uLiYowbNw6WlpZwdnZGamqquN4b+Qi6T5xIMzo/Ja/KxDB5\n8mScPn1apGz16tXcHRF9+/bF6tWrAQCJiYk4cOAAEhMTcfr0acycOZPr+JgxYwbCwsKQlJSEpKQk\nbp9hYWHQ1dVFUlIS5s2bh2+++Ubc75EQQkgNVJkYevToAT6fL1J27NgxeHl5AQC8vLzw+++/AwCO\nHj2KCRMmQFlZGQKBABYWFoiLi0N2djYKCgrg6OgIAJg0aRL3mvf3NWrUKERGRorv3ZFKURsukWZ0\nfkperfoYcnJyYGBgAKDiAZ+cnBwAFY/gOzs7c9uZmJggMzMTysrKIo/jGxsbIzMzE0DFQzrvHttX\nUlKCtrY28vLyoKOj88Fxvb29IRAIAFQ8nGRnZ8dddr47mWhZupZJ4/H+4HbScn7Rsujyu99TUlJQ\nJ9UZUCk5OZl17NiRW27WrJnIej6fzxhjbPbs2WzPnj1cuY+PDzt8+DC7evUq69evH1ceHR3NhgwZ\nwhhjrGPHjiwzM5Nb17p1a/b8+fMPYqhmqETK0OfWONDnKJtq+7nV6nZVAwMDbsyY7OxsNG/eHEDF\nlcD747FkZGTAxMQExsbGyMjI+KD83WvS0tIAVEwukp+fX+nVAiHSztvbG4sXL/7oek1Nzbr/JUdI\nA6hVYnB3d8euXbsAALt27cLw4cO58oiICJSUlCA5ORlJSUlwdHSEoaEhtLS0EBcXB8YYwsPDuTHw\n39/X4cOH0bdvX3G8L/IJ1MxTQSAQfNCn9f5EPJ9S2XafmrsBAAoKCrim0KqSSF0JBAL8/fff9bb/\n+kTnp+RV2ccwYcIEnD9/Hrm5uTA1NcWyZcuwcOFCjB07FmFhYRAIBDh48CAAwMrKCmPHjoWVlRWU\nlJQQGhrK/UcJDQ2Ft7c33r59i0GDBmHAgAEAAB8fH3h6esLS0hK6urqIiIiox7dLyL+q+iKXpLKy\nMigp1f4xIxrCgtSJWBu06pEMhUreI82fm0AgYJGRkSJl70/Es2rVKta6dWumqanJrKys2G+//cYY\nYywxMZE1adKEKSoqMg0NDa6Pzdvbm82aNYsNHjyYaWpqMicnJ5GJdXg8Hnv48CHbunUrU1ZWZioq\nKkxDQ4O5u7szxhgzMzNja9asYdbW1qxJkyasrKzsg4mAvLy82HfffccYY+zZs2ds8ODBrFmzZkxH\nR4f16NGDCYVC5uHhwRQUFFjTpk2ZhoYG++GHH+pcV9L8OZKPq+3nRk8+E7nGPvFXtYWFBS5evAhD\nQ0McPHgQHh4eePToEdq3b48tW7Zg+/btuHDhgsi+IiIicPr0adjb28PLywuLFi3C/v37uW14PB6+\n/PJLxMTEcFfg74uIiMCpU6egp6cHRUXFD2J6/yonKCgIpqamyM3NBQDExsaCx+MhPDwcFy9eRFhY\nGPr06VOn+iHyiRKDHHr/tkNJ8zvthxtPxDPps52hHdYPqP7MP4wxDB8+XKTJpqSkhJslbfTo0Vz5\nu7kN4uLi4O7uXmlC4fF4GDlyJBwcHAAAEydOhL+//yeP/9/Xz5kzB8bGxtWKX0VFBdnZ2UhJSUHr\n1q3RrVu3ar1O2knT+SmvKDEQibrx5AbOp56XyLF5PB6OHj0q8lf1rl27sH37dgDA7t27sW7dOu5O\nosLCQjx//vyT+3z3fA9QMW1nTSboASAyFefHvEsoCxYsQGBgINzc3AAAX375JY0cQMSCEoMckqa/\nxuwMxTfpszj29e5LNy0tDVOnTsW5c+fg4uICHo8He3t7bn1dO60/NXHP+9TU1PDmzRtuOTs7m0se\nGhoa+PHHH/Hjjz/i7t276NOnDxwdHdG7d2+p7VSvDmk6P+UVJQYiUTVp+mlIr1+/hoKCAvT09CAU\nCrF7927cuXOHW29gYICMjAyUlpZCWVkZwKf7K/7LwMAAjx8/rnI7Ozs77N27FytWrMDZs2cRHR3N\nDS1z4sQJtGvXDq1bt4aWlhYUFRWhoKDA7f/Ro0fUx0BqheZjkEN0n/jHvevcbd++PebPnw8XFxcY\nGhrizp076N69O7dd37590aFDBxgaGnIPeFZ2++v7y+//7uPjg8TERPD5fIwcOfKj8YSEhOD48ePg\n8/nYt2+fyEQ7Dx8+RP/+/aGpqYmuXbti1qxZcHV1BQD873//w4oVK8Dn8xEcHFy3SmlgdH5KHk3t\nKYcasnOPPrfGoSE/R+p8Fp/afm6UGEi9os+tcaDPUTbRnM+EEELEghKDHKI2XCLN6PyUPEoMhBBC\nRFAfA6lX9Lk1DvQ5yibqYyCEECIWlBjkELXhEmlG56fkUWIghBAighKDHKKHh6TD+7OsrVy5ElOn\nTgUApKSkQEFBAUKhUJLhSQydn5JHiYHIvZ07d8La2hrq6uowMjLCzJkzkZ+fX+/HfX+IjG+//RY/\n//xzvR+TkOqgxCCHqA33X0FBQVi4cCGCgoLw6tUrxMbGIjU1Ff3790dpaamkw6uW8vLyGm1fVlZW\nT5GIB52fkkeJgcitV69eITAwEJs2bYKbmxsUFRVhZmaGgwcPIiUlBXv27EFgYCBGjx6N8ePHQ0tL\nC507d8atW7e4fWRlZWHUqFFo3rw5WrVqhY0bN3LrAgMDMXbsWHh5eUFLSwsdO3ZEQkJCpbEEBgbC\n09NTpCwsLAzGxsZo0aIFgoKCRLYdPXo0PD09oa2tjV27duHKlStwcXEBn89HixYt4OvrK5LYFBQU\nEBoaijZt2qBNmzaYPXs2vvrqK5Hjubu7Y/166RztljQsSgxyiNpwK1y+fBlFRUUfjG6qrq6OQYMG\n4ezZs+DxeDh27BjGjh2LFy9e4PPPP8fw4cNRXl4OoVCIoUOHwt7eHllZWYiMjMT69etx5swZbl/H\njx/HhAkTkJ+fD3d3d8yePbvSWCqbPyEqKgoPHz7EmTNnsGbNGkRGRnLrjh07hjFjxiA/Px+ff/45\nFBUVERISgufPnyMmJgaRkZEIDQ0V2d/Ro0cRHx+Pe/fuwcvLC/v37+fucc/NzUVkZCQmTpxY6/oU\nFzo/JY/mYyCS5ecH3BDP1J6wswNq8Bdvbm4u9PT0uDkM3mdkZISEhAS0bdsWDg4OXPLw9/dHUFAQ\nYmJioKysjNzcXHz33XcAAHNzc0yZMgURERHcrGo9evTAgAEDAAAeHh4f/Yu8soeQAgIC0LRpU3Ts\n2BGTJ0/G/v370bdvXwBA165d4e7uDgBo0qQJOnXqxL3OzMwMX375Jc6fP4+5c+dy5f/73//QrFkz\nAECXLl2gra2NyMhI9OvXDxEREejduzf09fWrXX+k8aLEIIekaljjGzeA85KZ2lNPTw+5ubkQCoUf\nJIesrCzo6ekBAExMTLhyHo8HExMTZGVlgcfjISsrC3w+n1tfXl6Onj17csvvT/WppqaGoqKiSo9X\nmfen+WzZsiVu377NLb8fEwA8ePAA/v7+SEhIwJs3b1BWVsbNPV3Z/gBg0qRJ2LNnD/r164c9e/Zg\n3rx5VcbUEKTq/JRTlBiIZNmJb2rPmu7LxcUFqqqqOHLkCMaMGcOVFxYW4vTp01i1ahXS09ORnp7O\nrRMKhcjIyICxsTEUFRVhbm6OBw8eVLr/uk6vmZaWhrZt23K/Gxsbf3TfM2bMQOfOnXHgwAGoq6tj\n/fr1OHLkyCfj8fDwgLW1NW7evIn79+9j+PDhdYqXNB6UGOSQVP01JsHOTm1tbQQEBMDX1xdaWlro\n06cPMjMzMXPmTJiamsLDwwMrV65EQkICfvvtNwwdOhQbNmxAkyZN4OzsDADQ1NTE2rVr4evrCxUV\nFdy7dw9FRUVwcHCo89hCK1aswLZt2/D48WPs3LkTe/fu/ei2hYWF0NTUhJqaGu7fv4/NmzdzM8t9\njImJCRwcHDBp0iSMHj0aqqqqdYpXXKTq/JRT1PlM5NqCBQuwcuVKfPXVV9DW1oazszPMzMwQGRkJ\nFRUV8Hg8DBs2DAcOHICOjg727t2LX3/9FYqKilBUVMSJEydw48YNtGrVCvr6+vjyyy/x6tUrAFVP\n9fnf8v9OA+rq6goLCwv069cPCxYsQL9+/T663x9//BH79u2DlpYWvvzyS4wfP/6j04q+z8vLC7dv\n3/7gjigi32h0VTlEU3tW39KlS/Hw4UOEh4dLOpR6ceHCBXh4eCA1NfWT29HUnrKJRlclpB7IclKr\nSmlpKdavX88NxUHIO5QY5BD9NVZ9lTXbNAb37t0Dn89HTk4O/Pz8JB2OCDo/JY+akki9os+tcaDP\nUTZRUxKpNhqLhkgzOj8ljxIDIYQQEdSUROoVfW6NA32OsomakgghhIgFJQY51JBtuHw+n7uzh35k\n9+f98aDqG/UxSB4NiUHqVV5enqRDqHf0QBZpbKiPgRBCGinqYyCEECIWlBjkELXhihfVp3hRfUoe\nJQZCCCEiqI+BEEIaKepjIIQQIhaUGOQQteGKF9WneFF9Sh4lBkIIISKoj4EQQhop6mMghBAiFpQY\n5BC14YoX1ad4UX1KHiUGQgghIuqUGAQCAWxsbGBvbw9HR0cAFYOm9e/fH23atIGbmxtevnzJbb9q\n1SpYWlqiXbt2OHPmDFeekJAAa2trWFpaYu7cuXUJiVQDDfgmXlSf4kX1KXl1Sgw8Hg9RUVG4fv06\n4uPjAQCrV69G//798eDBA/Tt2xerV68GACQmJuLAgQNITEzE6dOnMXPmTK5TZMaMGQgLC0NSUhKS\nkpJw+vTpOr4tQgghtVXnpqT/9ngfO3YMXl5eAAAvLy/8/vvvAICjR49iwoQJUFZWhkAggIWFBeLi\n4pCdnY2CggLuimPSpEnca0j9oDZc8aL6FC+qT8mr03wMPB4P/fr1g6KiIqZNm4apU6ciJycHBgYG\nAAADAwPk5OQAALKysuDs7My91sTEBJmZmVBWVoaJiQlXbmxsjMzMzEqP5+3tDYFAAABo1qwZ7Ozs\nuMvOdycTLdMyLdOyvC6/+z0lJQV1UafnGLKzs2FkZIRnz56hf//+2LhxI9zd3fHixQtuGx0dHeTl\n5cHX1xfOzs6YOHEiAGDKlCkYOHAgBAIBFi5ciLNnzwIALly4gLVr1+L48eOigdJzDIQQUiMSeY7B\nyMgIAKCvr48RI0YgPj4eBgYGePLkCYCKxNG8eXMAFVcC6enp3GszMjJgYmICY2NjZGRkiJQbGxvX\nJSxCCCF1UOvE8ObNGxQUFAAAXr9+jTNnzsDa2hru7u7YtWsXAGDXrl0YPnw4AMDd3R0REREoKSlB\ncnIykpKS4OjoCENDQ2hpaSEuLg6MMYSHh3OvIfXj/ctOUndUn+JF9Sl5te5jyMnJwYgRIwAAZWVl\nmDhxItzc3ODg4ICxY8ciLCwMAoEABw8eBABYWVlh7NixsLKygpKSEkJDQ8Hj8QAAoaGh8Pb2xtu3\nbzFo0CAMGDBADG+NEEJIbdBYSYQQ0kjRWEmEEELEghKDHKI2XPGi+hQvqk/Jo8RACCFEBPUxEEJI\nI0V9DIQQQsSCEoMcojZc8aL6FC+qT8mjxEAIIUQE9TEQQkgjRX0MhBBCxIISgxyiNlzxovoUL6pP\nyaPEQAghRAT1MRBCSCNFfQyEEELEghKDHKI2XPGi+hQvqk/Jo8RACCFEBPUxEEJII0V9DIQQQsSC\nEoMcojZc8aL6FC+qT8mjxEAIIUQE9TEQQkgjRX0MhBBCxIISgxyiNlzxovoUL6pPyaPEQAghRAT1\nMRBCSCNFfQyEEELEghKDHKI2XPGi+hQvqk/Jo8RACCFEBPUxEEJII1Xb702leoiFEEKkm1AIlJUB\n5eWiP9Utq8m2ktxnLclWYggKAni8ih8FhX9/b4zL9XiMqIsX0atnz+rFwONJ+lOXelFRUejVq1fD\nHZCxii82Wf/S+shxonJy0KtZs/qNnXySbDUlSTqIRiIKQK+avEAGk19DLkc9eYJeuroN94UrFNbL\neSEtolDD87OxUlQElJQq/n3/p7pliorgxcfXqimJEgMhRPx4vCq/tOr0pddQ+5RU7AriuS9IPvoY\n8vMrLqPf/QiFjXtZGmKg9/jpZaGw4j+xNHyZSNNxqAlSpsnWFYNshCr1GrxNvJGj+hQvqk/xoSef\nCSGEiAVdMRBCSCNFVwyEEELEghKDHKKxaMSL6lO8qD4ljxIDIYQQEdTHQAghjRT1MRBCCBELSgxy\niNpwxYvqU7yoPiWPEgMhhBAR1MdACCGNlFyMlbR3b9XbVHeIFmneTppjE/d20hxbTbZ7X2X/DxtD\nmVq7ifQAAAt3SURBVLTEIe4yaYmjPspqS6auGEDjq4pJFGhgY3GKAtWnOEWB6lNcZPyupNOnT6Nd\nu3awtLTEmjVrJB1OI3dD0gE0MlSf4kX1KWlS0ZRUXl6O2bNn46+//oKxsTG6dOkCd3d3tG/fXmS7\nBw8+vZ/qJkZp3q4hjrl580vMmNHwx63PfUlqO8aA7dtfYupU0fLKmqAaQ1lDHHPjxpeYM6dhjyst\n9SvuMn39D7epDqlIDPHx8bCwsIBAIAAAjB8/HkePHv0gMVhaSiC4Rqh5c8DaWtJRNB5//AF06SLp\nKBoPHR3AwkLSUcg3qWhKyszMhKmpKbdsYmKCzMxMCUbUuKWkpEg6hEaF6lO8qD4lTyquGHjVvPWj\nutuRqu3atUvSITQqVJ/iRfUpWVKRGIyNjZGens4tp6enw8TERGQbGbl5ihBCZJ5UNCU5ODggKSkJ\nKSkpKCkpwYEDB+Du7i7psAghRC5JxRWDkpISNm3ahM8++wzl5eXw8fH5oOOZEEJIw5CKKwYAGDhw\nIEJCQqCkpIQdO3Z89FmGOXPmwNLSEra2trh+/XoDRylbqno2JCoqCtra2rC3t4e9vT1WrFghgShl\nwxdffAEDAwNYf+J2Ljo3q6+q+qRzs/rS09PRu3dvdOjQAR07dsSGDRsq3a5G5yeTEmVlZax169Ys\nOTmZlZSUMFtbW5aYmCiyzcmTJ9nAgQMZY4zFxsYyJycnSYQqE6pTn+fOnWNDhw6VUISyJTo6ml27\ndo117Nix0vV0btZMVfVJ52b1ZWdns+vXrzPGGCsoKGBt2rSp83en1FwxvP8sg7KyMvcsw/uOHTsG\nLy8vAICTkxNevnyJnJwcSYQr9apTnwB16ldXjx49wOfzP7qezs2aqao+ATo3q8vQ0BB2dnYAAA0N\nDbRv3x5ZWVki29T0/JSaxFCdZxkq2yYjI6PBYpQl1alPHo+Hy5cvw9bWFoMGDUJiYmJDh9lo0Lkp\nXnRu1k5KSgquX78OJycnkfKanp9S0fkMVP8Zhf/+FUHPNlSuOvXSqVMnpKenQ01NDadOncLw4cPx\noKpxR8hH0bkpPnRu1lxhYSFGjx6NkJAQaGhofLC+Juen1FwxVOdZhv9uk5GRAWNj4waLUZZUpz41\nNTWhpqYGoKLzv7S0FHl5eQ0aZ2NB56Z40blZM6WlpRg1ahQ8PDwwfPjwD9bX9PyUmsRQnWcZ3N3d\nsXv3bgBAbGwsmjVrBgMDA0mEK/WqU585OTncXxHx8fFgjEFHR0cS4co8OjfFi87N6mOMwcfHB1ZW\nVvDz86t0m5qen1LTlPSxZxm2bt0KAJg2bRoGDRqEP/74AxYWFlBXV8cvv/wi4ailV3Xq8/Dhw9i8\neTOUlJSgpqaGiIgICUctvSZMmIDz588jNzcXpqamWLp0KUpLSwHQuVkbVdUnnZvVd+nSJezZswc2\nNjawt7cHAKxcuRJpaWkAand+ysxEPYQQQhqG1DQlEUIIkQ6UGAghhIigxEAIIbV06NAhdOjQAYqK\nirh27dpHtwsJCYG1tTU6duyIkJAQrvzmzZtwcXGBjY0N3N3dUVBQAAAoKirChAkTYGNjAysrK6xe\nvbrKWHx8fGBnZwcbGxuMGDEC+fn5tX5flBgIIaQaoqKiMHnyZJEya2tr/Pbbb+jZs+dHX3fnzh1s\n374dV65cwc2bN3HixAk8evQIADBlyhSsXbsWt27dwogRI/DDD//X3t2FRNWEARz/77sllSFC3QiB\nW5j4ubqutKJESm4RRhcWkiZkfpVQ3YVtYHaREFRSRFo3KSlEiRqGSQuJJYJGam0giZUfhIGuWbbr\nJn4874V0aMvMpHhfYn53njNzzpxZ2XGeOfN4HkBbbHc4HHR2dnL9+nVtMflHLl26xLNnz3A4HGza\ntIkrV64s+1nVwKD8NfR6vZZ0LSYmhsHBQRISEoD5HaFfErY9f/6cpqamP9aOxMRE7a9Hg8GA0WjE\naDQSHh5OUVERU1NTi9b/+PEj5eXlf6x9yvIstCEsJCSE4ODgReu9fPkSi8XCqlWr0Ov1bNu2jbq6\nOgD6+vrYunUrAMnJydTW1gIQEBCA2+1mdnYWt9uNj48Pfn5+ANjtduLj4zGbzaSlpeF2u4H5vR8w\n//qqx+Nh/fr1y35WNTAof401a9bQ3d1Nd3c3XV1dBAYG0tbW9l257u5u7t+//0vXnpmZWXLZr79A\ndDodLS0tOBwOnjx5wps3bzh8+PCi9cfHxykrK/ul9il/3nJf4IyIiKC1tZX3798zOTlJY2Ojlo4i\nPDxcy2FWU1OjbULbuXMnfn5+BAQEYDAYOHHiBP7+/jidTkpKSnj48CGdnZ2YzWZKS0u1ex06dIiA\ngAAcDge5ubnLflY1MCh/tW9TA0xPT3P69Glu376NyWSipqYGt9tNdnY2FouFmJgYGhoaAKisrGTP\nnj1s374dq9XK5OTkguU8Hg/79+8nLCyM1NRUPB7Pgm3x9fXl2rVr3L17lw8fPuByuUhOTsZsNmM0\nGrXrnTx5ktevX2MymSgsLATg/PnzbNmyhaioKM6cOfOHektZSFxcHCaTiby8PBoaGrRZqd1uX1L9\nkJAQCgsL2bFjB7t27cJkMvHPP/NfvTdu3KCsrIzY2FhcLhc+Pj4AVFdX4/F4ePfuHf39/Vy4cIH+\n/n7a29vp6ekhPj4ek8nEzZs3vUJMFRUVDA8PYzQaKSkpWf5D/67Ur4ryX9Pr9RIdHS3R0dGSmpoq\nIiJr164VEZH+/n4txXNlZaUcO3ZMq2ez2aS6ulpERMbHxyU4OFjcbrdUVFTIhg0bZHx8fNFyFy9e\nlJycHBERcTgcsmLFCuns7BQREYPBIGNjY17tjI6Olo6ODpmZmZGJiQkRERkdHZWgoCARERkYGPBK\nR/3gwQPJz88XEZHZ2VnZvXu3PH78+Hd1m7JELS0tkpWVteC5xMRE7TP/GZvNJuXl5d8d7+3t1dJh\nFxQUSFVVlXYuOztb7ty5I/fu3ZP09PSf3uPRo0eSkpKypPYsRM0YlL/G6tWrtVDSl1jtQkTEKyxg\nt9s5d+4cJpOJpKQkpqamGBoaQqfTYbVa8ff3X7Rca2srmZmZwPxipNFoXLSdIoJOp0NEsNlsREVF\nYbVaGR4eZmRk5LuQhd1ux263YzKZMJvN9Pb28urVq+V2k7JM334uv3J+ZGQEgKGhIerr68nIyABg\ndHQUgLm5Oc6ePcuRI0eA+VlGc3MzAG63m/b2dkJDQ4mLi6OtrU1bvHa73fT19QFovxMios1slut/\nkxJDUf5LdXV1bN682etYR0cHvr6+Py0HS48/f/r0iYGBAYKDg6mursbpdNLV1YVer2fjxo18/vx5\nwXo2m438/PwlPo3yJ+h0uu8WoOvr6zl+/DhOp5OUlBRMJhNNTU0MDw+Tl5dHY2MjAPv27WNsbIyV\nK1dSVlamLSTfunWLq1evArB3716ysrKA+TQWOTk5REZGMjc3R3Z2NhEREcB8iDM9PV17iaGkpISg\noCCysrKYmJgA5nOlfbnusix7rqEo/zNfwkYLHfs6lFRbWysHDx7Uypw6dUqOHj2q/dzV1SUiIhUV\nFV7Hf1SutLRUcnNzRUTkxYsX34WSnE6niMz/d63MzEwtHHH58mUtpNXc3Cw6nU4GBwfF6XRKYGCg\ndh+73S4Wi0VcLpeIiLx9+1ZGRkZ+tXsUZclUKEn5ayz0OuG3bwgBJCUl0dPToy0+FxUVMT09jdFo\nJCIiguLiYq381/V/VK6goACXy0VYWBjFxcXExsZ6tSEpKYnIyEgsFgsGg0FLZHjgwAGePn2K0Wik\nqqqK0NBQANatW0dCQgKRkZEUFhZitVrJyMjQNkKlpaXhcrl+Y88pijeVRE9RFEXxomYMiqIoihc1\nMCiKoihe1MCgKIqieFEDg6IoiuJFDQyKoiiKFzUwKIqiKF7+BTakImwra+IDAAAAAElFTkSuQmCC\n"
      }
     ],
     "prompt_number": 17
    },
    {
     "cell_type": "heading",
     "level": 4,
     "metadata": {},
     "source": "Plot number of books by language"
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "cursor.execute(\"select lang as lang,count(1) as count,'Hathitrust' as Source from ht_books where lang is not null group by (lang)\") \ndflang_ht = pd.DataFrame(list(cursor.fetchall()),columns=['Language','Count','Source'])\ncursor.execute(\"select lang as lang ,count(1) as count,'Gutenberg' as Source from gut_books where lang is not null group by (lang)\")\ndflang_gb = pd.DataFrame(list(cursor.fetchall()),columns=['Language','Count','Source'])\ncursor.execute(\"select language as lang,count(1) as count, 'Openlibrary' as Source from ol_books where language is not null group by (language)\")\ndflang_ol = pd.DataFrame(list(cursor.fetchall()),columns=['Language','Count','Source'])",
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 18
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "#Function to translate date abbreviation to their full form\ndef language(l):\n    langdict= { 'eng':'English',\n                'ger':'German',\n                'fre':'French',\n                'chi':'Chinese',\n                'jpn':'Japan',\n                'rus':'Russian',\n                'en':'English',\n                'fr':'French',\n                'de':'Dutch',\n                'nl':'Dutch',\n                'pt':'Portugese',\n                'spa':'Spanish',\n                'ita':'Italian',\n                'lat':'Latin',\n                'fr':'French',\n                'fi':'Finnish'    }\n    try:\n        if len(l)>3:\n            tmp= l[-3:]\n        else:\n            tmp=l\n        return langdict[tmp]\n    except:\n        return 'Other'\n    ",
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 19
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "dflang_gb6= dflang_gb[dflang_gb.Language.str.strip()!=\"\"].sort('Count')[::-1][:6]\ndflang_ol6 = dflang_ol[dflang_ol.Language.str.strip()!=\"\"].sort('Count')[::-1][:6]\ndflang_ht6 = dflang_ht[dflang_ht.Language.str.strip()!=\"\"].sort('Count')[::-1][:6]\ndflang_gb6['Lang']= dflang_gb[dflang_gb.Language.str.strip()!=\"\"].sort('Count')[::-1][:6].Language.apply(language)\ndflang_ol6['Lang']= dflang_ol[dflang_ol.Language.str.strip()!=\"\"].sort('Count')[::-1][:6].Language.apply(language)\ndflang_ht6['Lang']= dflang_ht[dflang_ht.Language.str.strip()!=\"\"].sort('Count')[::-1][:6].Language.apply(language)\ndf_mer_lang = dflang_gb6.append(dflang_ol6).append(dflang_ht6)",
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 20
    },
    {
     "cell_type": "heading",
     "level": 4,
     "metadata": {},
     "source": "Books by language"
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "df_mer_lang = df_mer_lang.pivot_table('Count', rows='Lang', cols='Source', aggfunc=sum)\ndf_mer_lang.fillna(0)",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Source</th>\n      <th>Gutenberg</th>\n      <th>Hathitrust</th>\n      <th>Openlibrary</th>\n    </tr>\n    <tr>\n      <th>Lang</th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Chinese</th>\n      <td>     0</td>\n      <td>  221058</td>\n      <td>      0</td>\n    </tr>\n    <tr>\n      <th>Dutch</th>\n      <td>  1520</td>\n      <td>       0</td>\n      <td>      0</td>\n    </tr>\n    <tr>\n      <th>English</th>\n      <td> 35198</td>\n      <td> 2352951</td>\n      <td> 108873</td>\n    </tr>\n    <tr>\n      <th>Finnish</th>\n      <td>   712</td>\n      <td>       0</td>\n      <td>      0</td>\n    </tr>\n    <tr>\n      <th>French</th>\n      <td>  2158</td>\n      <td>  343066</td>\n      <td>  14479</td>\n    </tr>\n    <tr>\n      <th>German</th>\n      <td>     0</td>\n      <td>  398413</td>\n      <td>   9456</td>\n    </tr>\n    <tr>\n      <th>Italian</th>\n      <td>     0</td>\n      <td>       0</td>\n      <td>   2323</td>\n    </tr>\n    <tr>\n      <th>Japan</th>\n      <td>     0</td>\n      <td>  212208</td>\n      <td>      0</td>\n    </tr>\n    <tr>\n      <th>Latin</th>\n      <td>     0</td>\n      <td>       0</td>\n      <td>   1898</td>\n    </tr>\n    <tr>\n      <th>Portugese</th>\n      <td>   528</td>\n      <td>       0</td>\n      <td>      0</td>\n    </tr>\n    <tr>\n      <th>Russian</th>\n      <td>     0</td>\n      <td>  147235</td>\n      <td>      0</td>\n    </tr>\n    <tr>\n      <th>Spanish</th>\n      <td>     0</td>\n      <td>       0</td>\n      <td>   2785</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
       "output_type": "pyout",
       "prompt_number": 21,
       "text": "Source     Gutenberg  Hathitrust  Openlibrary\nLang                                         \nChinese            0      221058            0\nDutch           1520           0            0\nEnglish        35198     2352951       108873\nFinnish          712           0            0\nFrench          2158      343066        14479\nGerman             0      398413         9456\nItalian            0           0         2323\nJapan              0      212208            0\nLatin              0           0         1898\nPortugese        528           0            0\nRussian            0      147235            0\nSpanish            0           0         2785"
