02_prepare_fulltext.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "prepare-fulltext.ipynb",
      "provenance": [],
      "collapsed_sections": [
        "xvL5A9LN98Zk",
        "6ayLiAiXG5jP",
        "ijd2mY2qGy2x"
      ],
      "toc_visible": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ScxjCzRyuImi"
      },
      "source": [
        "## Mounting Google Drive\r\n",
        "\r\n",
        "The best way to get input text to-be-trained into the Colaboratory VM, and to get the trained model *out* of Colaboratory, is to route it through Google Drive *first*.\r\n",
        "\r\n",
        "Running this cell (which will only work in Colaboratory) will mount your personal Google Drive in the VM, which later cells can use to get data in/out. (it will ask for an auth code; that auth is not saved anywhere)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XXySTwMXt-_w",
        "outputId": "99cb5bca-7087-478d-f13a-82cc964b609c"
      },
      "source": [
        "from google.colab import drive\r\n",
        "import os\r\n",
        "\r\n",
        "drive.mount('/content/gdrive')  # Mounting GoogleDrive to the content folder\r\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Mounted at /content/gdrive\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nv1cODk7W4aE"
      },
      "source": [
        "Change Working Directory"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Pwn73wTnW1iP"
      },
      "source": [
        "os.chdir('gdrive/MyDrive/NLP_scientific-text-generation/')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "AoO0cMxmW8Tv"
      },
      "source": [
        "### Preparation of Data Table With Journal Title and Paper ID\r\n",
        "\r\n",
        "(You can skip this part if you ran it already once; just jump to the next part to simply import the table again.)\r\n",
        "\r\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "background_save": true
        },
        "id": "cmxSC0C2IIok",
        "outputId": "0cd3baa6-c209-4ba7-a016-f2c26ab825b6"
      },
      "source": [
        "import os\r\n",
        "import json\r\n",
        "\r\n",
        "dir = \"json/\"\r\n",
        "\r\n",
        "titles = []\r\n",
        "ids = []\r\n",
        "\r\n",
        "for f_name in os.listdir(\"./json\"):\r\n",
        "  if f_name.endswith(\".json\"):\r\n",
        "    path = os.path.join(dir, f_name)\r\n",
        "    with open(path, \"r\") as f:\r\n",
        "      data = json.load(f)\r\n",
        "      for obj in data[\"metadata\"]:\r\n",
        "        if obj[\"key\"] == \"dc.identifier.citation\":\r\n",
        "          titles.append(obj[\"value\"].split('|')[1][1:-1])\r\n",
        "          ids.append(f_name[:-5])\r\n",
        "\r\n",
        "print(titles)\r\n",
        "print(ids)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "['Foresight and STI Governance', 'CES Working Papers', 'Historical Social Research', 'CES Working Papers', 'Economics: The Open-Access, Open-Assessment E-Journal', 'International journal for equity in health', 'CES Working Papers', 'CES Working Papers', 'CES Working Papers', 'Foresight and STI Governance', 'Economics: The Open-Access, Open-Assessment E-Journal', 'CES Working Papers', 'Adolescent Research Review', 'Foresight-Russia', 'DANUBE: Law, Economics and Social Issues Review', 'CES Working Papers', 'CES Working Papers', 'CES Working Papers', 'Foresight and STI Governance', 'CES Working Papers', 'CES Working Papers', 'CES Working Papers', 'CES Working Papers', 'CES Working Papers', 'CES Working Papers', 'Foresight-Russia', 'CES Working Papers', 'Foresight and STI Governance', 'IASSIST Quarterly ', 'CES Working Papers', 'Economics: The Open-Access, Open-Assessment E-Journal', 'CES Working Papers', 'CES Working Papers', 'Geographica Helvetica', 'CES Working Papers', 'CES Working Papers', 'Applied Economics', 'Foresight and STI Governance', 'CES Working Papers', 'CES Working Papers', 'Foresight and STI Governance', 'CES Working Papers', 'Foresight and STI Governance', 'CES Working Papers', 'Economics: The Open-Access, Open-Assessment E-Journal', 'European Journal of Political Research', 'CES Working Papers', 'CES Working Papers', 'Zeitschrift für Inklusion', 'CES Working Papers', 