sentiment_extraction_demo/processing_a_file.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Sentiment regression demo\n",
    "\n",
    "AUTHOR: Michal Mochtak (michal.mochtak@ru.nl), Peter Rupnik (peter.rupnik@ijs.si), Nikola Ljubešić\n",
    "\n",
    "DATE: 2024-06-24\n",
    "\n",
    "---\n",
    "\n",
    "In this notebook we see how to annotate a sample file from ParlaMint\n",
    "\n",
    "On the first run, the data will be downloaded from the internet. In the next cell a function was prepared to filter the dataset by specific conditions (e.g. taking only the MPs that have a specific number of speeches on the record). In the next cells we will inspect two countries, Croatia and the Netherlands."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Download a single country from [ParlaMint-4.0](https://www.clarin.si/repository/xmlui/handle/11356/1859):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current\n",
      "                                 Dload  Upload   Total   Spent    Left  Speed\n",
      "100 82.7M  100 82.7M    0     0  58.7M      0  0:00:01  0:00:01 --:--:-- 58.7M\n"
     ]
    }
   ],
   "source": [
    "! curl --remote-name-all https://www.clarin.si/repository/xmlui/bitstream/handle/11356/1859/ParlaMint-BA.tgz"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Uncompress the files:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "README-BA.md\n",
      "ParlaMint-BA.TEI/\n",
      "ParlaMint-BA.TEI/2014/\n",
      "ParlaMint-BA.TEI/2014/ParlaMint-BA_2014-07-25-0.xml\n",
      "ParlaMint-BA.TEI/2014/ParlaMint-BA_2014-07-24-0.xml\n",
      "ParlaMint-BA.TEI/2014/ParlaMint-BA_2014-06-06-0.xml\n",
      "ParlaMint-BA.TEI/2014/ParlaMint-BA_2014-12-09-0.xml\n",
      "ParlaMint-BA.TEI/2014/ParlaMint-BA_2014-09-10-0.xml\n",
      "ParlaMint-BA.TEI/2014/ParlaMint-BA_2014-02-06-0.xml\n",
      "ParlaMint-BA.TEI/2014/ParlaMint-BA_2014-12-29-0.xml\n",
      "ParlaMint-BA.TEI/2014/ParlaMint-BA_2014-03-13-0.xml\n",
      "ParlaMint-BA.TEI/2014/ParlaMint-BA_2014-01-23-0.xml\n",
      "ParlaMint-BA.TEI/2014/ParlaMint-BA_2014-02-25-0.xml\n",
      "ParlaMint-BA.TEI/2014/ParlaMint-BA_2014-09-25-0.xml\n",
      "ParlaMint-BA.TEI/2014/ParlaMint-BA_2014-07-10-0.xml\n",
      "ParlaMint-BA.TEI/2014/ParlaMint-BA_2014-07-31-0.xml\n",
      "ParlaMint-BA.TEI/2014/ParlaMint-BA_2014-09-04-0.xml\n",
      "ParlaMint-BA.TEI/2014/ParlaMint-BA_2014-03-26-0.xml\n",
      "ParlaMint-BA.TEI/2014/ParlaMint-BA_2014-01-24-0.xml\n",
      "ParlaMint-BA.TEI/2014/ParlaMint-BA_2014-03-12-0.xml\n",
      "ParlaMint-BA.TEI/2014/ParlaMint-BA_2014-04-29-0.xml\n",
      "ParlaMint-BA.TEI/2014/ParlaMint-BA_2014-05-27-0.xml\n",
      "ParlaMint-BA.TEI/2014/ParlaMint-BA_2014-07-03-0.xml\n",
      "ParlaMint-BA.TEI/2014/ParlaMint-BA_2014-05-14-0.xml\n",
      "ParlaMint-BA.TEI/2014/ParlaMint-BA_2014-06-12-0.xml\n",
      "ParlaMint-BA.TEI/2014/ParlaMint-BA_2014-04-15-0.xml\n",
      "ParlaMint-BA.TEI/2001/\n",
      "ParlaMint-BA.TEI/2001/ParlaMint-BA_2001-10-24-0.xml\n",
      "ParlaMint-BA.TEI/2001/ParlaMint-BA_2001-06-28-0.xml\n",
      "ParlaMint-BA.TEI/2001/ParlaMint-BA_2001-02-22-0.xml\n",
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      "ParlaMint-BA.TEI/2001/ParlaMint-BA_2001-05-17-0.xml\n",
      "ParlaMint-BA.TEI/2001/ParlaMint-BA_2001-12-24-0.xml\n",
      "ParlaMint-BA.TEI/2001/ParlaMint-BA_2001-03-27-0.xml\n",
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      "ParlaMint-BA.TEI/2001/ParlaMint-BA_2001-12-13-0.xml\n",
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      "ParlaMint-BA.TEI/2001/ParlaMint-BA_2001-12-20-0.xml\n",
      "ParlaMint-BA.TEI/2001/ParlaMint-BA_2001-03-20-0.xml\n",
      "ParlaMint-BA.TEI/2001/ParlaMint-BA_2001-11-29-0.xml\n",
      "ParlaMint-BA.TEI/2001/ParlaMint-BA_2001-07-18-0.xml\n",
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      "ParlaMint-BA.TEI/2001/ParlaMint-BA_2001-11-30-0.xml\n",
      "ParlaMint-BA.TEI/ParlaMint-BA-listPerson.xml\n",
      "ParlaMint-BA.TEI/ParlaMint-BA-listOrg.xml\n",
      "ParlaMint-BA.TEI/2003/\n",
      "ParlaMint-BA.TEI/2003/ParlaMint-BA_2003-03-28-0.xml\n",
      "ParlaMint-BA.TEI/2003/ParlaMint-BA_2003-02-25-0.xml\n",
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      "ParlaMint-BA.TEI/2003/ParlaMint-BA_2003-11-20-0.xml\n",
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      "ParlaMint-BA.TEI/2003/ParlaMint-BA_2003-12-01-0.xml\n",
      "ParlaMint-BA.TEI/1998/\n",
      "ParlaMint-BA.TEI/1998/ParlaMint-BA_1998-12-04-0.xml\n",
      "ParlaMint-BA.TEI/1998/ParlaMint-BA_1998-11-26-0.xml\n",
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      "ParlaMint-BA.TEI/2007/\n",
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      "ParlaMint-BA.TEI/2005/\n",
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      "ParlaMint-BA.TEI/00README.txt\n",
      "ParlaMint-BA.TEI/Schema/\n",
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      "ParlaMint-BA.TEI/2012/\n",
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      "ParlaMint-BA.TEI/1999/\n",
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      "ParlaMint-BA.TEI/2009/\n",
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      "ParlaMint-BA.TEI/2018/\n",
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      "ParlaMint-BA.TEI/2019/\n",
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      "ParlaMint-BA.TEI/2019/ParlaMint-BA_2019-12-23-0.xml\n",
      "ParlaMint-BA.txt/\n",
      "ParlaMint-BA.txt/2014/\n",
      "ParlaMint-BA.txt/2014/ParlaMint-BA_2014-01-23-0.txt\n",
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      "ParlaMint-BA.txt/2001/\n",
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      "ParlaMint-BA.txt/2003/\n",
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      "ParlaMint-BA.txt/1998/\n",
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      "ParlaMint-BA.txt/2007/\n",
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      "ParlaMint-BA.txt/2005/\n",
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      "ParlaMint-BA.txt/00README.txt\n",
      "ParlaMint-BA.txt/2012/\n",
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      "ParlaMint-BA.txt/2012/ParlaMint-BA_2012-07-19-1.txt\n",
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      "ParlaMint-BA.txt/2012/ParlaMint-BA_2012-01-19-0.txt\n",
      "ParlaMint-BA.txt/2008/\n",
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      "ParlaMint-BA.txt/2008/ParlaMint-BA_2008-02-25-0.txt\n",
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      "ParlaMint-BA.txt/2008/ParlaMint-BA_2008-07-29-0.txt\n",
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      "ParlaMint-BA.txt/2008/ParlaMint-BA_2008-02-25-2.txt\n",
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      "ParlaMint-BA.txt/2010/\n",
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      "ParlaMint-BA.txt/2010/ParlaMint-BA_2010-07-28-0.txt\n",
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      "ParlaMint-BA.txt/2011/\n",
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      "ParlaMint-BA.txt/2017/\n",
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      "ParlaMint-BA.txt/2017/ParlaMint-BA_2017-12-07-0-meta.tsv\n",
      "ParlaMint-BA.txt/2006/\n",