      }
     ],
     "prompt_number": 21
    },
    {
     "cell_type": "heading",
     "level": 4,
     "metadata": {},
     "source": "Plot books count by language for the three data sources"
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "fig = plt.figure()\nfig.set_size_inches(10,10)\nax1 = fig.add_subplot(2, 2, 1)\ndf_mer_lang.fillna(0)['Gutenberg'].plot(kind=\"barh\", title=\"Gutenberg\",color='r')\nax2 = fig.add_subplot(2, 2, 2)\ndf_mer_lang.fillna(0)['Openlibrary'].plot(kind=\"barh\", title=\"Openlibrary\",color='b')\nax3 = fig.add_subplot(2, 2, 3)\nprint \"\\n\"\nprint \"\\n\"\ndf_mer_lang.fillna(0)['Hathitrust'].plot(kind=\"barh\", title=\"Hathitrust\",color='g')",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "\n\n\n\n"
      },
      {
       "output_type": "pyout",
       "prompt_number": 22,
       "text": "<matplotlib.axes.AxesSubplot at 0x384ed10>"
      },
      {
       "output_type": "display_data",
       "png": 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bG2tbzmw2i7i4OCGEECaTSaSmpgohhDh9+rTQ6/UV1qvky5WUlKRYbK3H13Lf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\nhOz/A1GJ/ija8SlHAAAAAElFTkSuQmCC\n"
      }
     ],
     "prompt_number": 22
    },
    {
     "cell_type": "heading",
     "level": 4,
     "metadata": {},
     "source": "Number of books by format"
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "#Format still working in this\n# LUIS TO REVIEW THIS QUERY, NOT RETURNING EPUB OR TEXT COUNTS\nquery = \" \".join([\"select COUNT(FORM) AS formatcnt, FORM as format, Source\",\n\"from( select case WHEN gut_files.FORMAT LIKE '%epub%' then 'epub'\", \n\"else case WHEN gut_files.FORMAT LIKE '%pdf%' THEN 'pdf' \",\n\"else case WHEN gut_files.format like '%text%' THEN 'text'  END END END AS FORM ,  'Gutenberg' as Source\",\n\"from gut_files) a\",\n\"group by FORM , Source\",\n\"union SELECT count('PDF') as formatcnt,'pdf'  as format, 'Hathitrust'as Source from ht_books where Access='allow' group by 'PDF','Hathitrust' \",\n\"union select count('epub') as formatcnt,'epub' as format, 'Openlibrary' as Source from ol_books group by 'epub','Openlibrary' \",\n\"union select count('text') as formatcnt, 'text' as format, 'Openlibrary' as Source from ol_books group by 'text','Openlibrary' \",\n\"union select count('pdf') as formatcnt, 'pdf' as format, 'Openlibrary' as Source from ol_books group by 'pdf','Openlibrary' \"\n])\ncursor.execute(query)\nformatres = list(cursor.fetchall())\ndfformatres = pd.DataFrame(formatres,columns=['Count','Format','Source'])\n",
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 23
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "dfformatres = dfformatres.pivot_table('Count', rows='Format', cols='Source', aggfunc=sum)",
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 24
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "dfformatres.plot(kind=\"bar\", stacked=True)",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 25,
       "text": "<matplotlib.axes.AxesSubplot at 0x33f7650>"
      },
      {
       "output_type": "display_data",
       "png": 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UQaHeAQhrpM/CtuR+Fnaie/fuHD9+nIaGhgsSRmlpKd27dwdodv2JwWDAZDJR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\n"
      }
     ],
     "prompt_number": 25
    },
    {
     "cell_type": "heading",
     "level": 3,
     "metadata": {},
     "source": "Code for Book Query"
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "def maketable(df):\n    imagedict={6:\"http://fchasen.com/cal/open-data/icons/pdf-icon.png\",\n               8:\"http://fchasen.com/cal/open-data/icons/epub-icon.png\",\n               7:\"http://fchasen.com/cal/open-data/icons/text-icon.png\"}\n    columns=df.columns\n    \n    table =\"<table><thead>\"\n    table +=\" <tr><th>Results</th>\"\n    for i in columns:\n        table += \"<th>{0}</th>\".format(i)\n    table += \"</tr></thead><tbody>\"\n    for k,s  in df.iterrows():\n        table +=\"<tr>\"\n        table +=    \"<th>{0}</th>\".format(k)\n    \n        for colnum,j in enumerate(s):\n            #print type(j)\n            try:\n                if (colnum in [6,7,8]):\n                    if j is not None and j[:4]==\"http\":\n                        table +=    \"<td style='word-break:break-word;'><a href='{0}' target='_blank' style='word-break:break-word;'><img src='{1}' style='height:50px; margin: 0 auto;'/></td>\".format(j,imagedict[colnum])\n                    else:\n                        table +=    \"<td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td>\"\n                else:\n                    table +=    \"<td>{0}</td>\".format(j.encode('utf-8'))\n            except:\n                table +=    \"<td>{0}</td>\".format(j)\n        table += \"</tr>\"\n\n    table += \"</tbody></table>\"\n    return table\n",
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 26
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "def searchBook(q, o=\"title\"):\n    if o == \"title\":\n        g = \"title\"\n        ol = \"title\"\n        h = \"Title\"\n        \n    if o == \"author\":\n        ol = \"ol_authors.name\"\n        g = \"creator\"\n        h = \"Imprint\" \n        \n    \n    query = \"\".join([\"select distinct 'Gutenberg' as source, g.title as title, \" ,\n    \"g.creator as author,  g.lang as language,'Unknown' as pubdate, 'public domain' as rights, \",\n    \"(select about from gut_files where format like '%pdf%' and etext_id=g.etext_id limit 1) as pdf, \",\n    \"(select about from gut_files where format like '%text%' and etext_id=g.etext_id limit 1) as text, \",\n    \"(select about from gut_files where format like '%epub%' and etext_id=g.etext_id limit 1) as epub \",\n    \"from gut_books g  \",\n    \"where lower(\"+g+\") like lower('%\"+q+\"%')  \"  ,\n    \"union \",\n    \"select distinct 'Hathitrust' as source, Title as title,  \",\n    \"'Unknown' as author, lang as language, PubDate as pubdate, case Access when 'allow' then 'public domain' else 'non public' end as rights, \",\n    \"concat('http://hdl.handle.net/2027/',VolumeID) as pdf,'N/A' as epub, 'N/A' as text from \",\n    \"ht_books where lower(\"+h+\") like lower('%\"+q+\"%') and Access = 'allow' \",\n    \"union \",\n    \"select distinct 'OpenLibrary' as source, title, name as author, \",\n    \"language, publish_date as pubdate, 'Unknown' as rights, \",\n    \"concat('http://www.archive.org/download/',ocaid, '/', ocaid, '.pdf') as pdf, \",\n    \"concat('http://www.archive.org/download/',ocaid, '/', ocaid, '_djvu.txt') as text, \",\n    \"concat('http://www.archive.org/download/',ocaid, '/', ocaid, '.epub') as epub \",\n    \"from ol_books LEFT JOIN ol_authors ON ol_books.author_key = ol_authors.key where lower(\"+ol+\") like lower('%\"+q+\"%')\"])\n    \n    cursor.execute(query)\n    res = list(cursor.fetchall())\n    \n    if(len(res)):\n        dfresult = pd.DataFrame(res ,columns=['source','title', 'author','language','pubdate','rights','pdf','text','epub'] )\n        dfresult['language']=dfresult.language.apply(language)\n        print \"Total Results:\",len(dfresult)\n        return dfresult\n    else:\n        print \"No results returned, try again\"\n        return False",
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 27
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "inputHTML = '''\n<input id=\"book-search\" stype=\"width:400px\">\n    <select id=\"book-select\">\n       <option value=\"title\">Title</option>\n      <option value=\"author\">Author</option>\n    </select> \n<input type=\"submit\" id=\"book-submit\" value=\"Search\">'''\n\njs_code = (\"\"\"\n    var $body = $(\"body\");\n        \n    $body.on('click', '#book-submit', function() {\n        var $search = $('#book-search'),\n            $select = $('#book-select');\n        \n        var py_code1 = \"queryterm = '\" + $search.val() + \"'\";\n        var py_code2 = \"on = '\" + $select.val() + \"'\";\n\n        console.log('submit:', $search.val(), $select.val());\n        \n        IPython.notebook.kernel.execute(py_code1);\n        IPython.notebook.kernel.execute(py_code2);\n\n    });\n    \n\n    \"\"\")\n\n\nIPython.core.display.Javascript(js_code)",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "javascript": "\n    var $body = $(\"body\");\n        \n    $body.on('click', '#book-submit', function() {\n        var $search = $('#book-search'),\n            $select = $('#book-select');\n        \n        var py_code1 = \"queryterm = '\" + $search.val() + \"'\";\n        var py_code2 = \"on = '\" + $select.val() + \"'\";\n\n        console.log('submit:', $search.val(), $select.val());\n        \n        IPython.notebook.kernel.execute(py_code1);\n        IPython.notebook.kernel.execute(py_code2);\n\n    });\n    \n\n    ",
       "output_type": "pyout",
       "prompt_number": 28,
       "text": "<IPython.core.display.Javascript at 0x3dcec10>"
      }
     ],
     "prompt_number": 28
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": "Search for a Book"
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "HTML(inputHTML)",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": "\n<input id=\"book-search\" stype=\"width:400px\">\n    <select id=\"book-select\">\n       <option value=\"title\">Title</option>\n      <option value=\"author\">Author</option>\n    </select> \n<input type=\"submit\" id=\"book-submit\" value=\"Search\">",
       "output_type": "pyout",
       "prompt_number": 29,
       "text": "<IPython.core.display.HTML at 0x3a17410>"
      }
     ],
     "prompt_number": 29
    },
    {
     "cell_type": "heading",
     "level": 4,
     "metadata": {},
     "source": "Total search results"
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "dfresult = searchBook(queryterm, on)",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "Total Results: 79\n"
      }
     ],
     "prompt_number": 30
    },
    {
     "cell_type": "heading",
     "level": 4,
     "metadata": {},
     "source": "Distribution by source"
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "source = dfresult.groupby('source')\nsource['source'].value_counts().plot(kind=\"bar\", title=\"Count distribution of searched results\")",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 31,
       "text": "<matplotlib.axes.AxesSubplot at 0x3bd0090>"
      },
      {
       "output_type": "display_data",
       "png": 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egsvGWv/mOT4BKsuTf/mvJROPz9+vaez8z/ryX0tGHA+dToewsDAAMNTLopTq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\n"
      }
     ],
     "prompt_number": 31
    },
    {
     "cell_type": "heading",
     "level": 4,
     "metadata": {},
     "source": "Distribution by language"
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "\nlbl= dfresult['language'].value_counts().index\n#dfresult.value_counts().plot(kind=\"bar\")\npie(dfresult['language'].value_counts(), labels=lbl, autopct='%1.1f%%')\n#type(dfresult['language'])",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 32,
       "text": "([<matplotlib.patches.Wedge at 0x4002ad0>,\n  <matplotlib.patches.Wedge at 0x4007150>,\n  <matplotlib.patches.Wedge at 0x40076d0>,\n  <matplotlib.patches.Wedge at 0x4007c90>,\n  <matplotlib.patches.Wedge at 0x4220290>,\n  <matplotlib.patches.Wedge at 0x4220850>],\n [<matplotlib.text.Text at 0x4002f90>,\n  <matplotlib.text.Text at 0x4007610>,\n  <matplotlib.text.Text at 0x4007bd0>,\n  <matplotlib.text.Text at 0x42201d0>,\n  <matplotlib.text.Text at 0x4220790>,\n  <matplotlib.text.Text at 0x4220d50>],\n [<matplotlib.text.Text at 0x40070d0>,\n  <matplotlib.text.Text at 0x40071d0>,\n  <matplotlib.text.Text at 0x4007750>,\n  <matplotlib.text.Text at 0x4007d10>,\n  <matplotlib.text.Text at 0x4220310>,\n  <matplotlib.text.Text at 0x42208d0>])"
      },
      {
       "output_type": "display_data",
       "png": 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KERO19bVpQP3bdn7kRSyxnOY0jWh0038LJ5zhDKcKVRjFKAIJpCc9+ZAPWcMa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\nbCAdlDAeMNK4YWPee/M9HnroIVGacHM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      }
     ],
     "prompt_number": 32
    },
    {
     "cell_type": "heading",
     "level": 4,
     "metadata": {},
     "source": "Results with direct links to the books"
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "display(HTML(maketable(dfresult)))",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": "<table><thead> <tr><th>Results</th><th>source</th><th>title</th><th>author</th><th>language</th><th>pubdate</th><th>rights</th><th>pdf</th><th>text</th><th>epub</th></tr></thead><tbody><tr><th>0</th><td>Gutenberg</td><td>The Tempest</td><td>Shakespeare, William, 1564-1616</td><td>English</td><td>Unknown</td><td>public domain</td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='word-break:break-word;'><a href='http://www.gutenberg.org/cache/epub/1135/pg1135.html.utf8' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/text-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.gutenberg.org/cache/epub/1135/pg1135.epub' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/epub-icon.png' style='height:50px; margin: 0 auto;'/></td></tr><tr><th>1</th><td>Gutenberg</td><td>The Tempest</td><td>Shakespeare, William, 1564-1616</td><td>English</td><td>Unknown</td><td>public domain</td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='word-break:break-word;'><a href='http://www.gutenberg.org/cache/epub/1540/pg1540.html.utf8' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/text-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.gutenberg.org/cache/epub/1540/pg1540.epub' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/epub-icon.png' style='height:50px; margin: 0 auto;'/></td></tr><tr><th>2</th><td>Gutenberg</td><td>Tempest and Sunshine</td><td>Holmes, Mary Jane, 1825-1907</td><td>English</td><td>Unknown</td><td>public domain</td><td style='word-break:break-word;'><a href='http://www.gutenberg.org/dirs/1/7/2/6/17260/17260-pdf.pdf' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.gutenberg.org/dirs/1/7/2/6/17260/17260-0.txt' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/text-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.gutenberg.org/cache/epub/17260/pg17260.epub' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/epub-icon.png' style='height:50px; margin: 0 auto;'/></td></tr><tr><th>3</th><td>Gutenberg</td><td>Tempesta e bonaccia Romanzo senza eroi</td><td>Colombi, marchesa, 1840-1920</td><td>Other</td><td>Unknown</td><td>public domain</td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='word-break:break-word;'><a href='http://www.gutenberg.org/dirs/1/7/9/0/17907/17907-8.txt' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/text-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.gutenberg.org/cache/epub/17907/pg17907.epub' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/epub-icon.png' style='height:50px; margin: 0 auto;'/></td></tr><tr><th>4</th><td>Gutenberg</td><td>The Tempest</td><td>Shakespeare, William, 1564-1616</td><td>English</td><td>Unknown</td><td>public domain</td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='word-break:break-word;'><a href='http://www.gutenberg.org/cache/epub/1801/pg1801.html.utf8' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/text-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.gutenberg.org/cache/epub/1801/pg1801.epub' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/epub-icon.png' style='height:50px; margin: 0 auto;'/></td></tr><tr><th>5</th><td>Gutenberg</td><td>The Tempest</td><td>Shakespeare, William, 1564-1616</td><td>English</td><td>Unknown</td><td>public domain</td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='word-break:break-word;'><a href='http://www.gutenberg.org/cache/epub/2235/pg2235.html.utf8' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/text-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.gutenberg.org/cache/epub/2235/pg2235.epub' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/epub-icon.png' style='height:50px; margin: 0 auto;'/></td></tr><tr><th>6</th><td>Gutenberg</td><td>The Tempest The Works of William Shakespeare [Cambridge Edition] [9 vols.]