Litteraturbanken lbwork.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Litteraturbanken lbwork \n",
    "version 0.1\n",
    "\n",
    "* this [notebook](https://github.com/salgo60/open-data-examples/blob/master/Litteraturbanken%20lbwork.ipynb)\n",
    "* [Wikidata:WikiProject_Sweden/Swedish_Academy](https://www.wikidata.org/wiki/Wikidata:WikiProject_Sweden/Swedish_Academy)\n",
    "* [T238932 API Litteraturbanken]([https://phabricator.wikimedia.org/T238932)\n",
    "  * API [Author](https://litteraturbanken.se/api/get_authors)\n",
    "  * [url_list](https://litteraturbanken.se/api/url_list)\n",
    "  * [API List all 0-10 include](https://litteraturbanken.se/api/list_all/etext,faksimil,pdf?from=0&to=10&include=authors,forfattare,lbworkid,titlepath,title,librisid,mediatype,main_author.author_id)\n",
    "    * [List all 0-10](https://litteraturbanken.se/api/list_all/etext,faksimil,pdf?from=0&to=10)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "import urllib3, json\n",
    "import pandas as pd \n",
    "http = urllib3.PoolManager() \n",
    "pd.set_option(\"display.max.columns\", None) \n",
    " \n",
    "url = \"https://litteraturbanken.se/api/list_all/etext,faksimil,pdf?from=0&to=10000\"\n",
    "r = http.request('GET', url)\n",
    "data = json.loads(r.data)\n",
    "c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
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       "      <td>Borgå. Werner Söderström. 1890\\n\\n</td>\n",
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       "      <td>Adolf Bonnier, Stockholm 1854. \\n\\n</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>[{'authorid': 'StenbäckL', 'authorid_norm': 'S...</td>\n",
       "      <td>0d651055d518513882e71cccf3c25779</td>\n",
       "      <td>1.582821e+12</td>\n",
       "      <td>etext</td>\n",
       "      <td>2</td>\n",
       "      <td>164</td>\n",
       "      <td>cc-by-nc-sa</td>\n",
       "      <td>17.0</td>\n",
       "      <td>\\n   &lt;table&gt;\\n   &lt;tr&gt;&lt;td&gt;8&lt;/td&gt;&lt;td&gt;Som mig loc...</td>\n",
       "      <td>[{'size': 123049, 'type': 'epub', 'updated': '...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>2015-01-21</td>\n",
       "      <td>1850</td>\n",
       "      <td>swe</td>\n",
       "      <td>lb10307924</td>\n",
       "      <td>10307924</td>\n",
       "      <td>cc-by-nc-sa</td>\n",
       "      <td>{'authorid': 'StenbäckL', 'authorid_norm': 'St...</td>\n",
       "      <td>etext</td>\n",
       "      <td>False</td>\n",
       "      <td>168.0</td>\n",
       "      <td>[{'pageindex': 0, 'pagename': 'I'}, {'pageinde...</td>\n",
       "      <td>[{'endpagename': 'IV', 'has_epub': True, 'list...</td>\n",
       "      <td>1422.0</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>[{'library': 'GUB', 'signum': 'Litt. Sv.'}]</td>\n",
       "      <td>[Finska Litteratur-Sällskapets Tryckeri, Helsi...</td>\n",
       "      <td>True</td>\n",
       "      <td>Dikter I, II</td>\n",
       "      <td>True</td>\n",
       "      <td>{'date': '1850', 'plain': '1850'}</td>\n",
       "      <td>{'date': '1850', 'plain': '1850'}</td>\n",
       "      <td>Stenbäck, Lars|Dikter</td>\n",
       "      <td>Dikter</td>\n",
       "      <td>Finska Litteratur-Sällskapets Tryckeri, 1850.\\...</td>\n",
       "      <td>I</td>\n",
       "      <td>diktsamling</td>\n",
       "      <td>Dikter af Lars Stenbäck. I, II. Andra tillökta...</td>\n",
       "      <td>Dikter</td>\n",
       "      <td>Dikter</td>\n",
       "      <td>Dikter</td>\n",
       "      <td>Dikter</td>\n",
       "      <td>18802.0</td>\n",
       "      <td>2015-11-16</td>\n",
       "      <td>2017-10-07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[Finlandssvenskt]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>[{'authorid': 'AnderssonH', 'authorid_norm': '...</td>\n",
       "      <td>fa88dda020a8e223c2e85384ca64fd98</td>\n",
       "      <td>1.582821e+12</td>\n",
       "      <td>etext</td>\n",
       "      <td>2</td>\n",
       "      <td>151</td>\n",
       "      <td>lb-2-20120306</td>\n",
       "      <td>19.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[{'size': 507461, 'type': 'epub', 'updated': '...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>2018-10-25</td>\n",
       "      <td>2006</td>\n",
       "      <td>swe</td>\n",
       "      <td>lb10332355</td>\n",
       "      <td>10332355</td>\n",
       "      <td>lb-2-20120306</td>\n",
       "      <td>{'authorid': 'AnderssonH', 'authorid_norm': 'A...</td>\n",
       "      <td>etext</td>\n",
       "      <td>False</td>\n",
       "      <td>151.0</td>\n",
       "      <td>[{'pageindex': 0, 'pagename': '1'}, {'pageinde...</td>\n",
       "      <td>[{'endpagename': '6', 'has_epub': True, 'lists...</td>\n",
       "      <td>1279.0</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>[{'library': 'utgivare'}]</td>\n",
       "      <td>[Söderströms, Helsingfors, FI]</td>\n",
       "      <td>True</td>\n",
       "      <td>Emma Gloria och de Levande Varslarna</td>\n",
       "      <td>True</td>\n",
       "      <td>{'date': '2006', 'plain': '2006'}</td>\n",
       "      <td>{'date': '2006', 'plain': '2006'}</td>\n",
       "      <td>Andersson, Henrika|Emma Gloria 1</td>\n",
       "      <td>Emma Gloria 1</td>\n",
       "      <td>Söderströms. Helsingfors 2006. Andra upplagan....</td>\n",
       "      <td>3</td>\n",
       "      <td>roman</td>\n",
       "      <td>Emma Gloria och de Levande Varslarna</td>\n",
       "      <td>EmmaGloria1</td>\n",
       "      <td>EmmaGloria1</td>\n",
       "      <td>EmmaGloria1</td>\n",
       "      <td>EmmaGloria1</td>\n",
       "      <td>37086.0</td>\n",
       "      <td>2018-10-25</td>\n",
       "      <td>2018-10-25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[Barnlitteratur, Finlandssvenskt]</td>\n",
       "      <td>&lt;p&gt; ”Jag hör hur det droppar blod ur kranarna ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>[{'authorid': 'AnderssonH', 'authorid_norm': '...</td>\n",
       "      <td>a57ed29e66b522de9daa0446b2808651</td>\n",
       "      <td>1.582821e+12</td>\n",
       "      <td>etext</td>\n",
       "      <td>1</td>\n",
       "      <td>198</td>\n",
       "      <td>lb-2-20120306</td>\n",
       "      <td>19.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[{'size': 3416403, 'type': 'epub', 'updated': ...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>2018-10-25</td>\n",
       "      <td>2008</td>\n",
       "      <td>swe</td>\n",
       "      <td>lb11239490</td>\n",
       "      <td>11239490</td>\n",
       "      <td>lb-2-20120306</td>\n",
       "      <td>{'authorid': 'AnderssonH', 'authorid_norm': 'A...</td>\n",
       "      <td>etext</td>\n",
       "      <td>False</td>\n",
       "      <td>198.0</td>\n",
       "      <td>[{'pageindex': 0, 'pagename': '1'}, {'pageinde...</td>\n",
       "      <td>[{'endpagename': '8', 'has_epub': True, 'lists...</td>\n",
       "      <td>1437.0</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>[{'library': 'utgivare'}]</td>\n",
       "      <td>[Söderströms, Helsingfors, FI]</td>\n",
       "      <td>True</td>\n",
       "      <td>Emma Gloria och den röda längtansboken</td>\n",
       "      <td>True</td>\n",
       "      <td>{'date': '2008', 'plain': '2008'}</td>\n",