      "ParlaMint-BA.txt/2006/ParlaMint-BA_2006-05-24-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2006/ParlaMint-BA_2006-01-16-0-meta.tsv\n",
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      "ParlaMint-BA.txt/2006/ParlaMint-BA_2006-07-07-1.txt\n",
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      "ParlaMint-BA.txt/2006/ParlaMint-BA_2006-01-31-0.txt\n",
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      "ParlaMint-BA.txt/2006/ParlaMint-BA_2006-11-20-0-meta-en.tsv\n",
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      "ParlaMint-BA.txt/2006/ParlaMint-BA_2006-05-23-0-meta-en.tsv\n",
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      "ParlaMint-BA.txt/2006/ParlaMint-BA_2006-05-24-0.txt\n",
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      "ParlaMint-BA.txt/2006/ParlaMint-BA_2006-03-27-0-meta.tsv\n",
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      "ParlaMint-BA.txt/2006/ParlaMint-BA_2006-09-18-0.txt\n",
      "ParlaMint-BA.txt/2006/ParlaMint-BA_2006-03-23-0.txt\n",
      "ParlaMint-BA.txt/2006/ParlaMint-BA_2006-06-20-1-meta-en.tsv\n",
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      "ParlaMint-BA.txt/2006/ParlaMint-BA_2006-02-21-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2006/ParlaMint-BA_2006-08-29-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2006/ParlaMint-BA_2006-04-13-1.txt\n",
      "ParlaMint-BA.txt/2006/ParlaMint-BA_2006-07-27-0.txt\n",
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      "ParlaMint-BA.txt/2006/ParlaMint-BA_2006-09-18-0-meta.tsv\n",
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      "ParlaMint-BA.txt/2006/ParlaMint-BA_2006-01-16-0.txt\n",
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      "ParlaMint-BA.txt/2006/ParlaMint-BA_2006-09-20-0.txt\n",
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      "ParlaMint-BA.txt/2006/ParlaMint-BA_2006-04-25-0.txt\n",
      "ParlaMint-BA.txt/2006/ParlaMint-BA_2006-07-07-0-meta-en.tsv\n",
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      "ParlaMint-BA.txt/2006/ParlaMint-BA_2006-03-23-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2006/ParlaMint-BA_2006-08-29-0.txt\n",
      "ParlaMint-BA.txt/2006/ParlaMint-BA_2006-07-07-1-meta-en.tsv\n",
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      "ParlaMint-BA.txt/2006/ParlaMint-BA_2006-04-25-0-meta.tsv\n",
      "ParlaMint-BA.txt/2006/ParlaMint-BA_2006-06-20-0.txt\n",
      "ParlaMint-BA.txt/2006/ParlaMint-BA_2006-11-20-0.txt\n",
      "ParlaMint-BA.txt/2006/ParlaMint-BA_2006-06-20-1-meta.tsv\n",
      "ParlaMint-BA.txt/2006/ParlaMint-BA_2006-03-07-0.txt\n",
      "ParlaMint-BA.txt/2006/ParlaMint-BA_2006-09-20-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2006/ParlaMint-BA_2006-03-27-0.txt\n",
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      "ParlaMint-BA.txt/2006/ParlaMint-BA_2006-02-21-0-meta.tsv\n",
      "ParlaMint-BA.txt/2006/ParlaMint-BA_2006-04-13-1-meta-en.tsv\n",
      "ParlaMint-BA.txt/2006/ParlaMint-BA_2006-07-25-0.txt\n",
      "ParlaMint-BA.txt/2006/ParlaMint-BA_2006-05-23-0.txt\n",
      "ParlaMint-BA.txt/2013/\n",
      "ParlaMint-BA.txt/2013/ParlaMint-BA_2013-01-17-0.txt\n",
      "ParlaMint-BA.txt/2013/ParlaMint-BA_2013-11-05-0-meta.tsv\n",
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      "ParlaMint-BA.txt/2013/ParlaMint-BA_2013-09-19-0-meta.tsv\n",
      "ParlaMint-BA.txt/2013/ParlaMint-BA_2013-12-05-0.txt\n",
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      "ParlaMint-BA.txt/2013/ParlaMint-BA_2013-09-19-0.txt\n",
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      "ParlaMint-BA.txt/2013/ParlaMint-BA_2013-03-14-0.txt\n",
      "ParlaMint-BA.txt/2013/ParlaMint-BA_2013-10-28-0.txt\n",
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      "ParlaMint-BA.txt/2013/ParlaMint-BA_2013-01-31-0.txt\n",
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      "ParlaMint-BA.txt/2013/ParlaMint-BA_2013-02-14-0.txt\n",
      "ParlaMint-BA.txt/2013/ParlaMint-BA_2013-07-18-0-meta.tsv\n",
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      "ParlaMint-BA.txt/2013/ParlaMint-BA_2013-01-17-0-meta-en.tsv\n",
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      "ParlaMint-BA.txt/2013/ParlaMint-BA_2013-12-12-0.txt\n",
      "ParlaMint-BA.txt/2013/ParlaMint-BA_2013-05-23-0-meta.tsv\n",
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      "ParlaMint-BA.txt/2013/ParlaMint-BA_2013-04-18-0-meta.tsv\n",
      "ParlaMint-BA.txt/2013/ParlaMint-BA_2013-01-03-0.txt\n",
      "ParlaMint-BA.txt/2013/ParlaMint-BA_2013-11-05-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2013/ParlaMint-BA_2013-03-28-0.txt\n",
      "ParlaMint-BA.txt/2013/ParlaMint-BA_2013-02-14-0-meta.tsv\n",
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      "ParlaMint-BA.txt/2013/ParlaMint-BA_2013-12-05-1.txt\n",
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      "ParlaMint-BA.txt/2013/ParlaMint-BA_2013-03-26-0-meta.tsv\n",
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      "ParlaMint-BA.txt/2013/ParlaMint-BA_2013-12-16-0.txt\n",
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      "ParlaMint-BA.txt/2013/ParlaMint-BA_2013-11-05-1.txt\n",
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      "ParlaMint-BA.txt/2013/ParlaMint-BA_2013-10-07-0.txt\n",
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      "ParlaMint-BA.txt/2013/ParlaMint-BA_2013-02-28-0.txt\n",
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      "ParlaMint-BA.txt/2013/ParlaMint-BA_2013-12-30-2.txt\n",
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      "ParlaMint-BA.txt/2013/ParlaMint-BA_2013-09-12-0.txt\n",
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      "ParlaMint-BA.txt/2013/ParlaMint-BA_2013-12-30-2-meta.tsv\n",
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      "ParlaMint-BA.txt/2013/ParlaMint-BA_2013-03-26-0.txt\n",
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      "ParlaMint-BA.txt/2013/ParlaMint-BA_2013-01-17-0-meta.tsv\n",
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      "ParlaMint-BA.txt/2013/ParlaMint-BA_2013-06-06-0.txt\n",
      "ParlaMint-BA.txt/2013/ParlaMint-BA_2013-11-20-0.txt\n",
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      "ParlaMint-BA.txt/2013/ParlaMint-BA_2013-01-03-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2013/ParlaMint-BA_2013-07-23-0.txt\n",
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      "ParlaMint-BA.txt/2013/ParlaMint-BA_2013-10-28-0-meta.tsv\n",
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      "ParlaMint-BA.txt/2013/ParlaMint-BA_2013-12-16-1.txt\n",
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      "ParlaMint-BA.txt/2000/\n",
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      "ParlaMint-BA.txt/2000/ParlaMint-BA_2000-01-17-0.txt\n",
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      "ParlaMint-BA.txt/2000/ParlaMint-BA_2000-03-30-0.txt\n",
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      "ParlaMint-BA.txt/2016/\n",
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      "ParlaMint-BA.txt/2002/\n",
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      "ParlaMint-BA.txt/2021/\n",