</td><td>Shakespeare, William, 1564-1616</td><td>English</td><td>Unknown</td><td>public domain</td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='word-break:break-word;'><a href='http://www.gutenberg.org/dirs/2/3/0/4/23042/23042-0.txt' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/text-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.gutenberg.org/cache/epub/23042/pg23042.epub' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/epub-icon.png' style='height:50px; margin: 0 auto;'/></td></tr><tr><th>7</th><td>Gutenberg</td><td>Eight Illustrations to Shakespeare's Tempest Designed by Walter Crane</td><td>Crane, Walter, 1845-1915</td><td>English</td><td>Unknown</td><td>public domain</td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='word-break:break-word;'><a href='http://www.gutenberg.org/dirs/2/3/4/7/23479/23479-h/23479-h.htm' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/text-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.gutenberg.org/cache/epub/23479/pg23479.epub' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/epub-icon.png' style='height:50px; margin: 0 auto;'/></td></tr><tr><th>8</th><td>Gutenberg</td><td>La Tempesta</td><td>Shakespeare, William, 1564-1616</td><td>Other</td><td>Unknown</td><td>public domain</td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='word-break:break-word;'><a href='http://www.gutenberg.org/dirs/2/6/1/6/26169/26169-8.txt' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/text-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.gutenberg.org/cache/epub/26169/pg26169.epub' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/epub-icon.png' style='height:50px; margin: 0 auto;'/></td></tr><tr><th>9</th><td>Gutenberg</td><td>How Shakspere Came to Write the Tempest</td><td>Kipling, Rudyard, 1865-1936</td><td>English</td><td>Unknown</td><td>public domain</td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='word-break:break-word;'><a href='http://www.gutenberg.org/dirs/3/2/9/9/32991/32991-8.txt' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/text-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.gutenberg.org/cache/epub/32991/pg32991.epub' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/epub-icon.png' style='height:50px; margin: 0 auto;'/></td></tr><tr><th>10</th><td>Gutenberg</td><td>Tempeste</td><td>Negri, Ada</td><td>Other</td><td>Unknown</td><td>public domain</td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='word-break:break-word;'><a href='http://www.gutenberg.org/dirs/3/6/0/6/36063/36063-0.txt' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/text-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.gutenberg.org/cache/epub/36063/pg36063.epub' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/epub-icon.png' style='height:50px; margin: 0 auto;'/></td></tr><tr><th>11</th><td>Gutenberg</td><td>Dryden's Works Vol. 3 (of 18) Sir Martin Mar-All; The Tempest; An Evening's Love; Tyrannic Love</td><td>Dryden, John, 1631-1700</td><td>English</td><td>Unknown</td><td>public domain</td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='word-break:break-word;'><a href='http://www.gutenberg.org/dirs/3/7/6/4/37645/37645-8.txt' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/text-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.gutenberg.org/cache/epub/37645/pg37645.epub' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/epub-icon.png' style='height:50px; margin: 0 auto;'/></td></tr><tr><th>12</th><td>Gutenberg</td><td>Diana Tempest, Volume I</td><td>Cholmondeley, Mary, 1859-1925</td><td>English</td><td>Unknown</td><td>public domain</td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='word-break:break-word;'><a href='http://www.gutenberg.org/dirs/3/7/9/7/37973/37973-8.txt' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/text-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.gutenberg.org/cache/epub/37973/pg37973.epub' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/epub-icon.png' style='height:50px; margin: 0 auto;'/></td></tr><tr><th>13</th><td>Gutenberg</td><td>Diana Tempest, Volume II</td><td>Cholmondeley, Mary, 1859-1925</td><td>English</td><td>Unknown</td><td>public domain</td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='word-break:break-word;'><a href='http://www.gutenberg.org/dirs/3/7/9/7/37974/37974-8.txt' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/text-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.gutenberg.org/cache/epub/37974/pg37974.epub' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/epub-icon.png' style='height:50px; margin: 0 auto;'/></td></tr><tr><th>14</th><td>Gutenberg</td><td>Diana Tempest, Volume III</td><td>Cholmondeley, Mary, 1859-1925</td><td>English</td><td>Unknown</td><td>public domain</td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='word-break:break-word;'><a href='http://www.gutenberg.org/dirs/3/7/9/7/37975/37975-8.txt' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/text-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.gutenberg.org/cache/epub/37975/pg37975.epub' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/epub-icon.png' style='height:50px; margin: 0 auto;'/></td></tr><tr><th>15</th><td>Gutenberg</td><td>On a Donkey's Hurricane Deck A Tempestous Voyage of Four Thousand and Ninety-Six Miles Across the American Continent on a Burro, in 340 Days and 2 Hours</td><td>Woodward, R. Pitcher</td><td>English</td><td>Unknown</td><td>public domain</td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='word-break:break-word;'><a href='http://www.gutenberg.org/dirs/4/2/2/1/42214/42214-8.txt' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/text-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.gutenberg.org/cache/epub/42214/pg42214.epub' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/epub-icon.png' style='height:50px; margin: 0 auto;'/></td></tr><tr><th>16</th><td>Gutenberg</td><td>The Storm or, a Collection of the most Remarkable Casualties and Disasters which Happen'd in the Late Dreadful Tempest, both by Sea and Land</td><td>Defoe, Daniel, 1661?-1731</td><td>English</td><td>Unknown</td><td>public domain</td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='word-break:break-word;'><a href='http://www.gutenberg.org/dirs/4/2/2/3/42234/42234-0.txt' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/text-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.gutenberg.org/cache/epub/42234/pg42234.epub' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/epub-icon.png' style='height:50px; margin: 0 auto;'/></td></tr><tr><th>17</th><td>Gutenberg</td><td>The Tempest. German</td><td>Shakespeare, William, 1564-1616</td><td>Dutch</td><td>Unknown</td><td>public domain</td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='word-break:break-word;'><a href='http://www.gutenberg.org/cache/epub/7236/pg7236.html.utf8' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/text-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.gutenberg.org/cache/epub/7236/pg7236.epub' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/epub-icon.png' style='height:50px; margin: 0 auto;'/></td></tr><tr><th>18</th><td>Hathitrust</td><td>Shakespeare adaptations : The tempest, The mock tempest, and King Lear. / With an introduction and notes by Montague Summers.</td><td>Unknown</td><td>English</td><td>1922</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/mdp.39015013737823' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>19</th><td>Hathitrust</td><td>Shakespeare's comedy of the Tempest. Ed., with notes, by William J. Rolfe.</td><td>Unknown</td><td>English</td><td>1891</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/mdp.39015063755378' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>20</th><td>Hathitrust</td><td>Shakespeare's comedy of the Tempest. Ed., with notes, by William J. Rolfe.</td><td>Unknown</td><td>English</td><td>1891</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/nyp.33433074914130' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>21</th><td>Hathitrust</td><td>The sorrows of Satan; or, The strange experience of one Geoffrey Tempest, millionaire. A romance, by Marie Corelli.</td><td>Unknown</td><td>English</td><td>1896</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/mdp.39015013738334' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>22</th><td>Hathitrust</td><td>The sorrows of Satan; or, The strange experience of one Geoffrey Tempest, millionaire. A romance, by Marie Corelli.</td><td>Unknown</td><td>English</td><td>1896</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/uc1.b4104774' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>23</th><td>Hathitrust</td><td>The sorrows of Satan; or, The strange experience of one Geoffrey Tempest, millionaire. A romance, by Marie Corelli.</td><td>Unknown</td><td>English</td><td>1896</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/uc2.ark:/13960/t3708' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>24</th><td>Hathitrust</td><td>The tempest, with notes, introd. & glossary by Oliphant Smeaton, with 8 il. by walter Crane.</td><td>Unknown</td><td>English</td><td>1903</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/mdp.39015021268001' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>25</th><td>Hathitrust</td><td>The tempest / edited by A.C. Liddell ...</td><td>Unknown</td><td>English</td><td>1891</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/mdp.39015063755386' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>26</th><td>Hathitrust</td><td>The tempest. Ed. with notes by William J. Rolfe.</td><td>Unknown</td><td>English</td><td>1872</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/mdp.39015063755188' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>27</th><td>Hathitrust</td><td>The tempest. Ed. with notes by William J. Rolfe.</td><td>Unknown</td><td>English</td><td>1872</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/miun.abf3330.0001.00' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>28</th><td>Hathitrust</td><td>The tempest. Ed. by William J. Rolfe.</td><td>Unknown</td><td>English</td><td>1882</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/mdp.39015063755543' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>29</th><td>Hathitrust</td><td>The tempest / William Shakespeare ; edited by Morton Luce.</td><td>Unknown</td><td>English</td><td>1901</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/mdp.39015000566961' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>30</th><td>Hathitrust</td><td>The tempest / William Shakespeare ; edited by Morton Luce.</td><td>Unknown</td><td>English</td><td>1901</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/mdp.39015063755196' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>31</th><td>Hathitrust</td><td>The tempest / William Shakespeare ; with introduction ... by Rev. David Bain.</td><td>Unknown</td><td>English</td><td>1892</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/mdp.39015035946006' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>32</th><td>Hathitrust</td><td>The tempest.</td><td>Unknown</td><td>English</td><td>1921</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/mdp.39015020057975' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>33</th><td>Hathitrust</td><td>The tempest.</td><td>Unknown</td><td>English</td><td>1921</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/mdp.39015008724786' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>34</th><td>Hathitrust</td><td>The tempest, as a lyrical drama / By Morris Barnett ...</td><td>Unknown</td><td>English</td><td>1850</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/hvd.32044019022466' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>35</th><td>Hathitrust</td><td>Ritusanhara : id est Tempestatum cyclus, carmen Sanscritum / edidit, Latina interpretatione ... P. a Bohlen.</td><td>Unknown</td><td>Latin</td><td>1840</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/mdp.39015063691276' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>36</th><td>Hathitrust</td><td>Shakespeare and The tempest / by Francis Neilson.</td><td>Unknown</td><td>English</td><td>1956</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/mdp.39015007034666' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>37</th><td>Hathitrust</td><td>Shakespeare and The tempest / by Francis Neilson.</td><td>Unknown</td><td>English</td><td>1956</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/uc1.32106006269317' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>38</th><td>Hathitrust</td><td>Shakespeare's comedy of The tempest; with preface, glossary, &c., by Israel Gollancz...</td><td>Unknown</td><td>English</td><td>1894</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/mdp.39015067126147' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>39</th><td>Hathitrust</td><td>A disquisition on the scene, origin, date, etc., etc., of Shakespeare's Tempest. In a letter to Benjamin Heywood Bright, esq., from the Rev. Joseph Hunter, F. S. A.</td><td>Unknown</td><td>English</td><td>1839</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/uc1.b293620' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>40</th><td>Hathitrust</td><td>The tempest; or, The enchanted island. A comedy by John Dryden. 1670. The sea-voyage. A comedy by Beaumont and Fletcher. 1647. The goblins' tragi-comedy by Sir John Suckling. 1646., in ihrem verh\u00e4ltnis zu Shakspere's \"Tempest\" und den \u00fcbrigen quellen ...</td><td>Unknown</td><td>English</td><td>1899</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/mdp.39015024475637' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>41</th><td>Hathitrust</td><td>The tempest; or, The enchanted island. A comedy by John Dryden. 1670. The sea-voyage. A comedy by Beaumont and Fletcher. 1647. The goblins' tragi-comedy by Sir John Suckling. 1646., in ihrem verh\u00e4ltnis zu Shakspere's \"Tempest\" und den \u00fcbrigen quellen ...</td><td>Unknown</td><td>English</td><td>1899</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/uc1.b27275' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>42</th><td>Hathitrust</td><td>Shakespeare's The tempest, an allegorical interpretation,</td><td>Unknown</td><td>English</td><td>1933</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/mdp.39015012421494' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>43</th><td>Hathitrust</td><td>Shakespeare's Tempest : nach der Folio von 1623 mit den Varianten der andern Folios und einer Einleitung / herausgegeben von Albrecht Wagner.</td><td>Unknown</td><td>English</td><td>1900</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/mdp.39015031217543' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>44</th><td>Hathitrust</td><td>Shakespeare's Tempest : nach der Folio von 1623 mit den Varianten der andern Folios und einer Einleitung / herausgegeben von Albrecht Wagner.