       "      <td>{'date': '2008', 'plain': '2008'}</td>\n",
       "      <td>Andersson, Henrika|Emma Gloria 2</td>\n",
       "      <td>Emma Gloria 2</td>\n",
       "      <td>Söderströms. Helsingfors 2008\\n\\n\\n</td>\n",
       "      <td>3</td>\n",
       "      <td>roman</td>\n",
       "      <td>Emma Gloria och den röda längtansboken</td>\n",
       "      <td>EmmaGloria2</td>\n",
       "      <td>EmmaGloria2</td>\n",
       "      <td>EmmaGloria2</td>\n",
       "      <td>EmmaGloria2</td>\n",
       "      <td>36767.0</td>\n",
       "      <td>2018-10-25</td>\n",
       "      <td>2018-10-25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[Barnlitteratur, Finlandssvenskt]</td>\n",
       "      <td>&lt;p&gt;”Jag tror att de svarta hålen inte finns ba...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>[{'authorid': 'BoyeK', 'authorid_norm': 'BoyeK...</td>\n",
       "      <td>b0b33e9f4101aa82ae959309cad2efbf</td>\n",
       "      <td>1.582821e+12</td>\n",
       "      <td>etext</td>\n",
       "      <td>modern</td>\n",
       "      <td>211</td>\n",
       "      <td>lb-2-20120306</td>\n",
       "      <td>38.0</td>\n",
       "      <td>\\n  &lt;table&gt;\\n   &lt;tr&gt;&lt;td&gt;78&lt;/td&gt;&lt;td&gt;\\tman läser...</td>\n",
       "      <td>[{'size': 480312, 'type': 'epub', 'updated': '...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>2017-04-24</td>\n",
       "      <td>1949</td>\n",
       "      <td>swe</td>\n",
       "      <td>lb10420</td>\n",
       "      <td>10420</td>\n",
       "      <td>lb-2-20120306</td>\n",
       "      <td>{'authorid': 'BoyeK', 'authorid_norm': 'BoyeK'...</td>\n",
       "      <td>etext</td>\n",
       "      <td>False</td>\n",
       "      <td>211.0</td>\n",
       "      <td>[{'pageindex': 0, 'pagename': '1'}, {'pageinde...</td>\n",
       "      <td>[{'authors': [{'authorid': 'AbeniusM', 'author...</td>\n",
       "      <td>3986.0</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>[{'library': 'GUB', 'signum': 'Litt. Sv.'}]</td>\n",
       "      <td>[Albert Bonniers förlag, Stockholm, SE]</td>\n",
       "      <td>True</td>\n",
       "      <td>Samlade skrifter [11]. Varia</td>\n",
       "      <td>True</td>\n",
       "      <td>{'date': '1920', 'plain': '1920'}</td>\n",
       "      <td>{'date': '1949', 'plain': '1949'}</td>\n",
       "      <td>Boye, Karin|Varia</td>\n",
       "      <td>Varia</td>\n",
       "      <td>Stockholm. Albert Bonniers förlag 1949\\n\\n</td>\n",
       "      <td>3</td>\n",
       "      <td>samling</td>\n",
       "      <td>Samlade skrifter [11]. Varia</td>\n",
       "      <td>Varia</td>\n",
       "      <td>Varia</td>\n",
       "      <td>Varia</td>\n",
       "      <td>Varia</td>\n",
       "      <td>57595.0</td>\n",
       "      <td>2017-06-17</td>\n",
       "      <td>2017-06-17</td>\n",
       "      <td>19990473</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>[{'authorid': 'MalmströmBE', 'authorid_norm': ...</td>\n",
       "      <td>fd1a47224cbf186a92a08e7dcb2e3897</td>\n",
       "      <td>1.582821e+12</td>\n",
       "      <td>etext</td>\n",
       "      <td>NaN</td>\n",
       "      <td>215</td>\n",
       "      <td>cc-by-nc-sa</td>\n",
       "      <td>13.0</td>\n",
       "      <td>\\n  &lt;table&gt;\\n   &lt;tr&gt;&lt;td&gt;83&lt;/td&gt;&lt;td&gt;\\tHans bläe...</td>\n",
       "      <td>[{'size': 2200895, 'type': 'epub', 'updated': ...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>2015-03-28</td>\n",
       "      <td>1840</td>\n",
       "      <td>swe</td>\n",
       "      <td>lb10459573</td>\n",
       "      <td>10459573</td>\n",
       "      <td>cc-by-nc-sa</td>\n",
       "      <td>{'authorid': 'MalmströmBE', 'authorid_norm': '...</td>\n",
       "      <td>etext</td>\n",
       "      <td>False</td>\n",
       "      <td>237.0</td>\n",
       "      <td>[{'pageindex': 0, 'pagename': 'III'}, {'pagein...</td>\n",
       "      <td>[{'endpagename': 'IX', 'has_epub': True, 'list...</td>\n",
       "      <td>1614.0</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>[{'library': 'GUB'}]</td>\n",
       "      <td>[Leffler och Sebell, Uppsala, SE]</td>\n",
       "      <td>True</td>\n",
       "      <td>Linnæa Borealis</td>\n",
       "      <td>True</td>\n",
       "      <td>{'date': '1840', 'plain': '1840'}</td>\n",
       "      <td>{'date': '1840', 'plain': '1840'}</td>\n",
       "      <td>Malmström, Bernhard Elis|Linnæa Borealis</td>\n",
       "      <td>Linnæa Borealis</td>\n",
       "      <td>Upsala, Leffler och Sebell. 1840.\\n\\n</td>\n",
       "      <td>III</td>\n",
       "      <td>samling</td>\n",
       "      <td>Linnæa Borealis. Poetisk kalender 1841. Med 3 ...</td>\n",
       "      <td>LinneaBorealis</td>\n",
       "      <td>LinneaBorealis</td>\n",
       "      <td>LinneaBorealis</td>\n",
       "      <td>LinneaBorealis</td>\n",
       "      <td>54942.0</td>\n",
       "      <td>2017-05-19</td>\n",
       "      <td>2019-10-28</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             authors  \\\n",
       "0  [{'authorid': 'HillJ', 'authorid_norm': 'HillJ...   \n",
       "1  [{'authorid': 'Anonym', 'authorid_norm': 'Anon...   \n",
       "2  [{'authorid': 'TavaststjernaK', 'authorid_norm...   \n",
       "3  [{'authorid': 'ZetterströmMarianne', 'authorid...   \n",
       "4  [{'authorid': 'SehlstedtE', 'authorid_norm': '...   \n",
       "5  [{'authorid': 'StenbäckL', 'authorid_norm': 'S...   \n",
       "6  [{'authorid': 'AnderssonH', 'authorid_norm': '...   \n",
       "7  [{'authorid': 'AnderssonH', 'authorid_norm': '...   \n",
       "8  [{'authorid': 'BoyeK', 'authorid_norm': 'BoyeK...   \n",
       "9  [{'authorid': 'MalmströmBE', 'authorid_norm': ...   \n",
       "\n",
       "                        db_checksum  db_timestamp doc_type edition  \\\n",
       "0  fafe1fd9749af66a5615bbaa17450286  1.582821e+12    etext       3   \n",
       "1  e292431aa2fc62c84035fc67c4cd8cea  1.582821e+12    etext       1   \n",
       "2  cd1f672789f10b42def885129038360f  1.582821e+12    etext       1   \n",
       "3  a8f5e4df6d599a6627777b800321e9a9  1.582821e+12    etext       1   \n",
       "4  aef7147946185b1aa590257e9597538c  1.582821e+12    etext       1   \n",
       "5  0d651055d518513882e71cccf3c25779  1.582821e+12    etext       2   \n",
       "6  fa88dda020a8e223c2e85384ca64fd98  1.582821e+12    etext       2   \n",
       "7  a57ed29e66b522de9daa0446b2808651  1.582821e+12    etext       1   \n",
       "8  b0b33e9f4101aa82ae959309cad2efbf  1.582821e+12    etext  modern   \n",
       "9  fd1a47224cbf186a92a08e7dcb2e3897  1.582821e+12    etext     NaN   \n",
       "\n",
       "  endpagename   epub_license  epub_popularity  \\\n",
       "0          11    cc-by-nc-sa             74.0   \n",
       "1           4    cc-by-nc-sa             16.0   \n",
       "2         175    cc-by-nc-sa             19.0   \n",
       "3         124  lb-2-20120306             42.0   \n",
       "4          94    cc-by-nc-sa             12.0   \n",
       "5         164    cc-by-nc-sa             17.0   \n",
       "6         151  lb-2-20120306             19.0   \n",
       "7         198  lb-2-20120306             19.0   \n",
       "8         211  lb-2-20120306             38.0   \n",
       "9         215    cc-by-nc-sa             13.0   \n",