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      "ParlaMint-BA.txt/2022/\n",
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      "ParlaMint-BA.txt/2015/ParlaMint-BA_2015-06-30-0-meta.tsv\n",
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      "ParlaMint-BA.txt/2015/ParlaMint-BA_2015-10-14-0.txt\n",
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      "ParlaMint-BA.txt/2015/ParlaMint-BA_2015-09-17-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2015/ParlaMint-BA_2015-03-25-0-meta.tsv\n",
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      "ParlaMint-BA.txt/2015/ParlaMint-BA_2015-02-23-1.txt\n",
      "ParlaMint-BA.txt/2015/ParlaMint-BA_2015-06-23-0.txt\n",
      "ParlaMint-BA.txt/2015/ParlaMint-BA_2015-09-17-0.txt\n",
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      "ParlaMint-BA.txt/2015/ParlaMint-BA_2015-12-30-1-meta-en.tsv\n",
      "ParlaMint-BA.txt/2015/ParlaMint-BA_2015-10-14-0-meta.tsv\n",
      "ParlaMint-BA.txt/2015/ParlaMint-BA_2015-02-26-1-meta-en.tsv\n",
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      "ParlaMint-BA.txt/2015/ParlaMint-BA_2015-06-10-0.txt\n",
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      "ParlaMint-BA.txt/2015/ParlaMint-BA_2015-07-30-0.txt\n",
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      "ParlaMint-BA.txt/2015/ParlaMint-BA_2015-09-16-0.txt\n",
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      "ParlaMint-BA.txt/2015/ParlaMint-BA_2015-12-10-1.txt\n",
      "ParlaMint-BA.txt/2015/ParlaMint-BA_2015-03-11-0-meta-en.tsv\n",
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      "ParlaMint-BA.txt/2015/ParlaMint-BA_2015-12-30-1.txt\n",
      "ParlaMint-BA.txt/2015/ParlaMint-BA_2015-10-14-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2015/ParlaMint-BA_2015-10-07-0-meta.tsv\n",
      "ParlaMint-BA.txt/2015/ParlaMint-BA_2015-02-16-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2015/ParlaMint-BA_2015-11-10-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2015/ParlaMint-BA_2015-04-08-0-meta-en.tsv\n",
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      "ParlaMint-BA.txt/2015/ParlaMint-BA_2015-03-31-0.txt\n",
      "ParlaMint-BA.txt/2015/ParlaMint-BA_2015-04-08-0.txt\n",
      "ParlaMint-BA.txt/1999/\n",
      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-10-06-0.txt\n",
      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-08-31-0.txt\n",
      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-02-25-0-meta.tsv\n",
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      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-10-05-0-meta.tsv\n",
      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-06-09-0.txt\n",
      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-07-27-0.txt\n",
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      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-10-05-0.txt\n",
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      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-06-09-0-meta.tsv\n",
      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-11-23-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-12-01-0-meta.tsv\n",
      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-02-10-0-meta.tsv\n",
      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-01-22-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-08-31-1-meta-en.tsv\n",
      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-01-11-0.txt\n",
      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-12-01-0.txt\n",
      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-11-23-0.txt\n",
      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-10-06-0-meta.tsv\n",
      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-06-09-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-07-27-1-meta-en.tsv\n",
      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-07-27-0-meta.tsv\n",
      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-09-17-0-meta.tsv\n",
      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-12-01-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-07-27-1-meta.tsv\n",
      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-12-15-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-02-25-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-07-19-0-meta.tsv\n",
      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-07-27-1.txt\n",
      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-09-17-0.txt\n",
      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-11-11-0-meta.tsv\n",
      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-11-10-0-meta-en.tsv\n",
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      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-07-08-0.txt\n",
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      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-02-25-0.txt\n",
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      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-12-29-0.txt\n",
      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-12-15-0.txt\n",
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      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-08-31-0-meta-en.tsv\n",
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      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-08-31-1.txt\n",
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      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-12-03-0.txt\n",
      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-09-17-0-meta-en.tsv\n",
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      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-05-11-0.txt\n",
      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-07-19-0.txt\n",
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      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-01-22-0.txt\n",
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      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-05-18-0.txt\n",
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      "ParlaMint-BA.txt/1999/ParlaMint-BA_1999-07-19-0-meta-en.tsv\n",
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      "ParlaMint-BA.txt/2009/\n",
      "ParlaMint-BA.txt/2009/ParlaMint-BA_2009-11-04-0.txt\n",
      "ParlaMint-BA.txt/2009/ParlaMint-BA_2009-04-27-0-meta-en.tsv\n",
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      "ParlaMint-BA.txt/2009/ParlaMint-BA_2009-06-15-0.txt\n",
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      "ParlaMint-BA.txt/2009/ParlaMint-BA_2009-07-22-0.txt\n",
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      "ParlaMint-BA.txt/2009/ParlaMint-BA_2009-09-02-0.txt\n",
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      "ParlaMint-BA.txt/2009/ParlaMint-BA_2009-12-30-2.txt\n",
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      "ParlaMint-BA.txt/2009/ParlaMint-BA_2009-11-24-0.txt\n",
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      "ParlaMint-BA.txt/2009/ParlaMint-BA_2009-06-18-0.txt\n",
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      "ParlaMint-BA.txt/2009/ParlaMint-BA_2009-01-21-0.txt\n",