</td><td>Unknown</td><td>English</td><td>1900</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/njp.32101066125277' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>45</th><td>Hathitrust</td><td>Tempest over Mexico; a personal chronicle,</td><td>Unknown</td><td>English</td><td>1935</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/mdp.39015005391019' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>46</th><td>Hathitrust</td><td>Tempest over Mexico; a personal chronicle,</td><td>Unknown</td><td>English</td><td>1935</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/uc1.b3366343' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>47</th><td>Hathitrust</td><td>Al traves de la tempestad; novela.</td><td>Unknown</td><td>Spanish</td><td>1914</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/mdp.39015028322041' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>48</th><td>Hathitrust</td><td>Symphonische Dichtung: Shakespeares Sturm. Symphonic poem: Shakespeare's Tempest.</td><td>Unknown</td><td>Other</td><td>1907</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/mdp.39015007800959' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>49</th><td>Hathitrust</td><td>Istoria delle avventure accadute a quattro marinaj moscoviti, spinti da una tempesta presso l'isola deserta d'Ost-Spitzbergen, ove stettero dal 1743. fino al 1749. Del signor Le Roy ... Tradotta dal francose nell'italiano idioma coll' aggiunta di varie note in carattere corsivo.</td><td>Unknown</td><td>Italian</td><td>1773</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/mdp.39015078545376' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>50</th><td>Hathitrust</td><td>Henry IV (part I) Much ado about nothing, Hamlet, King Lear [and] The tempest; [five plays] edited with an introd. and notes by alan S. Downer.</td><td>Unknown</td><td>English</td><td>1955</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/mdp.39015011565374' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>51</th><td>Hathitrust</td><td>The tempest, ed. by Frederick S. Boas</td><td>Unknown</td><td>English</td><td>1910</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/mdp.39015005118214' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>52</th><td>Hathitrust</td><td>The tempest; ed. by F. J. Furnivall ... With introduction by F. W. Clarke ...</td><td>Unknown</td><td>English</td><td>1909</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/mdp.39015008553557' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>53</th><td>Hathitrust</td><td>The tempest; ed. by F. J. Furnivall ... With introduction by F. W. Clarke ...</td><td>Unknown</td><td>English</td><td>1909</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/nyp.33433075764559' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>54</th><td>Hathitrust</td><td>The tempest, ed. by Herbert E. Greene ...</td><td>Unknown</td><td>English</td><td>1922</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/mdp.39015019136574' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>55</th><td>Hathitrust</td><td>Select plays; The tempest ed. by William Aldis Wright.</td><td>Unknown</td><td>English</td><td>1876</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/mdp.39015017646145' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>56</th><td>Hathitrust</td><td>Select plays; The tempest ed. by William Aldis Wright...</td><td>Unknown</td><td>English</td><td>1880</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/mdp.39015001577330' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>57</th><td>Hathitrust</td><td>Select plays; The tempest ed. by William Aldis Wright...</td><td>Unknown</td><td>English</td><td>1880</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/mdp.39015008584206' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>58</th><td>Hathitrust</td><td>Sviluppo progressivo della legge delle tempeste e dei venti variabili coll' applicazione pratica alla navigazione, illustrato con carte ed incisioni; opera di Sir William Reid... Prima versione italiana con nuove addizioni fatte dall' autore.</td><td>Unknown</td><td>Italian</td><td>1853</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/mdp.39015064478822' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>59</th><td>Hathitrust</td><td>Report on the eruptions of the Soufri\u00e8re, in St. Vincent, in 1902, and on a visit to Montagne Pel\u00e9e in Martinique ... By Tempest Anderson ... and John S. Flett ...</td><td>Unknown</td><td>English</td><td>1908</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/mdp.39015086736314' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>60</th><td>Hathitrust</td><td>An essay on the play of The tempest, with remarks on the superstitions of the middle ages; some original observations on the character of Caliban; with various reflections on the writings and genius of Shakspere. Read before the Shakspere club, 6th September, 1839. By P. Macdonnell ...</td><td>Unknown</td><td>English</td><td>1840</td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/njp.32101068587425' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>61</th><td>Hathitrust</td><td>Tempest-tossed; a romance</td><td>Unknown</td><td>English</td><td></td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/mdp.39015063974078' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>62</th><td>Hathitrust</td><td>Tempest-tossed; a romance</td><td>Unknown</td><td>English</td><td></td><td>public domain</td><td style='word-break:break-word;'><a href='http://hdl.handle.net/2027/mdp.39015065444229' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td><td style='text-align:center'><img src='http://fchasen.com/cal/open-data/icons/none-icon.png' style='height:30px; margin: 10px auto;'/></td></tr><tr><th>63</th><td>OpenLibrary</td><td>The Tempest</td><td>None</td><td>Other</td><td>1887</td><td>Unknown</td><td style='word-break:break-word;'><a href='http://www.archive.org/download/tempest00florgoog/tempest00florgoog.pdf' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.archive.org/download/tempest00florgoog/tempest00florgoog_djvu.txt' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/text-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.archive.org/download/tempest00florgoog/tempest00florgoog.epub' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/epub-icon.png' style='height:50px; margin: 0 auto;'/></td></tr><tr><th>64</th><td>OpenLibrary</td><td>Shakespeare's Comedy of The Tempest</td><td>None</td><td>Other</td><td>1894</td><td>Unknown</td><td style='word-break:break-word;'><a href='http://www.archive.org/download/shakespearescom07gollgoog/shakespearescom07gollgoog.pdf' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.archive.org/download/shakespearescom07gollgoog/shakespearescom07gollgoog_djvu.txt' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/text-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.archive.org/download/shakespearescom07gollgoog/shakespearescom07gollgoog.epub' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/epub-icon.png' style='height:50px; margin: 0 auto;'/></td></tr><tr><th>65</th><td>OpenLibrary</td><td>The land beyond the tempest</td><td>Katherine Drayton Mayrant Simons</td><td>English</td><td>1960</td><td>Unknown</td><td style='word-break:break-word;'><a href='http://www.archive.org/download/landbeyondtempes00mayr/landbeyondtempes00mayr.pdf' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.archive.org/download/landbeyondtempes00mayr/landbeyondtempes00mayr_djvu.txt' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/text-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.archive.org/download/landbeyondtempes00mayr/landbeyondtempes00mayr.epub' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/epub-icon.png' style='height:50px; margin: 0 auto;'/></td></tr><tr><th>66</th><td>OpenLibrary</td><td>Tempestad, calma, intriga y crisis.</td><td>None</td><td>Spanish</td><td>1920</td><td>Unknown</td><td style='word-break:break-word;'><a href='http://www.archive.org/download/tempestadcalmain00molauoft/tempestadcalmain00molauoft.pdf' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.archive.org/download/tempestadcalmain00molauoft/tempestadcalmain00molauoft_djvu.txt' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/text-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.archive.org/download/tempestadcalmain00molauoft/tempestadcalmain00molauoft.epub' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/epub-icon.png' style='height:50px; margin: 0 auto;'/></td></tr><tr><th>67</th><td>OpenLibrary</td><td>Sobre la tempestad seismica de las Antillas de 1867 a 1868: Con un mapa</td><td>Ar\u00edstides Rojas</td><td>Spanish</td><td>1868</td><td>Unknown</td><td style='word-break:break-word;'><a href='http://www.archive.org/download/sobrelatempesta00rojagoog/sobrelatempesta00rojagoog.pdf' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.archive.org/download/sobrelatempesta00rojagoog/sobrelatempesta00rojagoog_djvu.txt' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/text-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.archive.org/download/sobrelatempesta00rojagoog/sobrelatempesta00rojagoog.epub' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/epub-icon.png' style='height:50px; margin: 0 auto;'/></td></tr><tr><th>68</th><td>OpenLibrary</td><td>A Twisted Skein, Or, Out of the Tempest.</td><td>None</td><td>English</td><td>1881</td><td>Unknown</td><td style='word-break:break-word;'><a href='http://www.archive.org/download/atwistedskeinor00gardgoog/atwistedskeinor00gardgoog.pdf' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.archive.org/download/atwistedskeinor00gardgoog/atwistedskeinor00gardgoog_djvu.txt' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/text-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.archive.org/download/atwistedskeinor00gardgoog/atwistedskeinor00gardgoog.epub' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/epub-icon.png' style='height:50px; margin: 0 auto;'/></td></tr><tr><th>69</th><td>OpenLibrary</td><td>Shakespeare's 'Tempest' as originally produced at court</td><td>None</td><td>English</td><td>1920</td><td>Unknown</td><td style='word-break:break-word;'><a href='http://www.archive.org/download/cu31924013142363/cu31924013142363.pdf' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.archive.org/download/cu31924013142363/cu31924013142363_djvu.txt' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/text-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.archive.org/download/cu31924013142363/cu31924013142363.epub' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/epub-icon.png' style='height:50px; margin: 0 auto;'/></td></tr><tr><th>70</th><td>OpenLibrary</td><td>The tempest</td><td>None</td><td>Other</td><td>1987</td><td>Unknown</td><td style='word-break:break-word;'><a href='http://www.archive.org/download/tempestshakespeare00shak/tempestshakespeare00shak.pdf' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.archive.org/download/tempestshakespeare00shak/tempestshakespeare00shak_djvu.txt' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/text-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.archive.org/download/tempestshakespeare00shak/tempestshakespeare00shak.epub' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/epub-icon.png' style='height:50px; margin: 0 auto;'/></td></tr><tr><th>71</th><td>OpenLibrary</td><td>Shakespeare's Comedy, the Tempest</td><td>None</td><td>English</td><td>1904</td><td>Unknown</td><td style='word-break:break-word;'><a href='http://www.archive.org/download/shakespearescomeshak/shakespearescomeshak.pdf' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.archive.org/download/shakespearescomeshak/shakespearescomeshak_djvu.txt' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/text-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.archive.org/download/shakespearescomeshak/shakespearescomeshak.epub' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/epub-icon.png' style='height:50px; margin: 0 auto;'/></td></tr><tr><th>72</th><td>OpenLibrary</td><td>Waking the tempests</td><td>None</td><td>English</td><td>1996</td><td>Unknown</td><td style='word-break:break-word;'><a href='http://www.archive.org/download/wakingtempestsor00rand/wakingtempestsor00rand.pdf' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.archive.org/download/wakingtempestsor00rand/wakingtempestsor00rand_djvu.txt' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/text-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.archive.org/download/wakingtempestsor00rand/wakingtempestsor00rand.epub' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/epub-icon.png' style='height:50px; margin: 0 auto;'/></td></tr><tr><th>73</th><td>OpenLibrary</td><td>The tempest</td><td>None</td><td>English</td><td>1882</td><td>Unknown</td><td style='word-break:break-word;'><a href='http://www.archive.org/download/tempest01vale/tempest01vale.pdf' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.archive.org/download/tempest01vale/tempest01vale_djvu.txt' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/text-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.archive.org/download/tempest01vale/tempest01vale.epub' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/epub-icon.png' style='height:50px; margin: 0 auto;'/></td></tr><tr><th>74</th><td>OpenLibrary</td><td>Tempest</td><td>None</td><td>English</td><td>1991</td><td>Unknown</td><td style='word-break:break-word;'><a href='http://www.archive.org/download/tempest00hart/tempest00hart.pdf' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.archive.org/download/tempest00hart/tempest00hart_djvu.txt' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/text-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.archive.org/download/tempest00hart/tempest00hart.epub' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/epub-icon.png' style='height:50px; margin: 0 auto;'/></td></tr><tr><th>75</th><td>OpenLibrary</td><td>Bertrucii Bononiensis, medici sua tempestate famigeratissimi Compendium sive (ut vulgo inscribitur) Collectorium artis medicae</td><td>None</td><td>Latin</td><td>1537</td><td>Unknown</td><td style='word-break:break-word;'><a href='http://www.archive.org/download/bertruciibononie00bert/bertruciibononie00bert.pdf' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.archive.org/download/bertruciibononie00bert/bertruciibononie00bert_djvu.txt' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/text-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.archive.org/download/bertruciibononie00bert/bertruciibononie00bert.epub' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/epub-icon.png' style='height:50px; margin: 0 auto;'/></td></tr><tr><th>76</th><td>OpenLibrary</td><td>The comedy of The tempest</td><td>None</td><td>English</td><td>1909</td><td>Unknown</td><td style='word-break:break-word;'><a href='http://www.archive.org/download/comedyoftempest00shak/comedyoftempest00shak.pdf' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.archive.org/download/comedyoftempest00shak/comedyoftempest00shak_djvu.txt' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/text-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.archive.org/download/comedyoftempest00shak/comedyoftempest00shak.epub' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/epub-icon.png' style='height:50px; margin: 0 auto;'/></td></tr><tr><th>77</th><td>OpenLibrary</td><td>Comedy of the tempest.</td><td>None</td><td>Other</td><td>1904</td><td>Unknown</td><td style='word-break:break-word;'><a href='http://www.archive.org/download/comedyoftempeste00shakuoft/comedyoftempeste00shakuoft.pdf' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.archive.org/download/comedyoftempeste00shakuoft/comedyoftempeste00shakuoft_djvu.txt' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/text-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.archive.org/download/comedyoftempeste00shakuoft/comedyoftempeste00shakuoft.epub' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/epub-icon.png' style='height:50px; margin: 0 auto;'/></td></tr><tr><th>78</th><td>OpenLibrary</td><td>Tempest of Tombstone</td><td>None</td><td>Other</td><td>January 1982</td><td>Unknown</td><td style='word-break:break-word;'><a href='http://www.archive.org/download/tempestoftombsto00will/tempestoftombsto00will.pdf' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/pdf-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.archive.org/download/tempestoftombsto00will/tempestoftombsto00will_djvu.txt' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/text-icon.png' style='height:50px; margin: 0 auto;'/></td><td style='word-break:break-word;'><a href='http://www.archive.org/download/tempestoftombsto00will/tempestoftombsto00will.epub' target='_blank' style='word-break:break-word;'><img src='http://fchasen.com/cal/open-data/icons/epub-icon.png' style='height:50px; margin: 0 auto;'/></td></tr></tbody></table>",