       "\n",
       "                                              errata  \\\n",
       "0  \\n   <table>\\n   <tr><td>11</td><td>ge signal ...   \n",
       "1                                                NaN   \n",
       "2  \\n  <table>\\n   <tr><td>72</td><td>\\tvandrar s...   \n",
       "3    <table>\\n   <tr><td>16</td><td>\\tpå genomski...   \n",
       "4  \\n   <table> \\n   <tr><td>69</td><td>Och så gi...   \n",
       "5  \\n   <table>\\n   <tr><td>8</td><td>Som mig loc...   \n",
       "6                                                NaN   \n",
       "7                                                NaN   \n",
       "8  \\n  <table>\\n   <tr><td>78</td><td>\\tman läser...   \n",
       "9  \\n  <table>\\n   <tr><td>83</td><td>\\tHans bläe...   \n",
       "\n",
       "                                              export fraktur  has_epub  \\\n",
       "0  [{'size': 144597, 'type': 'epub', 'updated': '...   False      True   \n",
       "1  [{'size': 228959, 'type': 'epub', 'updated': '...   False      True   \n",
       "2  [{'size': 327918, 'type': 'epub', 'updated': '...   False      True   \n",
       "3  [{'size': 1183307, 'type': 'epub', 'updated': ...   False      True   \n",
       "4  [{'size': 235323, 'type': 'epub', 'updated': '...   False      True   \n",
       "5  [{'size': 123049, 'type': 'epub', 'updated': '...   False      True   \n",
       "6  [{'size': 507461, 'type': 'epub', 'updated': '...   False      True   \n",
       "7  [{'size': 3416403, 'type': 'epub', 'updated': ...   False      True   \n",
       "8  [{'size': 480312, 'type': 'epub', 'updated': '...   False      True   \n",
       "9  [{'size': 2200895, 'type': 'epub', 'updated': ...   False      True   \n",
       "\n",
       "     imported imprintyear language    lbworkid  librisid        license  \\\n",
       "0  2014-11-27        1924      swe  lb10568047  10568047    cc-by-nc-sa   \n",
       "1  2019-01-28        1887      swe  lb10163208  10163208    cc-by-nc-sa   \n",
       "2  2017-04-24        1890      swe  lb10271451  10271451    cc-by-nc-sa   \n",
       "3  2018-09-24        1967      swe     lb10274     10274  lb-2-20120306   \n",
       "4  2015-05-22        1854      swe  lb10287053  10287053    cc-by-nc-sa   \n",
       "5  2015-01-21        1850      swe  lb10307924  10307924    cc-by-nc-sa   \n",
       "6  2018-10-25        2006      swe  lb10332355  10332355  lb-2-20120306   \n",
       "7  2018-10-25        2008      swe  lb11239490  11239490  lb-2-20120306   \n",
       "8  2017-04-24        1949      swe     lb10420     10420  lb-2-20120306   \n",
       "9  2015-03-28        1840      swe  lb10459573  10459573    cc-by-nc-sa   \n",
       "\n",
       "                                         main_author mediatype modernized  \\\n",
       "0  {'authorid': 'HillJ', 'authorid_norm': 'HillJ'...     etext      False   \n",
       "1  {'authorid': 'Anonym', 'authorid_norm': 'Anony...     etext      False   \n",
       "2  {'authorid': 'TavaststjernaK', 'authorid_norm'...     etext      False   \n",
       "3  {'authorid': 'ZetterströmMarianne', 'authorid_...     etext      False   \n",
       "4  {'authorid': 'SehlstedtE', 'authorid_norm': 'S...     etext      False   \n",
       "5  {'authorid': 'StenbäckL', 'authorid_norm': 'St...     etext      False   \n",
       "6  {'authorid': 'AnderssonH', 'authorid_norm': 'A...     etext      False   \n",
       "7  {'authorid': 'AnderssonH', 'authorid_norm': 'A...     etext      False   \n",
       "8  {'authorid': 'BoyeK', 'authorid_norm': 'BoyeK'...     etext      False   \n",
       "9  {'authorid': 'MalmströmBE', 'authorid_norm': '...     etext      False   \n",
       "\n",
       "   page_count                                              pages  \\\n",
       "0        11.0  [{'pageindex': 0, 'pagename': '1'}, {'pageinde...   \n",
       "1         4.0  [{'pageindex': 0, 'pagename': '1'}, {'pageinde...   \n",
       "2       183.0  [{'pageindex': 0, 'pagename': 'I'}, {'pageinde...   \n",
       "3       124.0  [{'pageindex': 0, 'pagename': '1'}, {'pageinde...   \n",
       "4        94.0  [{'pageindex': 0, 'pagename': '1'}, {'pageinde...   \n",
       "5       168.0  [{'pageindex': 0, 'pagename': 'I'}, {'pageinde...   \n",
       "6       151.0  [{'pageindex': 0, 'pagename': '1'}, {'pageinde...   \n",
       "7       198.0  [{'pageindex': 0, 'pagename': '1'}, {'pageinde...   \n",
       "8       211.0  [{'pageindex': 0, 'pagename': '1'}, {'pageinde...   \n",
       "9       237.0  [{'pageindex': 0, 'pagename': 'III'}, {'pagein...   \n",
       "\n",
       "                                               parts  popularity  printed  \\\n",
       "0  [{'endpagename': '2', 'has_epub': True, 'lists...       539.0     True   \n",
       "1                                                 []       213.0     True   \n",
       "2  [{'endpagename': 'V', 'has_epub': True, 'lists...      1047.0     True   \n",
       "3  [{'endpagename': '8', 'has_epub': True, 'lists...       754.0     True   \n",
       "4  [{'endpagename': '10', 'has_epub': True, 'list...       805.0     True   \n",
       "5  [{'endpagename': 'IV', 'has_epub': True, 'list...      1422.0     True   \n",
       "6  [{'endpagename': '6', 'has_epub': True, 'lists...      1279.0     True   \n",
       "7  [{'endpagename': '8', 'has_epub': True, 'lists...      1437.0     True   \n",
       "8  [{'authors': [{'authorid': 'AbeniusM', 'author...      3986.0     True   \n",
       "9  [{'endpagename': 'IX', 'has_epub': True, 'list...      1614.0     True   \n",
       "\n",
       "  proofread                                         provenance  \\\n",
       "0      True        [{'library': 'GUB', 'signum': 'Litt. Sv.'}]   \n",
       "1      True  [{'library': 'GUB', 'signum': '(Br.) Litt. Sv....   \n",
       "2      True        [{'library': 'GUB', 'signum': 'Litt. Sv.'}]   \n",
       "3      True          [{'library': 'GUB', 'signum': 'Hc 8297'}]   \n",
       "4      True        [{'library': 'GUB', 'signum': 'Litt. Sv.'}]   \n",
       "5      True        [{'library': 'GUB', 'signum': 'Litt. Sv.'}]   \n",
       "6      True                          [{'library': 'utgivare'}]   \n",
       "7      True                          [{'library': 'utgivare'}]   \n",
       "8      True        [{'library': 'GUB', 'signum': 'Litt. Sv.'}]   \n",
       "9      True                               [{'library': 'GUB'}]   \n",
       "\n",
       "                                           publisher searchable  \\\n",
       "0  [Stockholms Branch av M. T. A. I. U. No. 510, ...       True   \n",
       "1            [Alb. Olsons Boktryckeri, Göteborg, SE]       True   \n",
       "2                     [Werner Söderström, Borgå, FI]       True   \n",
       "3            [Albert Bonniers förlag, Stockholm, SE]       True   \n",
       "4                     [Adolf Bonnier, Stockholm, SE]       True   \n",
       "5  [Finska Litteratur-Sällskapets Tryckeri, Helsi...       True   \n",
       "6                     [Söderströms, Helsingfors, FI]       True   \n",
       "7                     [Söderströms, Helsingfors, FI]       True   \n",
       "8            [Albert Bonniers förlag, Stockholm, SE]       True   \n",
       "9                  [Leffler och Sebell, Uppsala, SE]       True   \n",
       "\n",