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      "ParlaMint-BA.txt/2009/ParlaMint-BA_2009-09-16-0.txt\n",
      "ParlaMint-BA.txt/2009/ParlaMint-BA_2009-06-15-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2009/ParlaMint-BA_2009-09-15-0.txt\n",
      "ParlaMint-BA.txt/2009/ParlaMint-BA_2009-03-04-0.txt\n",
      "ParlaMint-BA.txt/2009/ParlaMint-BA_2009-03-04-0-meta.tsv\n",
      "ParlaMint-BA.txt/2009/ParlaMint-BA_2009-12-30-1-meta.tsv\n",
      "ParlaMint-BA.txt/2009/ParlaMint-BA_2009-03-05-0.txt\n",
      "ParlaMint-BA.txt/2009/ParlaMint-BA_2009-12-30-0-meta.tsv\n",
      "ParlaMint-BA.txt/2009/ParlaMint-BA_2009-11-24-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2009/ParlaMint-BA_2009-10-01-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2009/ParlaMint-BA_2009-02-18-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2009/ParlaMint-BA_2009-11-04-0-meta.tsv\n",
      "ParlaMint-BA.txt/2009/ParlaMint-BA_2009-12-07-0.txt\n",
      "ParlaMint-BA.txt/2009/ParlaMint-BA_2009-04-29-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2009/ParlaMint-BA_2009-09-02-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2009/ParlaMint-BA_2009-02-26-0-meta.tsv\n",
      "ParlaMint-BA.txt/2009/ParlaMint-BA_2009-05-27-0-meta.tsv\n",
      "ParlaMint-BA.txt/2009/ParlaMint-BA_2009-06-10-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2009/ParlaMint-BA_2009-03-26-0-meta.tsv\n",
      "ParlaMint-BA.txt/2009/ParlaMint-BA_2009-02-18-0-meta.tsv\n",
      "ParlaMint-BA.txt/2009/ParlaMint-BA_2009-12-15-0.txt\n",
      "ParlaMint-BA.txt/2009/ParlaMint-BA_2009-12-16-0-meta.tsv\n",
      "ParlaMint-BA.txt/2009/ParlaMint-BA_2009-03-18-0.txt\n",
      "ParlaMint-BA.txt/2009/ParlaMint-BA_2009-09-15-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2009/ParlaMint-BA_2009-10-14-0-meta.tsv\n",
      "ParlaMint-BA.txt/2009/ParlaMint-BA_2009-06-15-0-meta.tsv\n",
      "ParlaMint-BA.txt/2009/ParlaMint-BA_2009-03-18-0-meta.tsv\n",
      "ParlaMint-BA.txt/2009/ParlaMint-BA_2009-05-20-0-meta.tsv\n",
      "ParlaMint-BA.txt/2009/ParlaMint-BA_2009-05-20-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2009/ParlaMint-BA_2009-10-14-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2009/ParlaMint-BA_2009-05-13-0-meta.tsv\n",
      "ParlaMint-BA.txt/2009/ParlaMint-BA_2009-04-29-0.txt\n",
      "ParlaMint-BA.txt/2018/\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-01-31-1-meta-en.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-09-11-0.txt\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-01-31-1-meta.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-02-20-1-meta-en.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-01-17-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-03-07-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-02-20-1.txt\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-04-18-0.txt\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-03-21-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-12-06-0-meta.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-09-17-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-07-05-1-meta.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-04-24-0.txt\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-07-26-1-meta-en.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-09-04-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-06-20-0-meta.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-09-17-0.txt\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-06-05-0.txt\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-03-21-0-meta.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-04-17-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-09-11-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-07-05-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-05-17-0-meta.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-02-20-0-meta.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-05-15-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-01-25-0.txt\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-02-20-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-05-17-0.txt\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-01-31-1.txt\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-07-27-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-05-17-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-04-24-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-01-31-0-meta.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-01-25-0-meta.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-05-15-0-meta.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-03-07-0-meta.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-01-25-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-04-18-0-meta.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-07-26-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-01-31-0.txt\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-12-06-0.txt\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-09-11-0-meta.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-06-05-0-meta.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-09-04-0.txt\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-07-05-0-meta.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-06-20-0.txt\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-07-26-0.txt\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-04-24-0-meta.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-04-26-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-07-05-0.txt\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-07-26-0-meta.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-04-18-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-07-27-0.txt\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-04-26-0-meta.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-07-05-1-meta-en.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-03-21-0.txt\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-04-17-0.txt\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-02-20-1-meta.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-07-27-0-meta.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-09-04-0-meta.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-09-17-0-meta.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-06-20-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-02-20-0.txt\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-12-06-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-07-05-1.txt\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-04-17-0-meta.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-03-07-0.txt\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-07-26-1-meta.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-05-30-0.txt\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-01-17-0.txt\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-06-05-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-05-15-0.txt\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-07-26-1.txt\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-01-31-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-04-26-0.txt\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-05-30-0-meta.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-05-30-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2018/ParlaMint-BA_2018-01-17-0-meta.tsv\n",