       "output_type": "display_data",
       "text": "<IPython.core.display.HTML at 0x3410f50>"
      }
     ],
     "prompt_number": 33
    },
    {
     "cell_type": "heading",
     "level": 3,
     "metadata": {},
     "source": "APPENDIX"
    },
    {
     "cell_type": "heading",
     "level": 4,
     "metadata": {},
     "source": "Hathitrust results"
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "if on == \"title\":\n    h = \"Title\"\n        \nif on == \"author\":\n    h = \"Imprint\"#Fetching books only from hathitrust\n\n\nquery = \"\".join([\"select Title as title, 'Unknown' as subtitle, 'Unknown' as author,\",\n\"lang as language, PubDate as pubdate, Access as rights, concat('http://hdl.handle.net/2027/',VolumeID) as link,\",\n\"'pdf' as format from ht_books where \"+h+\" like '%\" ,\nqueryterm,\n\"%'\"])\nquery\ncursor.execute(query)\nhtres = list(cursor.fetchall())\ndfht= pd.DataFrame(htres , columns=['title','subtitle','author','language','pubdate','rights','link','format'])",
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 34
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "#dislaying results from hathitrust\ndisplay(HTML(dfht.to_html()))",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>title</th>\n      <th>subtitle</th>\n      <th>author</th>\n      <th>language</th>\n      <th>pubdate</th>\n      <th>rights</th>\n      <th>link</th>\n      <th>format</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0  </th>\n      <td> Teaching clever children, 7-11 [by] N. R. Temp...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1974</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015012136621</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>1  </th>\n      <td>           La tempestad / por Sebasti\u00e1n Juan Arb\u00f3.</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> spa</td>\n      <td> 1975</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015028312802</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>2  </th>\n      <td>           La tempestad / por Sebasti\u00e1n Juan Arb\u00f3.</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> spa</td>\n      <td> 1975</td>\n      <td>  deny</td>\n      <td>         http://hdl.handle.net/2027/uc1.b3771190</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>3  </th>\n      <td> The Tempest; a monthly review of national affa...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1969</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015012271717</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>4  </th>\n      <td> The Tempest; a monthly review of national affa...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1989</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015051429390</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>5  </th>\n      <td> The Tempest; a monthly review of national affa...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1970</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015012275387</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>6  </th>\n      <td> Tempestuous journey; Lloyd George, his life an...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1955</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/inu.32000009828247</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>7  </th>\n      <td> International energy markets / edited by Paul ...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1983</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015058367239</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>8  </th>\n      <td> Shakespeare adaptations : The tempest, The moc...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1922</td>\n      <td> allow</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015013737823</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>9  </th>\n      <td> Raffaello e Michelangelo : [mostra] Firenze, C...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> ita</td>\n      <td> 1984</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015017060503</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>10 </th>\n      <td> The gap in Shakespeare : the motif of division...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1981</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015000632052</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>11 </th>\n      <td> The gap in Shakespeare : the motif of division...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1981</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015001983868</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>12 </th>\n      <td> International energy options : an agenda for t...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1981</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015001698862</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>13 </th>\n      <td> International energy options : an agenda for t...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1981</td>\n      <td>  deny</td>\n      <td>         http://hdl.handle.net/2027/uc1.b4410248</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>14 </th>\n      <td> Shakespeare's comedy of the Tempest. Ed., with...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1891</td>\n      <td> allow</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015063755378</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>15 </th>\n      <td> Shakespeare's comedy of the Tempest. Ed., with...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1891</td>\n      <td> allow</td>\n      <td>   http://hdl.handle.net/2027/nyp.33433074914130</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>16 </th>\n      <td> Tempestad al amanecer : (la epopeya de Madrid)...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> spa</td>\n      <td> 1977</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015026637739</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>17 </th>\n      <td>             A Stratford tempest / Martin Knelman.</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1982</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015011283291</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>18 </th>\n      <td>             A Stratford tempest / Martin Knelman.</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1982</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015054505865</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>19 </th>\n      <td> Anthology of Bulgarian poetry / translated by ...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1980</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015011530170</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>20 </th>\n      <td> The sorrows of Satan; or, The strange experien...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1896</td>\n      <td> allow</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015013738334</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>21 </th>\n      <td> The sorrows of Satan; or, The strange experien...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1896</td>\n      <td> allow</td>\n      <td>         http://hdl.handle.net/2027/uc1.b4104774</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>22 </th>\n      <td> The sorrows of Satan; or, The strange experien...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1896</td>\n      <td> allow</td>\n      <td> http://hdl.handle.net/2027/uc2.ark:/13960/t3708</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>23 </th>\n      <td> The tempest, ed. by A. R. Weekes and A. S. Col...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1927</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015057102991</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>24 </th>\n      <td> The tempest, with notes, introd. &amp; glossary by...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1903</td>\n      <td> allow</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015021268001</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>25 </th>\n      <td>          The tempest / edited by A.C. Liddell ...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1891</td>\n      <td> allow</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015063755386</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>26 </th>\n      <td>  The tempest. Ed. with notes by William J. Rolfe.</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1872</td>\n      <td> allow</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015063755188</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>27 </th>\n      <td>  The tempest. Ed. with notes by William J. Rolfe.</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1872</td>\n      <td> allow</td>\n      <td> http://hdl.handle.net/2027/miun.abf3330.0001.00</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>28 </th>\n      <td>             The tempest. Ed. by William J. Rolfe.</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1882</td>\n      <td> allow</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015063755543</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>29 </th>\n      <td> Infrasound and low frequency vibration / edite...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1976</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015002066275</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>30 </th>\n      <td> Selected poetry and prose / Hristo Smirenensky...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1980</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015049780664</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>31 </th>\n      <td> Our tempestuous day : a history of regency Eng...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1986</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015014451549</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>32 </th>\n      <td> Environmental regulation of microbial metaboli...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1985</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/uc1.31822001958057</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>33 </th>\n      <td>              Traditions for Giorgione's Tempesta.</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1987</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015017039887</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>34 </th>\n      <td> The secret language of snow / by Terry Tempest...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1984</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015013235794</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>35 </th>\n      <td> Giorgione's Tempesta with comments on Giorgion...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1969</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/uc1.32106015585778</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>36 </th>\n      <td> Tempest and sunshine / Mary Jane Holmes; and, ...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1968</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015008310982</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>37 </th>\n      <td>                                     Tempest-tost.</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1951</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015005908432</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>38 </th>\n      <td> For the well-being of all : implementation of ...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1985</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015055380607</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>39 </th>\n      <td> Horizons : selected poems / David Kugult\u00ednov ;...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1977</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015024302740</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>40 </th>\n      <td> Prospero's island : the secret alchemy at the ...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1984</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015013434876</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>41 </th>\n      <td> Cavalier Pietro Tempesta and his time [by] Mar...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1970</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015017058689</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>42 </th>\n      <td>        The Noise handbook / edited by W. Tempest.</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1985</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015011263962</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>43 </th>\n      <td> Il poeta nella tempesta, Antonio Machado / Vir...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> ita</td>\n      <td> 1985</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015050632507</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>44 </th>\n      <td> Cuban foreign policy : Caribbean tempest / Pam...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1986</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015066079487</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>45 </th>\n      <td> Peace is where the tempests blow; translated f...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1937</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015019958159</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>46 </th>\n      <td> Peace is where the tempests blow; translated f...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1937</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015066527683</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>47 </th>\n      <td> Peace is where the tempests blow; translated f...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1937</td>\n      <td>  deny</td>\n      <td>         http://hdl.handle.net/2027/uc1.b4411113</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>48 </th>\n      <td>                  Euroclydon : a tempestuous wind.