       "                                          shorttitle  show  \\\n",
       "0                                 Sånger av Joe Hill  True   \n",
       "1  Calle Wetterlind. En lustig visa om spektaklet...  True   \n",
       "2                                    Dikter i väntan  True   \n",
       "3                                 En bukett av Viola  True   \n",
       "4             Fyrbåken. Poetisk kalender för år 1855  True   \n",
       "5                                       Dikter I, II  True   \n",
       "6               Emma Gloria och de Levande Varslarna  True   \n",
       "7             Emma Gloria och den röda längtansboken  True   \n",
       "8                       Samlade skrifter [11]. Varia  True   \n",
       "9                                    Linnæa Borealis  True   \n",
       "\n",
       "                           sort_date                  sort_date_imprint  \\\n",
       "0  {'date': '1899', 'plain': '1899'}  {'date': '1924', 'plain': '1924'}   \n",
       "1  {'date': '1887', 'plain': '1887'}  {'date': '1887', 'plain': '1887'}   \n",
       "2  {'date': '1890', 'plain': '1890'}  {'date': '1890', 'plain': '1890'}   \n",
       "3  {'date': '1967', 'plain': '1967'}  {'date': '1967', 'plain': '1967'}   \n",
       "4  {'date': '1854', 'plain': '1854'}  {'date': '1854', 'plain': '1854'}   \n",
       "5  {'date': '1850', 'plain': '1850'}  {'date': '1850', 'plain': '1850'}   \n",
       "6  {'date': '2006', 'plain': '2006'}  {'date': '2006', 'plain': '2006'}   \n",
       "7  {'date': '2008', 'plain': '2008'}  {'date': '2008', 'plain': '2008'}   \n",
       "8  {'date': '1920', 'plain': '1920'}  {'date': '1949', 'plain': '1949'}   \n",
       "9  {'date': '1840', 'plain': '1840'}  {'date': '1840', 'plain': '1840'}   \n",
       "\n",
       "                                    sortfield  \\\n",
       "0                       Hill, Joe|Sånger Hill   \n",
       "1     Anonym|Calle Wetterlind. En lustig visa   \n",
       "2  Tavaststjerna, Karl August|Dikter i väntan   \n",
       "3    Zetterström, Marianne|En bukett av Viola   \n",
       "4                     Sehlstedt, Elias|Fyrbåk   \n",
       "5                       Stenbäck, Lars|Dikter   \n",
       "6            Andersson, Henrika|Emma Gloria 1   \n",
       "7            Andersson, Henrika|Emma Gloria 2   \n",
       "8                           Boye, Karin|Varia   \n",
       "9    Malmström, Bernhard Elis|Linnæa Borealis   \n",
       "\n",
       "                            sortkey  \\\n",
       "0                       Sånger Hill   \n",
       "1  Calle Wetterlind. En lustig visa   \n",
       "2                   Dikter i väntan   \n",
       "3                En bukett av Viola   \n",
       "4                            Fyrbåk   \n",
       "5                            Dikter   \n",
       "6                     Emma Gloria 1   \n",
       "7                     Emma Gloria 2   \n",
       "8                             Varia   \n",
       "9                   Linnæa Borealis   \n",
       "\n",
       "                                          sourcedesc startpagename  \\\n",
       "0  Utgiven av Stockholms Branch av M. T. A. I. U....             1   \n",
       "1  Göteborg. Alb. Olsons Boktryckeri 1887. Pris: ...             1   \n",
       "2                 Borgå. Werner Söderström. 1890\\n\\n             I   \n",
       "3        Albert Bonniers förlag. Stockholm 1967 \\n\\n             3   \n",
       "4             Adolf Bonnier, Stockholm 1854. \\n\\n                1   \n",
       "5  Finska Litteratur-Sällskapets Tryckeri, 1850.\\...             I   \n",
       "6  Söderströms. Helsingfors 2006. Andra upplagan....             3   \n",
       "7                Söderströms. Helsingfors 2008\\n\\n\\n             3   \n",
       "8         Stockholm. Albert Bonniers förlag 1949\\n\\n             3   \n",
       "9              Upsala, Leffler och Sebell. 1840.\\n\\n           III   \n",
       "\n",
       "        texttype                                              title  \\\n",
       "0    diktsamling  Sånger av Joe Hill (Josef Hillström). I. W. W....   \n",
       "1           visa  Calle Wetterlind. En lustig visa om spektaklet...   \n",
       "2    diktsamling                                    Dikter i väntan   \n",
       "3  kåserisamling                                 En bukett av Viola   \n",
       "4    diktsamling  Fyrbåken. Poetisk kalender för år 1855. Af Eli...   \n",
       "5    diktsamling  Dikter af Lars Stenbäck. I, II. Andra tillökta...   \n",
       "6          roman               Emma Gloria och de Levande Varslarna   \n",
       "7          roman             Emma Gloria och den röda längtansboken   \n",
       "8        samling                       Samlade skrifter [11]. Varia   \n",
       "9        samling  Linnæa Borealis. Poetisk kalender 1841. Med 3 ...   \n",
       "\n",
       "           titleid     titleid_norm        titlepath   titlepath_norm  \\\n",
       "0  SångerAvJoeHill  SangerAvJoeHill  SångerAvJoeHill  SangerAvJoeHill   \n",
       "1  CalleWetterlind  CalleWetterlind  CalleWetterlind  CalleWetterlind   \n",
       "2    DikterIVäntan    DikterIVantan    DikterIVäntan    DikterIVantan   \n",
       "3  EnBukettAvViola  EnBukettAvViola  EnBukettAvViola  EnBukettAvViola   \n",
       "4         Fyrbåken         Fyrbaken         Fyrbåken         Fyrbaken   \n",
       "5           Dikter           Dikter           Dikter           Dikter   \n",
       "6      EmmaGloria1      EmmaGloria1      EmmaGloria1      EmmaGloria1   \n",
       "7      EmmaGloria2      EmmaGloria2      EmmaGloria2      EmmaGloria2   \n",
       "8            Varia            Varia            Varia            Varia   \n",
       "9   LinneaBorealis   LinneaBorealis   LinneaBorealis   LinneaBorealis   \n",
       "\n",
       "   word_count work_updated workdb_updated       eid  \\\n",
       "0      1938.0   2014-11-27     2015-10-13       NaN   \n",
       "1       751.0   2019-11-26     2019-11-26  22460263   \n",
       "2     15391.0   2017-10-31     2017-10-31  17195160   \n",
       "3     25945.0   2018-09-24     2018-09-24       NaN   \n",
       "4      9330.0   2019-11-26     2019-11-26       NaN   \n",
       "5     18802.0   2015-11-16     2017-10-07       NaN   \n",
       "6     37086.0   2018-10-25     2018-10-25       NaN   \n",
       "7     36767.0   2018-10-25     2018-10-25       NaN   \n",
       "8     57595.0   2017-06-17     2017-06-17  19990473   \n",
       "9     54942.0   2017-05-19     2019-10-28       NaN   \n",
       "\n",
       "                             keyword  \\\n",
       "0                                NaN   \n",
       "1         [Folktryck, Skillingtryck]   \n",
       "2                  [Finlandssvenskt]   \n",
       "3                            [Humor]   \n",
       "4                                NaN   \n",
       "5                  [Finlandssvenskt]   \n",
       "6  [Barnlitteratur, Finlandssvenskt]   \n",
       "7  [Barnlitteratur, Finlandssvenskt]   \n",
       "8                                NaN   \n",
       "9                                NaN   \n",
       "\n",
       "                                           workintro showtitle authorkeyword  \\\n",
       "0                                                NaN       NaN           NaN   \n",