      "ParlaMint-BA.txt/2019/\n",
      "ParlaMint-BA.txt/2019/ParlaMint-BA_2019-12-20-0.txt\n",
      "ParlaMint-BA.txt/2019/ParlaMint-BA_2019-11-20-0-meta.tsv\n",
      "ParlaMint-BA.txt/2019/ParlaMint-BA_2019-06-26-0-meta.tsv\n",
      "ParlaMint-BA.txt/2019/ParlaMint-BA_2019-06-14-0-meta.tsv\n",
      "ParlaMint-BA.txt/2019/ParlaMint-BA_2019-03-13-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2019/ParlaMint-BA_2019-03-13-0.txt\n",
      "ParlaMint-BA.txt/2019/ParlaMint-BA_2019-12-23-0-meta.tsv\n",
      "ParlaMint-BA.txt/2019/ParlaMint-BA_2019-11-20-0.txt\n",
      "ParlaMint-BA.txt/2019/ParlaMint-BA_2019-06-24-0.txt\n",
      "ParlaMint-BA.txt/2019/ParlaMint-BA_2019-06-26-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2019/ParlaMint-BA_2019-12-05-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2019/ParlaMint-BA_2019-12-20-1-meta-en.tsv\n",
      "ParlaMint-BA.txt/2019/ParlaMint-BA_2019-12-23-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2019/ParlaMint-BA_2019-12-20-1-meta.tsv\n",
      "ParlaMint-BA.txt/2019/ParlaMint-BA_2019-12-20-0-meta.tsv\n",
      "ParlaMint-BA.txt/2019/ParlaMint-BA_2019-04-11-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2019/ParlaMint-BA_2019-06-24-0-meta.tsv\n",
      "ParlaMint-BA.txt/2019/ParlaMint-BA_2019-04-11-0-meta.tsv\n",
      "ParlaMint-BA.txt/2019/ParlaMint-BA_2019-06-26-0.txt\n",
      "ParlaMint-BA.txt/2019/ParlaMint-BA_2019-06-24-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2019/ParlaMint-BA_2019-12-23-0.txt\n",
      "ParlaMint-BA.txt/2019/ParlaMint-BA_2019-12-18-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2019/ParlaMint-BA_2019-02-28-0.txt\n",
      "ParlaMint-BA.txt/2019/ParlaMint-BA_2019-12-20-1.txt\n",
      "ParlaMint-BA.txt/2019/ParlaMint-BA_2019-12-18-0.txt\n",
      "ParlaMint-BA.txt/2019/ParlaMint-BA_2019-12-18-0-meta.tsv\n",
      "ParlaMint-BA.txt/2019/ParlaMint-BA_2019-03-13-0-meta.tsv\n",
      "ParlaMint-BA.txt/2019/ParlaMint-BA_2019-02-28-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2019/ParlaMint-BA_2019-04-11-0.txt\n",
      "ParlaMint-BA.txt/2019/ParlaMint-BA_2019-02-28-0-meta.tsv\n",
      "ParlaMint-BA.txt/2019/ParlaMint-BA_2019-12-05-0-meta.tsv\n",
      "ParlaMint-BA.txt/2019/ParlaMint-BA_2019-06-14-0.txt\n",
      "ParlaMint-BA.txt/2019/ParlaMint-BA_2019-11-20-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2019/ParlaMint-BA_2019-12-20-0-meta-en.tsv\n",
      "ParlaMint-BA.txt/2019/ParlaMint-BA_2019-12-05-0.txt\n",
      "ParlaMint-BA.txt/2019/ParlaMint-BA_2019-06-14-0-meta-en.tsv\n"
     ]
    }
   ],
   "source": [
    "! tar -xzvf ParlaMint-BA.tgz"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's open first 3 rows of a single file, split it into sentences, and assign sentiment to them:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv(\"ParlaMint-BA.txt/1998/ParlaMint-BA_1998-11-26-0.txt\", sep=\"\\t\", names=[\"utterance\", \"text\"]).head(3)\n",
    "meta = pd.read_csv(\"ParlaMint-BA.txt/1998/ParlaMint-BA_1998-11-26-0-meta-en.tsv\", sep=\"\\t\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's construct a function that will split the input text into sentences. We will use the Croatian pipeline for this as it should work for BA as well."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Downloading https://raw.githubusercontent.com/clarinsi/classla-resources/main/resources_1.0.1.json: 10.3kB [00:00, 15.4MB/s]                   \n",
      "2024-06-13 10:20:15 INFO: Downloading these customized packages for language: hr (Croatian)...\n",
      "========================\n",
      "| Processor | Package  |\n",
      "------------------------\n",
      "| tokenize  | standard |\n",
      "| pos       | standard |\n",
      "| lemma     | standard |\n",
      "| depparse  | standard |\n",
      "| ner       | standard |\n",
      "| pretrain  | standard |\n",
      "========================\n",
      "\n",
      "2024-06-13 10:20:15 INFO: File exists: /home/peterr/classla_resources/hr/pos/standard.pt.\n",
      "2024-06-13 10:20:16 INFO: File exists: /home/peterr/classla_resources/hr/lemma/standard.pt.\n",
      "2024-06-13 10:20:16 INFO: File exists: /home/peterr/classla_resources/hr/depparse/standard.pt.\n",
      "2024-06-13 10:20:16 INFO: File exists: /home/peterr/classla_resources/hr/ner/standard.pt.\n",
      "2024-06-13 10:20:17 INFO: File exists: /home/peterr/classla_resources/hr/pretrain/standard.pt.\n",
      "2024-06-13 10:20:17 INFO: Finished downloading models and saved to /home/peterr/classla_resources.\n",
      "2024-06-13 10:20:17 INFO: Loading these models for language: hr (Croatian):\n",
      "========================\n",
      "| Processor | Package  |\n",
      "------------------------\n",
      "| tokenize  | standard |\n",
      "| pos       | standard |\n",
      "| lemma     | standard |\n",
      "| depparse  | standard |\n",
      "| ner       | standard |\n",
      "========================\n",
      "\n",
      "2024-06-13 10:20:17 INFO: Use device: gpu\n",
      "2024-06-13 10:20:17 INFO: Loading: tokenize\n",
      "2024-06-13 10:20:17 INFO: Loading: pos\n",
      "2024-06-13 10:20:18 INFO: Loading: lemma\n",
      "2024-06-13 10:20:23 INFO: Loading: depparse\n",
      "2024-06-13 10:20:24 INFO: Loading: ner\n",
      "2024-06-13 10:20:24 INFO: Done loading processors!\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['Dame i gospodo predlažem da počnemo sa radom.',\n",
       " 'Pripala mi je ugodna dužnost da otvorim Konstituirajuću sjednicu Predstavničkog doma Parlamentarne skupštine Bosne i Hercegovine.',\n",
       " 'Sačekat ćemo trenutak da uđu poslanici sa prostora Republike Srpske.',\n",
       " 'Od cjelokupnog sastava Predstavničkog doma Parlamenta Bosne i Hercegovine, koji broji 42 poslanika i u odnosu sa 28 sa prostora Federacije i 14 sa prostora Republike Srpske, prisutno je ukupno 34 poslanika, odnosno 26 sa prostora Federacije i 8 sa prostora Republike Srpske tj. imamo kvorum za pravovaljano odlučivanje i rad ovog Predstavničkog doma, ove sjednice.',\n",
       " 'Prije svega dozvolite mi da pozdravim novoizabrane poslanike i zastupnike i zaželim puno uspjeha u vršenju ove odgovorne funkcije.',\n",
       " 'Posebno pozdravljam članove Predsjedništva Bosne i Hercegovine gospodina Radišića, gospodina Izetbegovića i gospodina Jelavića, dopredsjedavajuće potpredsjednika i članove Vijeća ministara ovdje prisutne, a zatim ambasdora Westendorpa, visokog predstavnika UN u BiH, ambasadora Šumahera, takođe predstavnika OHR-a njenu ekselenciju gospođu Elizabet Ren, predstavnika OSCE-a i drugih međunarodnih organizacija, predstavnike diplomatskog kora u BiH, predstavnike političkih stranaka koje imaju svoje poslanike odnosno zastupnike u Predstavničkom domu i sve ostale koje prisustvuju današnjoj sjednici.',\n",
       " 'U pripremi ove sjednice Predstavničkog doma, predstavnici svih 10 stranaka koji imaju svoje poslanike u Predstavničkom domu imali su dva konstitutivna sastanka, jedan održan prije početka ove sjednice.',\n",