</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1986</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015050611501</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>49 </th>\n      <td>                  Euroclydon : a tempestuous wind.</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1986</td>\n      <td>  deny</td>\n      <td>         http://hdl.handle.net/2027/uc1.b4253546</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>50 </th>\n      <td>              Diana Tempest, by Mary Cholmondeley.</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1921</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015010213794</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>51 </th>\n      <td> Shakespeare's defense of poetry : A midsummer ...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1985</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015010910068</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>52 </th>\n      <td> Giornali nella tempesta : indagine sulla liber...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> ita</td>\n      <td> 1975</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015033602288</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>53 </th>\n      <td>    Arte dell'Italia fascista / Fernando Tempesti.</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> ita</td>\n      <td> 1976</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015016858923</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>54 </th>\n      <td> Selected poems / Ivan Vazov ; translated from ...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1976</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015011534594</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>55 </th>\n      <td> Selected poems / Ivan Vazov ; translated from ...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1976</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015029510867</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>56 </th>\n      <td> Selected poems / Ivan Vazov ; translated from ...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1976</td>\n      <td>  deny</td>\n      <td>         http://hdl.handle.net/2027/uc1.b3467339</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>57 </th>\n      <td> La \"Tempesta\" interpretata : Giorgione, i comm...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> ita</td>\n      <td> 1978</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015017039788</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>58 </th>\n      <td>            The tempest / edited by Stephen Orgel.</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1987</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015058011217</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>59 </th>\n      <td> A tempest : based on Shakespeare's The tempest...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1986</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015013102192</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>60 </th>\n      <td>                    La Tempesta / Alberto Moravia.</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> ita</td>\n      <td> 1985</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015050655268</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>61 </th>\n      <td> Dramatic music / Matthew Locke ; with the musi...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1986</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/uc1.32106020043565</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>62 </th>\n      <td> Arteries of the skin / Michel Salmon ; editors...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1988</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015013220564</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>63 </th>\n      <td> The tempest / William Shakespeare ; edited by ...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1901</td>\n      <td> allow</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015000566961</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>64 </th>\n      <td> The tempest / William Shakespeare ; edited by ...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1901</td>\n      <td> allow</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015063755196</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>65 </th>\n      <td> The tempest / William Shakespeare ; with intro...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1892</td>\n      <td> allow</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015035946006</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>66 </th>\n      <td>                                      The tempest.</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1921</td>\n      <td> allow</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015020057975</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>67 </th>\n      <td>                                      The tempest.</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1921</td>\n      <td> allow</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015008724786</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>68 </th>\n      <td>               The tempest. Edited by David Horne.</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1955</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015010437328</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>69 </th>\n      <td>               The tempest. Edited by David Horne.</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1955</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015061295971</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>70 </th>\n      <td>               The tempest / edited by F. Kermode.</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1954</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/inu.32000000322489</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>71 </th>\n      <td>             The tempest. Edited by Frank Kermode.</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1958</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015020069772</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>72 </th>\n      <td>          The tempest / edited by J.R. Sutherland.</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1939</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015001430928</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>73 </th>\n      <td> The Tempest: a concordance to the text of the ...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1969</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015046443803</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>74 </th>\n      <td> The Tempest: a concordance to the text of the ...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1969</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015038908425</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>75 </th>\n      <td> Sachgehalt und Wahrheitsgehalt in Shakespeares...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> ger</td>\n      <td> 1973</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015024475645</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>76 </th>\n      <td> The tempest, as a lyrical drama / By Morris Ba...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1850</td>\n      <td> allow</td>\n      <td>   http://hdl.handle.net/2027/hvd.32044019022466</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>77 </th>\n      <td> Dividing worlds : Shakespeare's The tempest an...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1965</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015005537926</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>78 </th>\n      <td> Two concepts of allegory; a study of Shakespea...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1967</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015000592439</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>79 </th>\n      <td> After The tempest: The tempest; or, The enchan...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1969</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015005611663</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>80 </th>\n      <td> After The tempest: The tempest; or, The enchan...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1969</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015011525345</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>81 </th>\n      <td> After The tempest: The tempest; or, The enchan...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1969</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/coo.31924013144872</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>82 </th>\n      <td>  The Shakespearian tempest / by G. Wilson Knight.</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1932</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015002157504</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>83 </th>\n      <td>  The Shakespearian tempest / by G. Wilson Knight.</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1932</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015001983959</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>84 </th>\n      <td> Time, tide, and tempest; a study of Shakespear...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1973</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015046443951</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>85 </th>\n      <td> Time, tide, and tempest; a study of Shakespear...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1973</td>\n      <td>  deny</td>\n      <td>         http://hdl.handle.net/2027/uc1.b4938005</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>86 </th>\n      <td> Ritusanhara : id est Tempestatum cyclus, carme...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> lat</td>\n      <td> 1840</td>\n      <td> allow</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015063691276</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>87 </th>\n      <td> Shakespeare and The tempest / by Francis Neilson.</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1956</td>\n      <td> allow</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015007034666</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>88 </th>\n      <td> Shakespeare and The tempest / by Francis Neilson.</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1956</td>\n      <td> allow</td>\n      <td>   http://hdl.handle.net/2027/uc1.32106006269317</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>89 </th>\n      <td> The Shakespearian tempest : with a chart of Sh...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1953</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015002142506</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>90 </th>\n      <td> The Shakespearian tempest : with a chart of Sh...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1953</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015003894766</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>91 </th>\n      <td> The Shakespearian tempest : with a chart of Sh...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1953</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015002256850</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>92 </th>\n      <td> Jakob Ayrers \"Sidea\", Shakespeares \"Tempest\" u...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> ger</td>\n      <td> 1929</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015003502781</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>93 </th>\n      <td> La voce nella tempesta : da Cime tempestose di...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> ita</td>\n      <td> 1974</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015011877449</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>94 </th>\n      <td> La voce nella tempesta : da Cime tempestose di...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> ita</td>\n      <td> 1974</td>\n      <td>  deny</td>\n      <td>         http://hdl.handle.net/2027/uc1.b3164092</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>95 </th>\n      <td> Pinocchio. Preceduto da Chi era il Collodi. co...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> ita</td>\n      <td> 1972</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015011290973</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>96 </th>\n      <td> Against tide and tempest : the story of Rumani...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> |||</td>\n      <td>     </td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015009376768</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>97 </th>\n      <td> Hot noon [by] Yordan Radichkov. [Transl. by Pe...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1972</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015014765633</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>98 </th>\n      <td> The tempest within; an account of East Pakista...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1971</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015034593106</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>99 </th>\n      <td> Tempest and shipwreck in Dutch and Flemish art...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1989</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015017081970</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>100</th>\n      <td> Tempest and shipwreck in Dutch and Flemish art...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1989</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015017081988</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>101</th>\n      <td> Shakespeare's comedy of The tempest; with pref...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1894</td>\n      <td> allow</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015067126147</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>102</th>\n      <td>                                      The tempest.</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1964</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015000519606</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>103</th>\n      <td> Shakespeare's Tempest : a public lecture deliv...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1936</td>\n      <td>  deny</td>\n      <td> http://hdl.handle.net/2027/miun.afv5782.0001.00</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>104</th>\n      <td> A disquisition on the scene, origin, date, etc...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1839</td>\n      <td> allow</td>\n      <td>          http://hdl.handle.net/2027/uc1.b293620</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>105</th>\n      <td> The tempest; or, The enchanted island. A comed...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1899</td>\n      <td> allow</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015024475637</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>106</th>\n      <td> The tempest; or, The enchanted island. A comed...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1899</td>\n      <td> allow</td>\n      <td>           http://hdl.handle.net/2027/uc1.b27275</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>107</th>\n      <td> Three burlesque plays of Thomas Duffett: The E...