       "1                                                NaN       NaN           NaN   \n",
       "2                                                NaN       NaN           NaN   \n",
       "3                                                NaN       NaN           NaN   \n",
       "4                                                NaN       NaN           NaN   \n",
       "5                                                NaN       NaN           NaN   \n",
       "6  <p> ”Jag hör hur det droppar blod ur kranarna ...       NaN           NaN   \n",
       "7  <p>”Jag tror att de svarta hålen inte finns ba...       NaN           NaN   \n",
       "8                                                NaN       NaN           NaN   \n",
       "9                                                NaN       NaN           NaN   \n",
       "\n",
       "  authorkeyword_norm dramawebben generated_from_part navtitle work_authors  \\\n",
       "0                NaN         NaN                 NaN      NaN          NaN   \n",
       "1                NaN         NaN                 NaN      NaN          NaN   \n",
       "2                NaN         NaN                 NaN      NaN          NaN   \n",
       "3                NaN         NaN                 NaN      NaN          NaN   \n",
       "4                NaN         NaN                 NaN      NaN          NaN   \n",
       "5                NaN         NaN                 NaN      NaN          NaN   \n",
       "6                NaN         NaN                 NaN      NaN          NaN   \n",
       "7                NaN         NaN                 NaN      NaN          NaN   \n",
       "8                NaN         NaN                 NaN      NaN          NaN   \n",
       "9                NaN         NaN                 NaN      NaN          NaN   \n",
       "\n",
       "  work_titleid geokeyword coverauthor faksimil_sizes pagestep width  \\\n",
       "0          NaN        NaN         NaN            NaN      NaN   NaN   \n",
       "1          NaN        NaN         NaN            NaN      NaN   NaN   \n",
       "2          NaN        NaN         NaN            NaN      NaN   NaN   \n",
       "3          NaN        NaN         NaN            NaN      NaN   NaN   \n",
       "4          NaN        NaN         NaN            NaN      NaN   NaN   \n",
       "5          NaN        NaN         NaN            NaN      NaN   NaN   \n",
       "6          NaN        NaN         NaN            NaN      NaN   NaN   \n",
       "7          NaN        NaN         NaN            NaN      NaN   NaN   \n",
       "8          NaN        NaN         NaN            NaN      NaN   NaN   \n",
       "9          NaN        NaN         NaN            NaN      NaN   NaN   \n",
       "\n",
       "  translated_from covertitle  \n",
       "0             NaN        NaN  \n",
       "1             NaN        NaN  \n",
       "2             NaN        NaN  \n",
       "3             NaN        NaN  \n",
       "4             NaN        NaN  \n",
       "5             NaN        NaN  \n",
       "6             NaN        NaN  \n",
       "7             NaN        NaN  \n",
       "8             NaN        NaN  \n",
       "9             NaN        NaN  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 5088 entries, 0 to 5087\n",
      "Data columns (total 65 columns):\n",
      "authors                5088 non-null object\n",
      "db_checksum            4769 non-null object\n",
      "db_timestamp           4769 non-null float64\n",
      "doc_type               5088 non-null object\n",
      "edition                3171 non-null object\n",
      "endpagename            5086 non-null object\n",
      "epub_license           5088 non-null object\n",
      "epub_popularity        1113 non-null float64\n",
      "errata                 813 non-null object\n",
      "export                 2239 non-null object\n",
      "fraktur                5080 non-null object\n",
      "has_epub               5088 non-null bool\n",
      "imported               5088 non-null object\n",
      "imprintyear            4841 non-null object\n",
      "language               5021 non-null object\n",
      "lbworkid               5088 non-null object\n",
      "librisid               4586 non-null object\n",
      "license                5088 non-null object\n",
      "main_author            5088 non-null object\n",
      "mediatype              5088 non-null object\n",
      "modernized             5088 non-null object\n",
      "page_count             4703 non-null float64\n",
      "pages                  4703 non-null object\n",
      "parts                  5088 non-null object\n",
      "popularity             4769 non-null float64\n",
      "printed                5088 non-null bool\n",
      "proofread              5088 non-null object\n",
      "provenance             4899 non-null object\n",
      "publisher              5088 non-null object\n",
      "searchable             5088 non-null object\n",
      "shorttitle             4654 non-null object\n",
      "show                   5088 non-null bool\n",
      "sort_date              5019 non-null object\n",
      "sort_date_imprint      5080 non-null object\n",
      "sortfield              5088 non-null object\n",
      "sortkey                5088 non-null object\n",
      "sourcedesc             5065 non-null object\n",
      "startpagename          5086 non-null object\n",
      "texttype               4745 non-null object\n",
      "title                  5088 non-null object\n",
      "titleid                5088 non-null object\n",
      "titleid_norm           5088 non-null object\n",
      "titlepath              5088 non-null object\n",
      "titlepath_norm         5088 non-null object\n",
      "word_count             2451 non-null float64\n",
      "work_updated           4774 non-null object\n",
      "workdb_updated         5088 non-null object\n",
      "eid                    1526 non-null object\n",
      "keyword                1671 non-null object\n",
      "workintro              692 non-null object\n",
      "showtitle              1169 non-null object\n",
      "authorkeyword          301 non-null object\n",
      "authorkeyword_norm     301 non-null object\n",
      "dramawebben            588 non-null object\n",
      "generated_from_part    319 non-null object\n",
      "navtitle               143 non-null object\n",
      "work_authors           319 non-null object\n",
      "work_titleid           319 non-null object\n",
      "geokeyword             15 non-null object\n",
      "coverauthor            2 non-null object\n",
      "faksimil_sizes         3298 non-null object\n",
      "pagestep               3472 non-null object\n",
      "width                  3472 non-null object\n",
      "translated_from        317 non-null object\n",
      "covertitle             1 non-null object\n",
      "dtypes: bool(3), float64(5), object(57)\n",
      "memory usage: 2.4+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>geokeyword</th>\n",
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       "  </thead>\n",
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       "      <th>152</th>\n",
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       "      <td>samling</td>\n",
       "      <td>lb1644336</td>\n",