       " 'Na tim konsultativnim sastancima dogovorili smo se o dnevnom redu današnjeg zasjedanja i ja ovaj put pročitat ću dnevni red kako su se dogovorili predstavnici stranaka.',\n",
       " 'Radi se o Konstituirajućoj sjendici Predstavničkog doma sa slijedećim dnevnim redom 1. Izbor Verifikacione komisije, 2. Verifikacija mandata poslanika, 3. Davanje svečane izjave, 4. Izbor predsjedavajućeg i zamjenika predsjedavajućeg Predstavničkog doma Parlamentarne skupštine Bosne i Hercegovine.',\n",
       " 'Pred poslanike stalvjam ovaj dnevni red na usvajanje i pozivam poslanike da dizanjem ruku se izjasni, ko je za ovakav predloženi dnevni red?',\n",
       " 'Dakle, svi prisutni poslanici tj. 34 glasa su za ovakav predloženi dnevni red i konstatujem da je prijedlog dnevnog reda usvojen.',\n",
       " '2 Prelazimo na 1. tačku dnevnog reda Tokom ovih sastanaka koje smo imali između predstavnika parlamentarnih stranaka usaglasili smo da u skladu sa Privremenim poslovnikom o radu Predstavničkog doma Verifiakciona komisija broji ukupno pet članova, zstupljenost da bude zadovoljena i sa prostora entiteta da budu sve uglavnom višestranački sastav Komisije, kao i svih budućih koje ćemo imenovati i sastav uz zadovoljavanje svih kriterija prijedlog predstavnika parlamentarnihs tranaka i da Komisija bude u slijedećem sastavu Jozo Leutar, Miodrag Deretić Alma Čolo, Ivo Divković i Vito Rakić.',\n",
       " 'Pitam poslanike da li ima prijedloga za proširenje ili neki novi prijedlog u sastavu Verifikacione komisije, gospodin Dokić se javlja.',\n",
       " 'Izvolite.']"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import classla, conllu\n",
    "classla.download(\"hr\")\n",
    "nlp = classla.Pipeline(\"hr\")\n",
    "\n",
    "def split_into_sentences(s: str)-> list[str]:\n",
    "    doc = nlp(s)\n",
    "    parsed = conllu.parse(doc.to_conll())\n",
    "    return [i.metadata.get(\"text\") for i in parsed]\n",
    "split_into_sentences(df.text[0])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's split the text in the `text` columns and save it in `sentences` column. We will also calculate lengths of sentences."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"sentences\"] = df.text.apply(split_into_sentences)\n",
    "df[\"lengths\"] = df.sentences.apply(lambda l: [len(i) for i in l])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The cell below sets up the parlasent sentiment regression model and tests it on two random sentences:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/peterr/mambaforge/envs/sentiment/lib/python3.11/site-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n",
      "  warnings.warn(\n",
      "/home/peterr/mambaforge/envs/sentiment/lib/python3.11/site-packages/simpletransformers/classification/classification_model.py:484: UserWarning: use_multiprocessing automatically disabled as xlmroberta fails when using multiprocessing for feature conversion.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f48094682138404bb9d6f2290fa00722",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b6281e3cf2db4b3fbf95b66f325cc260",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(array([3.05859375, 3.49023438]), array([3.05859375, 3.49023438]))"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from simpletransformers.classification import ClassificationModel, ClassificationArgs\n",
    "import torch\n",
    "model_args = ClassificationArgs(\n",
    "        regression=True,\n",
    "    )\n",
    "model = ClassificationModel(model_type=\"xlmroberta\", model_name=\"classla/xlm-r-parlasent\",use_cuda=torch.cuda.is_available(), num_labels=1,args=model_args)\n",
    "model.predict([\n",
    "    \"This is where sentences to be evaluated can be passed to the model.\",\n",
    "    \"The model returns scores from 0-5, with 0 meaning negative sentiment and 5 positive sentiment.\"\n",
    "], )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To deploy the model we will first gather all sentences into a list and pass it to the model. We will store the scores in a dictionary as {sentence: score}."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c58da1caf28e489abe702d495d3df68a",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "10f4060ec39841669326c817cc958536",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "all_sentences = [sentence for list_of_sentences in df.sentences for sentence in list_of_sentences]\n",
    "logits, _ = model.predict(all_sentences)\n",
    "mapper = {s:l for s, l in zip(all_sentences, logits)}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's assign sentiment scores to all the sentences in the sentences column:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"logits\"] = df.sentences.apply(lambda l: [mapper[i] for i in l])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For every row, we will calculate two averages: simple average of the scores and a length-weighted average:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "from numpy import average\n",
    "df[\"logits_averaged\"] = df.logits.apply(average)\n",
    "df[\"logits_pondered\"] = df.apply(lambda row: average(row[\"logits\"], weights=row[\"lengths\"]), axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's look how our dataframe looks like:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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>utterance</th>\n",
       "      <th>text</th>\n",
       "      <th>sentences</th>\n",
       "      <th>lengths</th>\n",
       "      <th>logits</th>\n",
       "      <th>logits_averaged</th>\n",
       "      <th>logits_pondered</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ParlaMint-BA_1998-11-26-0.u775</td>\n",
       "      <td>Dame i gospodo predlažem da počnemo sa radom. ...</td>\n",
       "      <td>[Dame i gospodo predlažem da počnemo sa radom....</td>\n",
       "      <td>[45, 129, 68, 364, 130, 598, 201, 168, 298, 14...</td>\n",
       "      <td>[4.2109375, 4.1484375, 3.224609375, 3.55664062...</td>\n",
       "      <td>3.801200</td>\n",
       "      <td>3.865108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ParlaMint-BA_1998-11-26-0.u777</td>\n",
       "      <td>Ja bih imao samo jednu korekciju do ovog trenu...</td>\n",
       "      <td>[Ja bih imao samo jednu korekciju do ovog tren...</td>\n",
       "      <td>[121]</td>\n",
       "      <td>[3.0234375]</td>\n",
       "      <td>3.023438</td>\n",
       "      <td>3.023438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ParlaMint-BA_1998-11-26-0.u778</td>\n",
       "      <td>Zahvaljujem, ima li još prijedloga i sugesitja...</td>\n",
       "      <td>[Zahvaljujem, ima li još prijedloga i sugesitj...</td>\n",
       "      <td>[47, 13, 227, 119, 122, 339, 342, 123, 106]</td>\n",
       "      <td>[3.48046875, 1.7783203125, 4.8046875, 3.685546...</td>\n",
       "      <td>3.186957</td>\n",
       "      <td>3.314663</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        utterance  \\\n",
       "0  ParlaMint-BA_1998-11-26-0.u775   \n",
       "1  ParlaMint-BA_1998-11-26-0.u777   \n",
       "2  ParlaMint-BA_1998-11-26-0.u778   \n",
       "\n",
       "                                                text  \\\n",
       "0  Dame i gospodo predlažem da počnemo sa radom. ...   \n",