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1972</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015017682546</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>108</th>\n      <td> Shakespeare's The tempest, an allegorical inte...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1933</td>\n      <td> allow</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015012421494</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>109</th>\n      <td> Through the box-office window : memories of fi...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1932</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015054483972</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>110</th>\n      <td> Marie Tempest [by] Hector Bolitho; with 24 ill...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td>     </td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015031220224</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>111</th>\n      <td> Shakespeare's Tempest : nach der Folio von 162...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1900</td>\n      <td> allow</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015031217543</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>112</th>\n      <td> Shakespeare's Tempest : nach der Folio von 162...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1900</td>\n      <td> allow</td>\n      <td>   http://hdl.handle.net/2027/njp.32101066125277</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>113</th>\n      <td>                             Cloth of the tempest.</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1948</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015010249483</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>114</th>\n      <td>                             Cloth of the tempest.</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1948</td>\n      <td>  deny</td>\n      <td>         http://hdl.handle.net/2027/uc1.b4100920</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>115</th>\n      <td> The rhythm of English prose : a manual for stu...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1930</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015008303565</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>116</th>\n      <td> The rhythm of English prose : a manual for stu...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1930</td>\n      <td>  deny</td>\n      <td>          http://hdl.handle.net/2027/uc1.b258245</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>117</th>\n      <td>        Tempest over Mexico; a personal chronicle,</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1935</td>\n      <td> allow</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015005391019</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>118</th>\n      <td>        Tempest over Mexico; a personal chronicle,</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1935</td>\n      <td> allow</td>\n      <td>         http://hdl.handle.net/2027/uc1.b3366343</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>119</th>\n      <td>                Al traves de la tempestad; novela.</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> spa</td>\n      <td> 1914</td>\n      <td> allow</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015028322041</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>120</th>\n      <td> Selected poems / Dimiter Metodiev ; translated...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1983</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015050948531</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>121</th>\n      <td>       Tempest : for marimba solo / by Todd Ukena.</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td>    </td>\n      <td> 1988</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015015020517</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>122</th>\n      <td> Symphonische Dichtung: Shakespeares Sturm. Sym...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td>    </td>\n      <td> 1907</td>\n      <td> allow</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015007800959</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>123</th>\n      <td> Overture to The tempest (Shakespeare) David Di...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td>    </td>\n      <td> 1950</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015007806121</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>124</th>\n      <td> Aus der Musik zu Shakespeares Der Strum, The t...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td>    </td>\n      <td> 1929</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015009610729</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>125</th>\n      <td>                            A tempestade; romance.</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1940</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015030389764</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>126</th>\n      <td> The tempest : incidental music : for strings a...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td>    </td>\n      <td> 1977</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015018083207</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>127</th>\n      <td>                    Anna: the tempest and the sea.</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1969</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015059642101</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>128</th>\n      <td>                    Anna: the tempest and the sea.</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1969</td>\n      <td>  deny</td>\n      <td>         http://hdl.handle.net/2027/uc1.$b575191</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>129</th>\n      <td>   Land of tempest; travels in Patagonia, 1958-62.</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1963</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015019146771</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>130</th>\n      <td> Istoria delle avventure accadute a quattro mar...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> ita</td>\n      <td> 1773</td>\n      <td> allow</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015078545376</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>131</th>\n      <td> The rhythm of English prose, a manual for stud...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1962</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015008257407</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>132</th>\n      <td> Henry IV (part I) Much ado about nothing, Haml...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1955</td>\n      <td> allow</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015011565374</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>133</th>\n      <td>             The tempest, ed. by Frederick S. Boas</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1910</td>\n      <td> allow</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015005118214</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>134</th>\n      <td> The tempest; ed. by F. J. Furnivall ... With i...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1909</td>\n      <td> allow</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015008553557</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>135</th>\n      <td> The tempest; ed. by F. J. Furnivall ... With i...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1909</td>\n      <td> allow</td>\n      <td>   http://hdl.handle.net/2027/nyp.33433075764559</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>136</th>\n      <td>         The tempest, ed. by Herbert E. Greene ...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1922</td>\n      <td> allow</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015019136574</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>137</th>\n      <td> Select plays; The tempest ed. by William Aldis...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1876</td>\n      <td> allow</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015017646145</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>138</th>\n      <td> Select plays; The tempest ed. by William Aldis...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1876</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015031217535</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>139</th>\n      <td> Select plays; The tempest ed. by William Aldis...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1880</td>\n      <td> allow</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015001577330</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>140</th>\n      <td> Select plays; The tempest ed. by William Aldis...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1880</td>\n      <td> allow</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015008584206</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>141</th>\n      <td> The tempest; a performing script from Shakespe...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1974</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015032127717</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>142</th>\n      <td> Sviluppo progressivo della legge delle tempest...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> ita</td>\n      <td> 1853</td>\n      <td> allow</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015064478822</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>143</th>\n      <td> Report on the eruptions of the Soufri\u00e8re, in S...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1908</td>\n      <td> allow</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015086736314</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>144</th>\n      <td> Tempest : a screenplay / by Paul Mazursky &amp; Le...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1982</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015001721599</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>145</th>\n      <td> Lamentable newes, shewing the wonderfull deliu...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1936</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015029502211</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>146</th>\n      <td> An essay on the play of The tempest, with rema...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1840</td>\n      <td> allow</td>\n      <td>   http://hdl.handle.net/2027/njp.32101068587425</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>147</th>\n      <td> Poems [by] Nikola Yonkov Vaptsarov. Translated...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1952</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015017980858</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>148</th>\n      <td>      La Madonna de la Tempestad / Alvaro Bermejo.</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> spa</td>\n      <td> 1989</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015018475577</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>149</th>\n      <td> Supernatural intervention in The Tempest and S...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1980</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015035044273</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>150</th>\n      <td> Energy economics in Britain / edited by Paul T...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1983</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015001757171</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>151</th>\n      <td> Tempest, from Rigoletto. Transcribed for band ...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td>    </td>\n      <td> 1939</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015007827879</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>152</th>\n      <td> Writing natural history : dialogues with autho...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1989</td>\n      <td>  deny</td>\n      <td>         http://hdl.handle.net/2027/uc1.b4254852</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>153</th>\n      <td> Virgil and The tempest : the politics of imita...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1990</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015018471352</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>154</th>\n      <td>            The tempest. Edited by Edward J. Dent.</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1969</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015007844510</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>155</th>\n      <td>                         Tempest-tossed; a romance</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td>     </td>\n      <td> allow</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015063974078</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>156</th>\n      <td>                         Tempest-tossed; a romance</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td>     </td>\n      <td> allow</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015065444229</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>157</th>\n      <td> The poetics of imperialism : translation and c...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1991</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015050793895</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>158</th>\n      <td> Laici e clericali nel sistema partitico italia...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> ita</td>\n      <td> 1987</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015019608259</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>159</th>\n      <td> William Shakespeare, the final plays: Pericles...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1965</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015002246091</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>160</th>\n      <td> Concerto, in F major, F. VI, n. 12, for flute ...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td>    </td>\n      <td> 1971</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015019877896</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>161</th>\n      <td> No, non turbati : Szene und Arie f\u00fcr Sopran un...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> ita</td>\n      <td> 1949</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015007907309</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>162</th>\n      <td>                      The tempest / Willem Pijper.</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1948</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015022318961</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>163</th>\n      <td> Tempest in a teapot : the ceramic art of Peter...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1991</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015021833721</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>164</th>\n      <td> Through the tempest : theological voyages in a...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1991</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015021847002</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>165</th>\n      <td> Tempest, flute, and Oz : essays on the future ...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1991</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015021978104</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>166</th>\n      <td> Seconde consideration intempestive : de l'util...