       "      <td>RägglerÅPaschaserII</td>\n",
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       "      <td>Räggler å paschaser på vårat mål tå en bonne. ...</td>\n",
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       "      <td>GustafFrödingEnStudie</td>\n",
       "      <td>Gustaf Fröding. En psykologisk och litteraturh...</td>\n",
       "      <td>[Litteraturhistoria]</td>\n",
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       "      <th>2658</th>\n",
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       "      <td>MorianenFörsta</td>\n",
       "      <td>Morianen, eller Holstein-Gottorpiska huset i S...</td>\n",
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       "      <td>LarsThorman</td>\n",
       "      <td>Lars Thorman och döden</td>\n",
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       "      <td>drama</td>\n",
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       "      <td>DenNyaSecten</td>\n",
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       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2530</th>\n",
       "      <td>NaN</td>\n",
       "      <td>roman</td>\n",
       "      <td>lb1341534</td>\n",
       "      <td>DetBlåserUppTillStorm</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DetBlåserUppTillStorm</td>\n",
       "      <td>Det blåser upp till storm. Roman</td>\n",
       "      <td>[Finlandssvenskt]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1182</th>\n",
       "      <td>NaN</td>\n",
       "      <td>varia</td>\n",
       "      <td>lb2394181</td>\n",
       "      <td>JTidströmsBokhandel</td>\n",
       "      <td>NaN</td>\n",
       "      <td>JTidströmsBokhandel</td>\n",
       "      <td>J Tidströms Bokhandel</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1107</th>\n",
       "      <td>NaN</td>\n",
       "      <td>saga</td>\n",
       "      <td>lb22408654</td>\n",
       "      <td>WallareMannen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>WallareMannen</td>\n",
       "      <td>Folk-Sagor 10. Wallare-Mannen. Ack huru roligt...</td>\n",
       "      <td>[Folktryck]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4989</th>\n",
       "      <td>NaN</td>\n",
       "      <td>del</td>\n",
       "      <td>lb8907749</td>\n",
       "      <td>SamladeVerk5/TB02</td>\n",
       "      <td>[{'authorid': 'HolmO', 'authorid_norm': 'HolmO...</td>\n",
       "      <td>TB02</td>\n",
       "      <td>Törnrosens Bok. Band II</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>987</th>\n",
       "      <td>NaN</td>\n",
       "      <td>diktsamling</td>\n",
       "      <td>lb1655180</td>\n",
       "      <td>MinVärld</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MinVärld</td>\n",
       "      <td>Min värld</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>70 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     geokeyword     texttype     lbworkid              titlepath  \\\n",
       "152         NaN      samling    lb1644336    RägglerÅPaschaserII   \n",
       "755         NaN     sakprosa      lb11604  GustafFrödingEnStudie   \n",
       "2658        NaN        roman    lb1682545         MorianenFörsta   \n",
       "2878        NaN        roman     lb446284            LarsThorman   \n",
       "4584        NaN        drama  lb999200148           DenNyaSecten   \n",
       "...         ...          ...          ...                    ...   \n",
       "2530        NaN        roman    lb1341534  DetBlåserUppTillStorm   \n",
       "1182        NaN        varia    lb2394181    JTidströmsBokhandel   \n",
       "1107        NaN         saga   lb22408654          WallareMannen   \n",
       "4989        NaN          del    lb8907749      SamladeVerk5/TB02   \n",
       "987         NaN  diktsamling    lb1655180               MinVärld   \n",
       "\n",
       "                                           work_authors  \\\n",
       "152                                                 NaN   \n",
       "755                                                 NaN   \n",
       "2658                                                NaN   \n",
       "2878                                                NaN   \n",
       "4584                                                NaN   \n",
       "...                                                 ...   \n",
       "2530                                                NaN   \n",
       "1182                                                NaN   \n",
       "1107                                                NaN   \n",
       "4989  [{'authorid': 'HolmO', 'authorid_norm': 'HolmO...   \n",
       "987                                                 NaN   \n",
       "\n",
       "                    titleid  \\\n",
       "152     RägglerÅPaschaserII   \n",
       "755   GustafFrödingEnStudie   \n",
       "2658         MorianenFörsta   \n",
       "2878            LarsThorman   \n",
       "4584           DenNyaSecten   \n",
       "...                     ...   \n",
       "2530  DetBlåserUppTillStorm   \n",
       "1182    JTidströmsBokhandel   \n",
       "1107          WallareMannen   \n",
       "4989                   TB02   \n",
       "987                MinVärld   \n",
       "\n",
       "                                                  title               keyword  \n",
       "152   Räggler å paschaser på vårat mål tå en bonne. ...                   NaN  \n",
       "755   Gustaf Fröding. En psykologisk och litteraturh...  [Litteraturhistoria]  \n",
       "2658  Morianen, eller Holstein-Gottorpiska huset i S...                   NaN  \n",
       "2878                             Lars Thorman och döden     [Finlandssvenskt]  \n",
       "4584                                     Den nya secten         [Dramawebben]  \n",
       "...                                                 ...                   ...  \n",
       "2530                   Det blåser upp till storm. Roman     [Finlandssvenskt]  \n",
       "1182                              J Tidströms Bokhandel                   NaN  \n",
       "1107  Folk-Sagor 10. Wallare-Mannen. Ack huru roligt...           [Folktryck]  \n",
       "4989                            Törnrosens Bok. Band II                   NaN  \n",
       "987                                           Min värld                   NaN  \n",
       "\n",
       "[70 rows x 8 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[{\"lbworkid\",\"lbworkid\",\"texttype\",\"titleid\",\"titlepath\",\"title\",\"texttype\",\"keyword\",\"geokeyword\",\"work_authors\"}].sample(n=70)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Dramawebben]                                                366\n",
       "[Finlandssvenskt]                                            156\n",
       "[Religion]                                                   148\n",
       "[Barnlitteratur, Dramawebben]                                 99\n",
       "[Folktryck]                                                   93\n",
       "[Barnlitteratur]                                              81\n",
       "[SvenskaAkademien]                                            66\n",
       "[Humor]                                                       58\n",
       "[Litteraturhistoria]                                          52\n",
       "[Folktryck, Skillingtryck]                                    49\n",