       "1  Ja bih imao samo jednu korekciju do ovog trenu...   \n",
       "2  Zahvaljujem, ima li još prijedloga i sugesitja...   \n",
       "\n",
       "                                           sentences  \\\n",
       "0  [Dame i gospodo predlažem da počnemo sa radom....   \n",
       "1  [Ja bih imao samo jednu korekciju do ovog tren...   \n",
       "2  [Zahvaljujem, ima li još prijedloga i sugesitj...   \n",
       "\n",
       "                                             lengths  \\\n",
       "0  [45, 129, 68, 364, 130, 598, 201, 168, 298, 14...   \n",
       "1                                              [121]   \n",
       "2        [47, 13, 227, 119, 122, 339, 342, 123, 106]   \n",
       "\n",
       "                                              logits  logits_averaged  \\\n",
       "0  [4.2109375, 4.1484375, 3.224609375, 3.55664062...         3.801200   \n",
       "1                                        [3.0234375]         3.023438   \n",
       "2  [3.48046875, 1.7783203125, 4.8046875, 3.685546...         3.186957   \n",
       "\n",
       "   logits_pondered  \n",
       "0         3.865108  \n",
       "1         3.023438  \n",
       "2         3.314663  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next we join the metadata we obtain from the metadata file:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "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>utterance</th>\n",
       "      <th>text</th>\n",
       "      <th>sentences</th>\n",
       "      <th>lengths</th>\n",
       "      <th>logits</th>\n",
       "      <th>logits_averaged</th>\n",
       "      <th>logits_pondered</th>\n",
       "      <th>Text_ID</th>\n",
       "      <th>ID</th>\n",
       "      <th>Title</th>\n",
       "      <th>...</th>\n",
       "      <th>Speaker_MP</th>\n",
       "      <th>Speaker_minister</th>\n",
       "      <th>Speaker_party</th>\n",
       "      <th>Speaker_party_name</th>\n",
       "      <th>Party_status</th>\n",
       "      <th>Party_orientation</th>\n",
       "      <th>Speaker_ID</th>\n",
       "      <th>Speaker_name</th>\n",
       "      <th>Speaker_gender</th>\n",
       "      <th>Speaker_birth</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ParlaMint-BA_1998-11-26-0.u775</td>\n",
       "      <td>Dame i gospodo predlažem da počnemo sa radom. ...</td>\n",
       "      <td>[Dame i gospodo predlažem da počnemo sa radom....</td>\n",
       "      <td>[45, 129, 68, 364, 130, 598, 201, 168, 298, 14...</td>\n",
       "      <td>[4.2109375, 4.1484375, 3.224609375, 3.55664062...</td>\n",
       "      <td>3.801200</td>\n",
       "      <td>3.865108</td>\n",
       "      <td>ParlaMint-BA_1998-11-26-0</td>\n",
       "      <td>ParlaMint-BA_1998-11-26-0.u775</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>MP</td>\n",
       "      <td>notMinister</td>\n",
       "      <td>KCD_BiH</td>\n",
       "      <td>Koalicija za cjelovitu i demokratsku BiH</td>\n",
       "      <td>Coalition</td>\n",
       "      <td>-</td>\n",
       "      <td>GenjacHalid</td>\n",
       "      <td>Genjac, Halid</td>\n",
       "      <td>M</td>\n",
       "      <td>1958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ParlaMint-BA_1998-11-26-0.u777</td>\n",
       "      <td>Ja bih imao samo jednu korekciju do ovog trenu...</td>\n",
       "      <td>[Ja bih imao samo jednu korekciju do ovog tren...</td>\n",
       "      <td>[121]</td>\n",
       "      <td>[3.0234375]</td>\n",
       "      <td>3.023438</td>\n",
       "      <td>3.023438</td>\n",
       "      <td>ParlaMint-BA_1998-11-26-0</td>\n",
       "      <td>ParlaMint-BA_1998-11-26-0.u777</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>MP</td>\n",
       "      <td>notMinister</td>\n",
       "      <td>Sloga</td>\n",
       "      <td>Sloga</td>\n",
       "      <td>Coalition</td>\n",
       "      <td>-</td>\n",
       "      <td>DokićBranko</td>\n",
       "      <td>Dokić, Branko</td>\n",
       "      <td>M</td>\n",
       "      <td>1949</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ParlaMint-BA_1998-11-26-0.u778</td>\n",
       "      <td>Zahvaljujem, ima li još prijedloga i sugesitja...</td>\n",
       "      <td>[Zahvaljujem, ima li još prijedloga i sugesitj...</td>\n",
       "      <td>[47, 13, 227, 119, 122, 339, 342, 123, 106]</td>\n",
       "      <td>[3.48046875, 1.7783203125, 4.8046875, 3.685546...</td>\n",
       "      <td>3.186957</td>\n",
       "      <td>3.314663</td>\n",
       "      <td>ParlaMint-BA_1998-11-26-0</td>\n",
       "      <td>ParlaMint-BA_1998-11-26-0.u778</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>MP</td>\n",
       "      <td>notMinister</td>\n",
       "      <td>KCD_BiH</td>\n",
       "      <td>Koalicija za cjelovitu i demokratsku BiH</td>\n",
       "      <td>Coalition</td>\n",
       "      <td>-</td>\n",
       "      <td>GenjacHalid</td>\n",
       "      <td>Genjac, Halid</td>\n",
       "      <td>M</td>\n",
       "      <td>1958</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        utterance  \\\n",
       "0  ParlaMint-BA_1998-11-26-0.u775   \n",
       "1  ParlaMint-BA_1998-11-26-0.u777   \n",
       "2  ParlaMint-BA_1998-11-26-0.u778   \n",
       "\n",
       "                                                text  \\\n",
       "0  Dame i gospodo predlažem da počnemo sa radom. ...   \n",
       "1  Ja bih imao samo jednu korekciju do ovog trenu...   \n",
       "2  Zahvaljujem, ima li još prijedloga i sugesitja...   \n",
       "\n",
       "                                           sentences  \\\n",
       "0  [Dame i gospodo predlažem da počnemo sa radom....   \n",
       "1  [Ja bih imao samo jednu korekciju do ovog tren...   \n",
       "2  [Zahvaljujem, ima li još prijedloga i sugesitj...   \n",
       "\n",
       "                                             lengths  \\\n",
       "0  [45, 129, 68, 364, 130, 598, 201, 168, 298, 14...   \n",
       "1                                              [121]   \n",
       "2        [47, 13, 227, 119, 122, 339, 342, 123, 106]   \n",
       "\n",
       "                                              logits  logits_averaged  \\\n",
       "0  [4.2109375, 4.1484375, 3.224609375, 3.55664062...         3.801200   \n",
       "1                                        [3.0234375]         3.023438   \n",
       "2  [3.48046875, 1.7783203125, 4.8046875, 3.685546...         3.186957   \n",
       "\n",
       "   logits_pondered                    Text_ID                              ID  \\\n",
       "0         3.865108  ParlaMint-BA_1998-11-26-0  ParlaMint-BA_1998-11-26-0.u775   \n",
       "1         3.023438  ParlaMint-BA_1998-11-26-0  ParlaMint-BA_1998-11-26-0.u777   \n",
       "2         3.314663  ParlaMint-BA_1998-11-26-0  ParlaMint-BA_1998-11-26-0.u778   \n",
       "\n",
       "   Title  ... Speaker_MP Speaker_minister Speaker_party  \\\n",
       "0    NaN  ...         MP      notMinister       KCD_BiH   \n",
       "1    NaN  ...         MP      notMinister         Sloga   \n",
       "2    NaN  ...         MP      notMinister       KCD_BiH   \n",
       "\n",
       "                         Speaker_party_name Party_status Party_orientation  \\\n",