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> fre</td>\n      <td> 1988</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015022042231</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>167</th>\n      <td> Standing in the tempest : painters of the Hung...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1991</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015020805274</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>168</th>\n      <td> Selected poems / Nikola Vaptsarov ; translated...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1954</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015024932835</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>169</th>\n      <td> Prospero's books : a film of Shakespeare's The...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1991</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015024934633</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>170</th>\n      <td> Suffocating mothers : fantasies of maternal or...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1992</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015022287679</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>171</th>\n      <td> La 'Tempesta' interpretata dieci anni dopo / F...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> ita</td>\n      <td> 1991</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015028427725</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>172</th>\n      <td> Variaciones sobre una tempestad = Variations o...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1990</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015028445370</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>173</th>\n      <td> Giovanni Bellini : catalogo completo dei dipin...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> ita</td>\n      <td> 1992</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015029183517</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>174</th>\n      <td> Tempest of stars : selected poems / translated...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> fre</td>\n      <td> 1992</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015029223099</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>175</th>\n      <td>              Tempesta di marzo / Ferruccio Ulivi.</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> ita</td>\n      <td> 1993</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015029877753</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>176</th>\n      <td> ITI Conference 6 : language and our profit on'...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> eng</td>\n      <td> 1992</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015029952713</td>\n      <td> pdf</td>\n    </tr>\n    <tr>\n      <th>177</th>\n      <td> Metropolis : Milano nella tempesta italiana / ...</td>\n      <td> Unknown</td>\n      <td> Unknown</td>\n      <td> ita</td>\n      <td> 1993</td>\n      <td>  deny</td>\n      <td>   http://hdl.handle.net/2027/mdp.39015033097760</td>\n      <td> pdf</td>\n    </tr>\n  </tbody>\n</table>",
       "output_type": "display_data",
       "text": "<IPython.core.display.HTML at 0x64be0d0>"
      }
     ],
     "prompt_number": 183
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "dfht.pubdate.apply(returnnumber).value_counts().plot(kind=\"barh\", title = \"number of books published per year for the queries book\")",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 35,
       "text": "<matplotlib.axes.AxesSubplot at 0x3fefa50>"
      },
      {
       "output_type": "display_data",
       "png": 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qFAoFXFxc4OLigg0bNuDjjz9GdXU1MjMzodPpAAA6nQ5ZWVkAgC+++AJPPPEE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\nRK5CYII=\n"
      }
     ],
     "prompt_number": 35
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "dfht.language.apply(language)\nlbl = dfht.language.apply(language).value_counts().index\npie(dfht.language.apply(language).value_counts(), labels=lbl, autopct='%1.1f%%')\n",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 36,
       "text": "([<matplotlib.patches.Wedge at 0x487b410>,\n  <matplotlib.patches.Wedge at 0x487ba50>,\n  <matplotlib.patches.Wedge at 0x487bfd0>,\n  <matplotlib.patches.Wedge at 0x487d5d0>,\n  <matplotlib.patches.Wedge at 0x487db90>,\n  <matplotlib.patches.Wedge at 0x4882190>,\n  <matplotlib.patches.Wedge at 0x4882750>],\n [<matplotlib.text.Text at 0x487b8d0>,\n  <matplotlib.text.Text at 0x487bf10>,\n  <matplotlib.text.Text at 0x487d510>,\n  <matplotlib.text.Text at 0x487dad0>,\n  <matplotlib.text.Text at 0x487dfd0>,\n  <matplotlib.text.Text at 0x4882690>,\n  <matplotlib.text.Text at 0x4882c50>],\n [<matplotlib.text.Text at 0x487b9d0>,\n  <matplotlib.text.Text at 0x487bad0>,\n  <matplotlib.text.Text at 0x487d090>,\n  <matplotlib.text.Text at 0x487d650>,\n  <matplotlib.text.Text at 0x487dc10>,\n  <matplotlib.text.Text at 0x4882210>,\n  <matplotlib.text.Text at 0x48827d0>])"
      },
      {
       "output_type": "display_data",
       "png": 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1GN98Mz3Hx3711VdERkby2Wef3fS9GTNmkJCQwLhx40hNTeXBBx9kyZIlREZG\n0r17d44dO0ZISAhbtmyhV69enDx5kuLFi1OlShWGDh3KhAkT+Oqrr4iIiODzzz8nMTGR4OBgQDsR\nevLkSaZNm8aECRP466+/2Lx5M0lJSdSqVYv4+PhsR8+4fbdJtWrVUNWzepchuLUeyFII7IxGeeg2\nY+7uB8srCsTA9JUw/RL8V5Z5W1HIbtLhOsBUYGra2bWzwKyjR/nj1ClOLFlCakoKhmrVUFq00ML8\ngQe0M4a5YTRqLwa1a2fcZOOGXpS4OOJPniT+7Fn+iYnBK/Zv/K6YkcxWzKnXUNKG1XamM1XlahRT\ngihGMTrTGR98WMxinDg5yUmWsYzZzOYjPgLgXd7FBx/a0Y7P+Iy97MUff17kRdrS9uZ6U9O2Gzhx\nctl+mTh7HPGJ8SSQwBWukEgisVzH6pNEqreZVNmmjeBxObV+fbv2psZkkggMyBr6xYu7soT9jcFv\nNEJcnJFWrWrl6kd/41j2l19+mR07dmA0GgkJCeHw4cMsTTsZkJSUxJkzZ/Dy8qJ58+aEhIRkHNes\nWTPKlNGaBNWrV6dr166A1gWzefNmIPsToZIk0a1bN7y9vSlZsiSlS5cmPj6e8uVv/dvpEeFts51D\nG+vt9lfzCzpRUn+Bne2hBXeeTaEi2F5S4CL8uAJ+ioMBssw7ikLFOxxaDZgETEobEhEFzD51ilVn\nz3L0t99ISUnBULmyFuYNG0K9etoZwrxStqy2degAgBPIuLQkLg7eegtGjcJ55gzhkZFIsbGY4s+x\n9/pnuFKs2Fw2DBgoJgdTTi7LDHUG5VzlKE1pjBjpRz/+4i+a0YwxjGE8428d3LfhhRdl0/7dUjah\nr6BwxXGFuOtxxF2PI+FCQkZL/xTXsXhfJ9VHC/1UUnGktfTtDhVZBlW107lz7s6c1q1bl2XLlmV8\n/e2333LlyhWaNm1KSEgI33zzDZ07d85yzJYtW/D3989ym0+mF25ZljO+lmU54+TliBEjeP311+ne\nvftNJ0KNmd7F3emEp9uHt7+/P/7+xbl+PRbu+KclFF3tkKXasD0cpetdXtRVDlJeUCAeZq9QmRML\n/zHIjHcphNz5aADuB8YD451OMJuJA2afOcPKiAj+WbkSq82GoWJF1ObNUUJDoX59bcxffpFlrW++\nUSPgFidWZ83CabdzoUoVLpw7x/6YGHziTuCVkEhq8lV2qDuwY8eEP7/JvxOvxDGb2RmjZtJPrBrJ\no66izKUzov9eAAAgAElEQVQjUyrtX33q37zDTUOANAoKiUoiz/s+T6dOnXL12A8//DBjx47lhx9+\n4IUXXgDAYtF+cl27duW7777joYcewsvLi/DwcCpWzH0WJSUlZbSmM58IzWkPttuHN8D991fjyJEz\niPAWbkexL4R9odAKbdqOu1UGUoepkADzV6gsiIGnDAbec7molsMaygJvAW+5XJCczFVgTmQky6Oi\nOLhmDWabDblcOWjWDKVxYy3Mg3JS7A0uXYKPPoLTp7Wxf6oKffvCoEEZV5vSrh1MmABHjmjjBo1G\n7SzjF1/Ahx+SqthJvb8UvPUpzgoVYPRoLAkJnLLEw/0h/OIKwz8hCTnJgjPVSopiww8T9xnuo7xU\njgpKBcoqWks7vf89kMBsT6zmNRkZL7xwqA4qV66co2MNBgMNGjQAwOFwsGbNGqZMmUKpUqXw9/dn\nypQpPPnkk0RERNC4cWNUVaV06dL8/vvvSJKUpbvlxq8zO3ToEPv27QO0y+ufeuopihcvzsMPP5yx\ndNvtjr8Vtz9hCfDSS6P44YeyqOpbepciuDnZuxk0CEPpcQ9Dt66C93IJryiVngYDE10uauZRfUnA\nPOA3SWJfQABJNhty6dJIzZrhatwYGjSAtJNZd1frVW2rXl27Omb4cPjgA8jUD8vs2dpVL0OHwvXr\n2mDuZctgxQotxNu21bpbPv8cdu7UXggGDsz+Me12iIjQ9ouIgJgYfOOvYbxmRrFaSXVqwzCLyyUo\nK5WlAuUp7yqfZcx7KUphIO+GpOxjHysareDvsL9zdNzt5jRJj8a8mNtly5YtfPrpp6xateqe7yud\nR7S8H3nkYebP/4akJBHewu0pjgXwT01t0sHcDvktAY4hKo5EWLZcYUUkdDMYeN/los491hcEvAS8\npKqQnIwVWBgby9KVK9mzaRPXUlKQS5RAatpUC/OGDbWrbrKttYS2gda3fv/9cOVK1vAuWVIbnghg\nsWgtfYNBG9qRfo29LGst9WXLtJb87RiNUKuWtqVJSdsyxMdz6dQpLp07x+GoKAwXd2O6nIyUbMFu\nt2JXUwmQAiktZx0Wmd5yL0MZTDmYCvqEfILWD7W+6/2zExkZSdeuXWnZsiUHDhzgzz//ZNGiRSxZ\nsoTU1FR69erFhAkTiIyM5NFHH6Vt27bs3LmTChUqsGLFCnx9fTlz5gwvvPACly9fxmAwsGTJEiRJ\nwmw289RTT3H06FGaNGnCvHnz7qlWj2h5JyYmUqZMJez2y9x+LJgggGRoj1RnB8qTeXThRBJ4rZDw\nPqvS2WBgkst1qx7ZPJEKLAEWAzsDA7mSkoJUrBhykya4mjTRwrx06VsfHBcHo0ZpV9VkPkmqKDB6\n9L8Tm7z3nnaJpcUCkyZp48+HD9eGKQYEQNoIiXyVkqK13MPDtauBLsRiik/E67oZl81KisuKF96U\nlEtSTi5LBaUC5ZRyWfrei1McOW0Qw9tBb/PWL2/Rs2fPHJXh5eVF/fra/2bVqlX57LPPqFq1Krt2\n7aJ58+asX7+eZcuWMX36dBRFoWfPnvzvf/+jUqVK1KhRgwMHDtCgQQP69evH448/zjPPPEOLFi0Y\nO3YsPXv2xG63Z8x18sQTT3D8+HHKlStHmzZtmDp1Km3atMn1j9AjWt7BwcFUqVKHU6d2k3Z9nCBk\nS3UtRD1VES4B2eRcjgSB8zkVpxn+WO5iwxl4yCAz2aXQKA/uPjMf4Nm0jeRknMDvly+zaN06tu/Y\nwSW7Hclkyhrm5cppYfjee/DKKzePbpk/X+tW+eIL7RryN96AH3/UTpymt7KTk7VLLt9/H6ZN0y6z\n7NtXG/qYH3x9tf7++v++DGZZA0dRcF24QOypU8SeO8eBmBi8L4ZnzDdjt1tx4qSYVIzSchnOmc/S\nvn3Os8HPz4+wsLCMryMjIwkJCaF58+YArF+/nvXr1xMaqk1JbbFYOHPmDJUqVaJKlSoZ/eVNmjQh\nMjISs9lMbGxsxotI5tEjzZs3zzhR2ahRIyIjIwt/eAP06NGR06c3oSgivIU7KQ/Obsgb1qA8k4eX\nLQeA61mwWWHtCoUt4fCgrIV407x7lCy8gKfSNsxmFOAPu50FGzeydc8e4hwOVKNRGyDdsKHWXZJ5\nGkCAY8fgmWe0zytU0IYaRkdn6fZg7lx49lnYuFHrd7/dbFQFQZahUiVtS3PTYJOkJK6eOsXVTZu4\n/6wz48KXe3Xj8L+3336bYcOGZbktMjIyy7BAg8GQtupX9m7c/17nPfGYgdNdujxMQEDOL3sViih1\nDkqkChfy4b5NoPQH6xuwoZZCewkekmV25cND3UgGegALgVizGUdqKh2Tk6lz7RqV9u1DHjYMevTA\n6513YPly7YRipUrafLGgndyMjtZa6+liYuDyZS38U1P/Df7sZqNyF0FB0KwZxqAghuTTKjZdu3bl\n559/zhg2eOHCBRISEm65r6qqBAQEULFiRVas0JaSS01NxWbLnymtPabl3aZNG1JSwtAuSQjUuxzB\n7ZUAx9PI6xehDM6nSYNMoPYFawpsXa3Q+Rg0kmU+dinkz/T7N9sFbAIaACUtFkoC/YGVO3Zwcu9e\nrnl5oagqkq8v6qpVWnfFsGFZhyf+9BM8/7z2eceO8O67WhfKkCEF9CzujXHvXnq8+Waujr3VSJLM\nt3Xu3JkTJ05kLHkWGBjIvHnzbjmsL/3ruXPnMnz4cMaPH4/RaGTx4sW33T+3POKEZbpOnZ5g48ae\nwGC9SxE8ghWMQdDfBVUK4OHswB/gfxjqSTIfp81iqPciYnuAOcAGP7+MmRMN9erhatZMu5gnfeZE\nT3ThAsVGj+bqxYt5Ope3J/Co8F65ciXPPjuV5OTtepcieIyXkMtORxmuFFyK2oG1EHBIoiYSHysK\nndA/xNPl68yJBcxr1iyGBgfz3Zdf6l1KgfOo8HY4HJQqdT/Xr2+FPLtsQijc7Eg+Aah9HAX/K+NE\nC/GDElXTQvwR3CfE091y5sSaNVGaN8/7mRPzksuF6bnn2L1uXcZwv7s1efJkFi5ciMFgQJZlpk+f\nnjHCJC+0adOGHTt2ZPv9nKxWnx2PCm+AUaP+x3ffGXA47nAhgSBkGItU4hPUEQXY+s7MCWyAwP0S\nlVT4WFHpTs5LcQFN0SaJuPE6vS1ATyB9oa4+wDtAAtALuI42oVb6KOgngB/gllNHnUML8z+8vTnh\n45O3MyfmpX37qLVwISfTT8bepV27djFmzBi2bt2Kt7c3V69eJTU1lXKZT+Lms5ysVp8dj+skGj58\nMF5ec9D+IgThbkwCiw8c0+nhvYBHIXmcyvFWKs94SdSWJH4D7nIKLQC+BB4g+9BvD4Slbe+k3bYQ\n7YrOvcAXabetAhpz6+AG7QVgEhDmcJBiNhPldDL+1CmaLFiA33vvQffuGIYORZo5E/bt0y7L14Fp\nzRpeTT/RmgNxcXHcd999eKdNHl6iRAnKlStH5cqVefPNN2nQoAEtWrTgbNpVqatWraJly5Y0btyY\nzp07c+nSJUCbo2TIkCE89NBDVKtWja+//jrjMQLS1oW7ePEi7dq1IzQ0lPr162dpjb/zzjs0atSI\nVq1aZdxnTnhceNepU4cqVUKAtXqXIngMGTV1ItJ6KWdpmfdlQGdIHqsS/qDKYC+JGpLEYuBO42Fi\ngD+B58l+Vcdb3W5Em1UwBTCkPc6XwP9yUHYltJkT9zmdWJOTiXM6mXTmDC0XLcL0wQfw+OMYBg9G\n/v572L1bu8Anv8XHox48yHO5GCLYpUsXoqOjqVWrFi+//DLbtm0DtNEfwcHBHD58mFdeeYVRo0YB\n/64if/DgQfr168eUTGPfw8PDWb9+PXv37mXixIkZy6GljyRZsGABjzzyCGFhYfzzzz80bNgQ0C72\nadWqFYcOHaJdu3bMnDkzx8/D48IbYNSoIfj7z9C7DMGjvI5kD9DO1ulNBjpC0liVc+1VhnpLVJMk\n5pP9+8nX0BaFyO4PVgJ2Ag2Bx4Djabf/B1gBdAHGAd8CAwDfeyi/DNrMiTtdLizJyVxxOpkaGcmD\nS5cS8OGH0KsX8oAByF9/DTt2aCsZ5zHvVasYOGAAgYE5Hzbs7+/PgQMHmDFjBqVKlaJfv34ZU7P2\n798fgKeffppdu7SR+9HR0XTp0oUGDRowbdo0jh/XfrrZLZ6QWfPmzZk1axYTJ07kyJEjGS1yo9FI\nt27dgH+vzswpjwzvZ555Bi+vfcBhvUsRPIaEkjIN/pLcp8dNBjpA0tsq5x9WeckoU1mSuLFTcDXa\nVf6hZN/qbgxEA/8AI9D6tEGbCGs1sA9tjebVaP3hQ9Gu2tydB0+jBNqLy1ZFITk5metOJ19HR/PQ\n779T7JNPoE8f5GeewfDFF9pCk9eu3dsDpqZi+PNPxrz6aq7vQpZl2rdvz4QJE/jmm2+yLMSQLr31\nPGLECF599VUOHz7M9OnTs1x0c6fFE9q2bcv27dupUKECgwYNYu7cuQAZXTbpteTmakuPDG+TycTb\nb4/BZJqkdymCRxmGrJRA2u9m4z1koC0kvaVwobPKqz4ylST4EW3U4U5gJdpQ9f5oF+UMuOEuAvl3\nAaFH0S4jv3rDPh+g9YUvANqhjf2ekPfPJmPmxL9UlcTkZCxOJzNiY+m8ciXFp02Dfv2Q+/XDMG0a\nbNqkzYKYA9Kff9K6VSuqV6+eq/rCw8M5ffp0xtdhYWEZ84AvWrQo42Pr1toshfeyeEJUVBSlSpXi\n+eef57///W+WeVTulWcM5ryFl19+gcmTp6K9QcynyXOEQkdJ+QG2PKU1Vd1t9JsMtIak1gpJe2DM\nZpmxqQrvq3AGbdKqrcA04JcbDo1Ha51LaCcnVbLOiHsaiEUL7UNA+tRVBXGq0QT8F/hv2jS4qcCS\nS5dY/Mcf7Nq2jcspKUhBQciZp8Etk83S0DYbvgsX8un69bmux2w2M2LECBITE/Hy8qJGjRpMnz6d\n1atXc+3aNRo2bIivry8LFy4Ecrd4QvrtmzdvZtq0aXh7exMYGMgvv/yS5ft3up/b8bihgpl99NEU\nJk3ai9W6VO9SBA8i+1aENhdR2up59vIu7YegTTLeVoX3JInaqsrXaC3x9DXSh6P1ZX+P1hozAZ8B\nLTPdTT/gQ7Q1OBPQulWuo7XGexXIE8meE/gdWARsDwjIfuZEScIwfz7drl9nxeLFeV5HlSpVOHDg\nACVK5HYi+ILl0eFttVqpWLEm1679BuTdAHuhsNsAxi5aR20erg2crw5B0AYZg0XhHUniBVXNwVIF\nnkUB/kDr3tkaEECcwwE+PsiNGmE4dIij+/dTo0aNPH/cqlWrsn//fhHeBWX69BmMGfMrFstG3O/a\nNcFdyT7VoVkESicPaH1ndgSC1slIZoWxksRLqkru1kv3HArwF/CiJFGtQwfWbxKzi0IhCG+n00nV\nqvWJjp4M9Na7HMFj7AHvljASPDL9jkPgWhkpSeFNSWKEqhbquTZPAO38/TkeEUGpUqX0LscteORo\nk8y8vLxYsGAmfn4jgHscgiQUIS2QaYBhm4fOpvcAJI9WSOoPHwVJlAcmyBKJeteVD1RgjL8/YydM\nEMGdice3vNM9//wrzJ9vIyXlJ71LETzGMfCqB68AebMIi35OQ8CfMuo1hVGSxGhVzfX6y+5mHvBJ\nlSocOHkyy7jqoq7QhHdycjJVq9bj8uWfgE56lyN4CMnQGrneXly98mnBhoJ2DvxXy6hXFUbIMq8r\nCvfpXdM9uACE+vmxbseOjHUkBY3Hd5uk08ZQ/oDJNAxtNgdBuDPVtRDXMRdc1ruSPFIVLK8qWIfA\n1yUgBBgty8Tf8UD3owLPm0y8PHq0CO5bKDQt73RPPTWAVatKkpr6ud6lCB5Ckrsg19qEq18haX1n\nFgOmFTJqgsLzsszbikLBTXx6b36UJL6vWZPdR45kuZxc0BS68L5y5QrVqtXj+vXFQFu9yxE8wiXw\nLgtDVDwm2XLqAviukpHiFAYaDIxzuaiod023EQk08/Njy7591K1bV+9y3FKh6TZJV7JkSRYs+Ak/\nv6fRLggWhDspDc7eyBs8dOTJ3agAKS8o2F6EWWUUagBDZZnzetd1C05gkMnE6+PGieC+jULX8k43\nfvwHfPbZWiyWzbjfJBaC+0kCY3F4VoH7c3kXu4H0RV0ak/X69HSRaFPRK2jXsQ9CO0WzCG3S7YeB\n2mn7/gp0J3/GoSeAzwoJKUalr8HAey5Xxio8envTaORg06as3bYNg6cujFwACm14K4pC16692L69\nAqmp3+ldjuAR/otcYTbK87lYLu0SsBQYhvZ+dh5a8GYer5cC/AQ8hzb1nhUtwPekfawNzEcL9FNA\nHNryOPnpChhXSMhRKr0MBia6XOT9hed3bxkwplQp9h8/zn33efI4mfxX6LpN0smyzNKlv1Cq1EYk\naZbe5Qge4VvUBFlbxDGnLqMtLumF9ldVGe2ywMyOoE2AGZT2dfrkJAa0uV+daccqaIHeJhd15FRJ\nsA9RSRkFSyspNASeMsg3lV4QjgIv+PmxbM0aEdx3odCGN0CxYsVYv345JtP/gP16lyO4PV9U+wik\ntXL2qx5kpzRwHm2OVQcQDty4gMyVtO/PBmagrZwAUB+tpT0X7Rz7PrQlcQpywuZgcAxSsY2G5SEq\nTYBeBgNHC+jhE4DHTSa+mDGDJk2a5OjYmJgYevbsSc2aNalevTqjRo3C4XDwzz//sGbNmoz9JkyY\nwKeffprHleunUIc3aGte/vLLdEymPuCRo12FgjUFkrzhZA4Puw94EC2A56GNWrmx60UBLgLPAM8C\n29AC3QdtvbJhaKsChwN10OZ9XYy2gGVBCQLnAC3EV1Vx0RzobpDzdfU4O9DHZOLpF1/kmWefzdGx\nqqrSu3dvevfuTXh4OOHh4ZjNZsaNG0dYWBh//vlnxr65mTM7M0Vxr0nMCn14A/Tu3ZsxY57H378L\nN68vIgiZeaGmjkNal4vFikPRAngw2iKRN77zD0KbUNsbrcskhJvbE9vQVkw4kvb9XsCWHNaRF4LA\n9SzYXoc11RTaSNDVIOf5+1cX8KyfH6XatWNSpoV979amTZvw8/Nj4MCBgNZd+vnnnzNz5kzefPNN\nFi1aRGhoKIvT5v8+fvz4LVd7nzdvHi1atCA0NJQXXnghI6gDAgJ4/fXXadSoEbt358WicXmnSIQ3\nwMSJ7zBkSGdMpkeBZL3LEdzaOKQUkxagOZF+Ye91tP7u+jd8vzYQhfai4EBrUWeeZ+kK2q9mCFr/\nd3pD0ZHDOvJSACj/AesbsKGmQnsJHpblPFn7UgGe9/XlWmgo83//HVnOeRwdO3bspm6WwMBAqlSp\nwrvvvku/fv0ICwujb9++qKrKyZMnb1rt/cSJEyxevJidO3cSFhaGLMvMnz8f0NYMaNmyJYcOHcpY\nFs1deOwyaDklSRJffjmV5OSXWLy4O1brGii009kL90ZGSfkINoyEeqp2QvFuLEYbQWIAuqF1h6Q3\nVZuitcSroy15IwFNyBrem4COaZ/XQxsq+Dfw0D08lbxiArUfWFNgy2qFTsegsSzzkUvJ1XlVFRjp\n48Pp2rVZt349vr65W8/+dl0hNw6kkySJ7t27Z1ntPS4ujo0bN3LgwAGaNm0KgM1mo2zZsoC2qHCf\nPn1yVVt+KzLhDdp/3k8/fUty8kDWrOmD1boc7S9MEG40Atk5HuVgIjS7y0MG3+K2pjd83Tptu5Wn\nMn3uj7bwo7vxBfVJsDwO21crdD0C9SWZjxUlR6Max3l7s7NyZTZt2YK/v3+uy3nggQdYujTrMohJ\nSUlERUXh5XVzvGW32vvAgQP58MMPb9rf19f3nvvK80uR6TZJJ8syv/46i3bt/PDz+w/a+1NBuJmS\n8rXWGtaz28JdGYHeYHkbdjdU6C5LNJVl/uLOA3U+9PJiRYUKrPv7b4oVK3ZPZXTs2BGr1crcuXMB\ncLlcjBkzhsGDB1OmTBmSk2/fRSpJEh07dmTp0qUkJCQAcPXqVaKiou6proJQ5MIbtAUcli9fSLNm\nVnx9ByECXLi1Z5GVMkh73bPl5RaMQE8wj1U50FihlywRKsus5dYhPsVg4OdSpfhr5848G8v9+++/\ns2TJEmrWrEmtWrUwmUx8+OGHPPTQQxw/fjzLCctbtaLr1KnDpEmT6NKlCw0bNqRLly7ExcVlu7+7\nKLRXWN4Nq9XKI4/0Zv9+H2y2X/Gc1WiFgrMKjI/DaLQRJMLtOYENELhf4n4VPlZUuqV96y2jkdXl\nyrF+xw4qVKigZ5WFQpEObwC73U6/foNYvz4Gq3Ulnr+kipDXZJ/K0DIa5SH3Gufr1hS0EN8rUV6B\nel5eRNWowZpt2yhZsqTe1RUKRT68QRt8/9JLrzFv3hYslj/ArSfLFAreNvBuD68hBijlVCoYvjNQ\n7b772R/2D4GBhXmZ5IJVJPu8byTLMt9//wVjxz6DydSaf69bFgSAdshSbeTt4s8lRyxgWmiiT7c+\nHDl+UgR3HhO/jWkkSWLs2P/x88/T8PP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      }
     ],
     "prompt_number": 36
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": "Analyis of Hathitrust's non digitized data. This consists of volume of books before 1923\nhttps://ec2-54-225-70-191.compute-1.amazonaws.com:80/25162c63-57c0-4c4d-b809-5c6a8f55b11b"
    }
   ],
   "metadata": {}
  }
 ]
}