       "[Dramawebben, Teatervetenskap]                                46\n",
       "[SLA]                                                         44\n",
       "[Barnlitteratur, Dramawebben, Finlandssvenskt]                42\n",
       "[TM1880, 1800]                                                37\n",
       "[Rösträtt]                                                    35\n",
       "[OrdenPrövas]                                                 32\n",
       "[Juridik]                                                     29\n",
       "[sentpajorden]                                                20\n",
       "[SLS-FI]                                                      16\n",
       "[ABC-böcker, Barnlitteratur]                                  15\n",
       "[Finlandssvenskt, SLS-FI]                                     14\n",
       "[Filosofi]                                                    12\n",
       "[Samer]                                                       12\n",
       "[Barnlitteratur, Dramawebben, Finlandssvenskt, Nykterhet]     10\n",
       "[ABC-böcker]                                                  10\n",
       "[Dramawebben, Finlandssvenskt]                                10\n",
       "[Runor]                                                        9\n",
       "[Juridik, Folktryck]                                           8\n",
       "[Juridik, Folktryck, Skillingtryck]                            6\n",
       "[Finlandssvenskt, SvenskaAkademien]                            6\n",
       "[StridenGamlaNyaSkolan]                                        5\n",
       "[Juridik, GustafIII]                                           5\n",
       "[Religion, Samer]                                              5\n",
       "[Religion, Juridik]                                            4\n",
       "[Folktryck, Juridik, Skillingtryck]                            4\n",
       "[Folktryck, Nykterhet, Skillingtryck]                          4\n",
       "[Barnlitteratur, Dramawebben, Nykterhet]                       4\n",
       "[GustafIII, Juridik]                                           4\n",
       "[Folktryck, Juridik]                                           3\n",
       "[Folktryck, Skillingtryck, Skillingtryck, Juridik]             3\n",
       "[Finlandssvenskt, Litteraturhistoria, SLS-FI]                  3\n",
       "[Dramawebben, Finlandssvenskt, Nykterhet]                      3\n",
       "[Barnlitteratur, Finlandssvenskt]                              3\n",
       "[Finlandssvenskt, Estetik]                                     2\n",
       "[Folktro]                                                      2\n",
       "[Fantastik]                                                    2\n",
       "[ABC-böcker, Religion]                                         2\n",
       "[Folktryck, Skillingtryck, Skillingtryck]                      2\n",
       "[Folktro, Folktryck]                                           2\n",
       "[SvenskaAkademien, Litteraturhistoria]                         2\n",
       "[Litteraturhistoria, Finlandssvenskt, SLS-FI]                  2\n",
       "[Dramawebben, Humor]                                           2\n",
       "[Dramawebben, Nykterhet]                                       2\n",
       "[Filosofi, Litteraturhistoria]                                 2\n",
       "[Juridik, Religion]                                            2\n",
       "[Folktryck, Folktro]                                           1\n",
       "[Finlandssvenskt, Litteraturhistoria]                          1\n",
       "[Barnlitteratur, Humor]                                        1\n",
       "[Skillingtryck, Folktryck]                                     1\n",
       "[ABC-böcker, Samer, Barnlitteratur, Religion]                  1\n",
       "[ABC-böcker, Samer]                                            1\n",
       "[Barnlitteratur, Religion]                                     1\n",
       "[Religion, Barnlitteratur]                                     1\n",
       "[Religion, GustafIII]                                          1\n",
       "[Juridik, Folktryck, GustafIII]                                1\n",
       "[Folktryck, Religion]                                          1\n",
       "[ABC-böcker, TM1880, 1800]                                     1\n",
       "[ABC-böcker, Barnlitteratur, Finlandssvenskt, Religion]        1\n",
       "[Deckare, Finlandssvenskt, Humor]                              1\n",
       "[Teatervetenskap]                                              1\n",
       "[SvenskaAkademien, Finlandssvenskt]                            1\n",
       "Name: keyword, dtype: int64"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.set_option(\"display.max.rows\", None) \n",
    "df.keyword.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Dramawebben]                    0.219031\n",
       "[Finlandssvenskt]                0.093357\n",
       "[Religion]                       0.088570\n",
       "[Barnlitteratur, Dramawebben]    0.059246\n",
       "[Folktryck]                      0.055655\n",
       "[Barnlitteratur]                 0.048474\n",
       "[SvenskaAkademien]               0.039497\n",
       "[Humor]                          0.034710\n",
       "[Litteraturhistoria]             0.031119\n",
       "[Folktryck, Skillingtryck]       0.029324\n",
       "Name: keyword, dtype: float64"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Get percentage top 10\n",
    "df['keyword'].value_counts(normalize=True)[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11d026d00>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import matplotlib\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "df['keyword'].value_counts().plot.pie(y='counts', figsize=(5, 5))  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11d2e6790>"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['keyword'].value_counts()[10:30].plot.pie(y='counts', figsize=(5, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11d2e6a00>"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['keyword'].value_counts()[30:50].plot.pie(y='counts', figsize=(5, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[StrindbergA]    23\n",
       "[BellmanCM]      22\n",
       "[GustafIII]      18\n",
       "[AlmqvistCJL]    12\n",
       "[MartinsonH]     11\n",
       "[LagerlöfS]      10\n",
       "[TegnérE]         9\n",
       "[AroseniusI]      7\n",
       "[SödergranE]      6\n",
       "[FrödingG]        5\n",
       "Name: authorkeyword, dtype: int64"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.authorkeyword.value_counts()[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "swe    4905\n",
       "lat      45\n",
       "deu      19\n",
       "fra      19\n",
       "eng      12\n",
       "smi       8\n",
       "non       4\n",
       "ita       3\n",
       "fin       2\n",
       "rus       2\n",
       "dan       1\n",
       "alq       1\n",
       "Name: language, dtype: int64"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.language.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11d6136a0>"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['language'].value_counts().plot.pie(y='counts', figsize=(5, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "faksimil    3472\n",