       "0  Koalicija za cjelovitu i demokratsku BiH    Coalition                 -   \n",
       "1                                     Sloga    Coalition                 -   \n",
       "2  Koalicija za cjelovitu i demokratsku BiH    Coalition                 -   \n",
       "\n",
       "    Speaker_ID   Speaker_name Speaker_gender Speaker_birth  \n",
       "0  GenjacHalid  Genjac, Halid              M          1958  \n",
       "1  DokićBranko  Dokić, Branko              M          1949  \n",
       "2  GenjacHalid  Genjac, Halid              M          1958  \n",
       "\n",
       "[3 rows x 30 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged = df.merge(meta, left_on=\"utterance\", right_on=\"ID\", how=\"left\")\n",
    "merged.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, let's add columns `char_lenght` and `country`, and report the columns in the exact order as we get them in the prepared sample:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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>newdoc id</th>\n",
       "      <th>logits_pondered</th>\n",
       "      <th>logits_averaged</th>\n",
       "      <th>char_length</th>\n",
       "      <th>country</th>\n",
       "      <th>Text_ID</th>\n",
       "      <th>ID</th>\n",
       "      <th>Title</th>\n",
       "      <th>Date</th>\n",
       "      <th>Body</th>\n",
       "      <th>...</th>\n",
       "      <th>Speaker_MP</th>\n",
       "      <th>Speaker_minister</th>\n",
       "      <th>Speaker_party</th>\n",
       "      <th>Speaker_party_name</th>\n",
       "      <th>Party_status</th>\n",
       "      <th>Party_orientation</th>\n",
       "      <th>Speaker_ID</th>\n",
       "      <th>Speaker_name</th>\n",
       "      <th>Speaker_gender</th>\n",
       "      <th>Speaker_birth</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ParlaMint-BA_1998-11-26-0.u775</td>\n",
       "      <td>3.865108</td>\n",
       "      <td>3.801200</td>\n",
       "      <td>3002</td>\n",
       "      <td>BA</td>\n",
       "      <td>ParlaMint-BA_1998-11-26-0</td>\n",
       "      <td>ParlaMint-BA_1998-11-26-0.u775</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1998-11-26</td>\n",
       "      <td>Unicameralism</td>\n",
       "      <td>...</td>\n",
       "      <td>MP</td>\n",
       "      <td>notMinister</td>\n",
       "      <td>KCD_BiH</td>\n",
       "      <td>Koalicija za cjelovitu i demokratsku BiH</td>\n",
       "      <td>Coalition</td>\n",
       "      <td>-</td>\n",
       "      <td>GenjacHalid</td>\n",
       "      <td>Genjac, Halid</td>\n",
       "      <td>M</td>\n",
       "      <td>1958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ParlaMint-BA_1998-11-26-0.u777</td>\n",
       "      <td>3.023438</td>\n",
       "      <td>3.023438</td>\n",
       "      <td>121</td>\n",
       "      <td>BA</td>\n",
       "      <td>ParlaMint-BA_1998-11-26-0</td>\n",
       "      <td>ParlaMint-BA_1998-11-26-0.u777</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1998-11-26</td>\n",
       "      <td>Unicameralism</td>\n",
       "      <td>...</td>\n",
       "      <td>MP</td>\n",
       "      <td>notMinister</td>\n",
       "      <td>Sloga</td>\n",
       "      <td>Sloga</td>\n",
       "      <td>Coalition</td>\n",
       "      <td>-</td>\n",
       "      <td>DokićBranko</td>\n",
       "      <td>Dokić, Branko</td>\n",
       "      <td>M</td>\n",
       "      <td>1949</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ParlaMint-BA_1998-11-26-0.u778</td>\n",
       "      <td>3.314663</td>\n",
       "      <td>3.186957</td>\n",
       "      <td>1438</td>\n",
       "      <td>BA</td>\n",
       "      <td>ParlaMint-BA_1998-11-26-0</td>\n",
       "      <td>ParlaMint-BA_1998-11-26-0.u778</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1998-11-26</td>\n",
       "      <td>Unicameralism</td>\n",
       "      <td>...</td>\n",
       "      <td>MP</td>\n",
       "      <td>notMinister</td>\n",
       "      <td>KCD_BiH</td>\n",
       "      <td>Koalicija za cjelovitu i demokratsku BiH</td>\n",
       "      <td>Coalition</td>\n",
       "      <td>-</td>\n",
       "      <td>GenjacHalid</td>\n",
       "      <td>Genjac, Halid</td>\n",
       "      <td>M</td>\n",
       "      <td>1958</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        newdoc id  logits_pondered  logits_averaged  \\\n",
       "0  ParlaMint-BA_1998-11-26-0.u775         3.865108         3.801200   \n",
       "1  ParlaMint-BA_1998-11-26-0.u777         3.023438         3.023438   \n",
       "2  ParlaMint-BA_1998-11-26-0.u778         3.314663         3.186957   \n",
       "\n",
       "   char_length country                    Text_ID  \\\n",
       "0         3002      BA  ParlaMint-BA_1998-11-26-0   \n",
       "1          121      BA  ParlaMint-BA_1998-11-26-0   \n",
       "2         1438      BA  ParlaMint-BA_1998-11-26-0   \n",
       "\n",
       "                               ID  Title        Date           Body  ...  \\\n",
       "0  ParlaMint-BA_1998-11-26-0.u775    NaN  1998-11-26  Unicameralism  ...   \n",
       "1  ParlaMint-BA_1998-11-26-0.u777    NaN  1998-11-26  Unicameralism  ...   \n",
       "2  ParlaMint-BA_1998-11-26-0.u778    NaN  1998-11-26  Unicameralism  ...   \n",
       "\n",
       "  Speaker_MP Speaker_minister Speaker_party  \\\n",
       "0         MP      notMinister       KCD_BiH   \n",
       "1         MP      notMinister         Sloga   \n",
       "2         MP      notMinister       KCD_BiH   \n",
       "\n",
       "                         Speaker_party_name Party_status Party_orientation  \\\n",
       "0  Koalicija za cjelovitu i demokratsku BiH    Coalition                 -   \n",
       "1                                     Sloga    Coalition                 -   \n",
       "2  Koalicija za cjelovitu i demokratsku BiH    Coalition                 -   \n",
       "\n",
       "    Speaker_ID   Speaker_name Speaker_gender Speaker_birth  \n",
       "0  GenjacHalid  Genjac, Halid              M          1958  \n",
       "1  DokićBranko  Dokić, Branko              M          1949  \n",
       "2  GenjacHalid  Genjac, Halid              M          1958  \n",
       "\n",
       "[3 rows x 28 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_df = merged.assign(char_length=merged.lengths.apply(sum),\n",
    "              country=merged.utterance.apply(lambda s: s.split(\"-\")[1].split(\"_\")[0])).rename(columns={\n",
    "    \"utterance\": \"newdoc id\"\n",
    "}\n",
    ")[['newdoc id', 'logits_pondered', 'logits_averaged', 'char_length',\n",
    "       'country', 'Text_ID', 'ID', 'Title', 'Date', 'Body', 'Term', 'Session',\n",
    "       'Meeting', 'Sitting', 'Agenda', 'Subcorpus', 'Lang', 'Speaker_role',\n",
    "       'Speaker_MP', 'Speaker_minister', 'Speaker_party', 'Speaker_party_name',\n",
    "       'Party_status', 'Party_orientation', 'Speaker_ID', 'Speaker_name',\n",
    "       'Speaker_gender', 'Speaker_birth']]\n",
    "final_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, let's clean-up: remove all the downloaded files."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "!rm -r *BA*"
   ]
  }
 ],
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