       "etext       1231\n",
       "pdf          385\n",
       "Name: mediatype, dtype: int64"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.mediatype.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11d1c3e50>"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.mediatype.value_counts().plot.pie(y='counts', figsize=(5, 5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Hitta Svenska Akademin\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>texttype</th>\n",
       "      <th>lbworkid</th>\n",
       "      <th>titlepath</th>\n",
       "      <th>title</th>\n",
       "      <th>keyword</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [texttype, lbworkid, titlepath, title, keyword]\n",
       "Index: []"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['sourcedesc'].str.contains('inträdes', na=False)][{\"lbworkid\",\"lbworkid\",\"texttype\",\"titlepath\",\"title\",\"texttype\",\"keyword\"}]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Bokhandlaren C. W. K. Gleerups förlag, Lund 1861.\\n\\n\\n                                                                                                                                                                                                                                                                                                                                                                                        48\n",
       "Distribuent Gleerupska univ.-bokhandeln i Lund, Berlingska boktryckeriet, Lund 1918. – Boken är tryckt i 300 exemplar.\\n                                                                                                                                                                                                                                                                                                                       16\n",
       "En av tretton almanackor med Victoria Benedictssons dagboksanteckningar, 1876–1888. – Digitalt faksimil: Universitetsbiblioteket, Lunds universitet. Läs verket i <a href=\"http://urn.kb.se/resolve?urn=urn:nbn:se:alvin:portal:record-70370\">Alvin</a>.\\n                                                                                                                                                                                     13\n",
       "Digitalt faksimil: Universitetsbiblioteket, Lunds universitet. Läs verket i <a href=\"http://urn.kb.se/resolve?urn=urn:nbn:se:alvin:portal:record-198774\">Alvin</a>. Där finns också en förteckning över de enskilda avsändarna, med direkt länk till respektive brev.\\n                                                                                                                                                                        12\n",
       "A.-B. Bokverk, Stockholm 1951.\\n\\n\\n                                                                                                                                                                                                                                                                                                                                                                                                           12\n",
       "                                                                                                                                                                                                                                                                                                                                                                                                                                               ..\n",
       "Helsingfors 1949. – Skrifter utgivna av Svenska litteratursällskapet i Finland CCCXXI. Studier i finlandssvensk modernism I. \\n                                                                                                                                                                                                                                                                                                                 1\n",
       "Samlingar utgivna av Svenska Fornskriftsällskapet. Ser. 2. Latinska skrifter. Band VIII:3. Sancta Birgitta. Opera Minora III. Quattuor Oraciones. – Kungl. Vitterhets Historie och Antikvitets Akademien. Stockholm. Revelationes Sanctae Birgittae. Opera Minora III. Quattuor Oraciones, edidit Sten Eklund. – Sancta Birgita. Opera Minora III. Quattuor Oraciones, edited by Sten Eklund. – Printed by Berlings, Arlöv, Sweden 1991. \\n     1\n",
       "Stockholm/Stehag, Brutus Östlings Bokförlag Symposion, 1993. Romantikens diktning II.\\n                                                                                                                                                                                                                                                                                                                                                         1\n",
       "Ejnar Cohns förlag, Stockholm 1891.\\n                                                                                                                                                                                                                                                                                                                                                                                                           1\n",
       "Uppförd första gången å Kongl. Dramatiska Teatern den 25 februari 1881. Stockholm. Oscar L. Lamms Förlag. 1883. \\n\\n\\n                                                                                                                                                                                                                                                                                                                          1\n",
       "Name: sourcedesc, Length: 4120, dtype: int64"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sourcedesc.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       Utgiven av Stockholms Branch av M. T. A. I. U....\n",
       "1       Göteborg. Alb. Olsons Boktryckeri 1887. Pris: ...\n",
       "2                      Borgå. Werner Söderström. 1890\\n\\n\n",
       "3             Albert Bonniers förlag. Stockholm 1967 \\n\\n\n",
       "4                  Adolf Bonnier, Stockholm 1854. \\n\\n   \n",
       "                              ...                        \n",
       "5083    \\nTexten redigerad och kommenterad av Jon Vikl...\n",
       "5084    \\nTexten redigerad och kommenterad av Jon Vikl...\n",
       "5085    Litteratur och samhälle 39:2, Avdelningen för ...\n",
       "5086    Textkritisk utgåva med inledning av Maria Kar...\n",
       "5087    Lagerlöfstudier 2005 utgivna av Selma\\n   Lage...\n",
       "Name: sourcedesc, Length: 5088, dtype: object"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sourcedesc \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Nordamerika    6\n",
       "Stockholm      6\n",
       "Lappland       2\n",
       "Göteborg       1\n",
       "Name: geokeyword, dtype: int64"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.geokeyword.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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