'Foresight-Russia', 'Arbeit - Zeitschrift für Arbeitsforschung, Arbeitsgestaltung und Arbeitspolitik', 'CES Working Papers', 'Economics: The Open-Access, Open-Assessment E-Journal', 'Foresight-Russia', 'CES Working Papers', 'CES Working Papers', 'Foresight and STI Governance', 'CES Working Papers', 'CES Working Papers', 'CES Working Papers', 'CES Working Papers', 'CES Working Papers', 'International Political Sociology', 'CES Working Papers', 'CES Working Papers', 'Foresight and STI Governance', 'Foresight-Russia', 'CES Working Papers', 'CES Working Papers', 'Foresight-Russia', 'Vestnik RUDN: international relations', 'CES Working Papers', 'CES Working Papers', 'CES Working Papers', 'CES Working Papers', 'CES Working Papers', 'CES Working Papers', 'CES Working Papers', 'PRj - The Project Repository Journal', 'Foresight-Russia', 'CES Working Papers', 'CES Working Papers', 'CES Working Papers', 'CES Working Papers', 'CES Working Papers', 'CES Working Papers', 'CES Working Papers', 'CES Working Papers', 'Foresight-Russia', 'Journal for Labour Market Research', 'Games', 'Foresight and STI Governance', 'Applied Economics', 'International Journal for Re-Views in Empirical Economics (IREE)', 'Foresight and STI Governance', 'Foresight and STI Governance', 'Foresight and STI Governance', 'Foresight and STI Governance', 'Games', 'Games', 'European Planning Studies', 'Journal of Elections, Public Opinion and Parties', 'Games', 'Games', 'Foresight and STI Governance', 'Games', 'Applied Economics Letters', 'Foresight and STI Governance', 'British Journal of Industrial Relations', 'Foresight and STI Governance', 'Science Advances', 'Foresight and STI Governance', 'Games', 'Foresight and STI Governance', 'Health Economics Review', 'Sozial Extra', 'European Planning Studies', 'International Journal of Environmental Research and Public Health', 'Foresight and STI Governance', 'Games', 'Bio-based and Applied Economics', 'Foresight and STI Governance', 'Games', 'Foresight and STI Governance', 'Games', 'Sustainability', 'Foresight and STI Governance', 'Games', 'European Sociological Review', 'Journal for Labour Market Research', 'Social Cognitive and Affective Neuroscience', 'PLoS ONE', 'Foresight and STI Governance', 'Politics and Governance', 'Statistics Surveys', 'European Law Journal', 'Berliner Journal für Soziologie', 'Games', 'Journal for Labour Market Research', 'Games', 'Games', 'Journal for Labour Market Research', 'Cambridge Review of International Affairs', 'Journal for Labour Market Research', 'Foresight and STI Governance', 'Journal of European Public Policy', 'International Journal of Health Policy and Management', 'Games', 'Journal of European Public Policy', 'Journal for Labour Market Research', 'PLOS ONE', 'International Journal for Re-Views in Empirical Economics (IREE)', 'Games', 'Foresight and STI Governance', 'Contemporary Social Science', 'Games', 'Games', 'Foresight and STI Governance', 'Foresight and STI Governance', 'Foresight and STI Governance', 'Foresight and STI Governance', 'Journal of Marriage and Family', 'Science, Technology, & Human Values', 'International Journal of Environmental Research and Public Health', 'Games', 'Foresight and STI Governance', 'Journal for Labour Market Research', 'Journal for Labour Market Research', 'Foresight and STI Governance', 'Games', 'American Political Science Review', 'Games', 'Journal for Labour Market Research', 'Foresight and STI Governance', 'International Journal for Re-Views in Empirical Economics (IREE)', 'Education Economics', 'Foresight and STI Governance', 'Foresight and STI Governance', 'Games', 'Foresight and STI Governance', 'Games', 'NJAS - Wageningen Journal of Life Sciences', 'Palgrave Communications', 'European Journal of Political Research', 'Games', 'Foresight and STI Governance', 'Defence and Peace Economics', 'Games', 'Journal of European Public Policy', 'Foresight and STI Governance', 'Foresight and STI Governance', 'Palgrave Communications', 'Journal of Ethnic and Migration Studies', 'Foresight and STI Governance', 'Proceedings of the Weizenbaum Conference 2019 \"Challenges of Digital Inequality - Digital Education, Digital Work, Digital Life\"', 'Games', 'Jahrbücher für Nationalökonomie und Statistik', 'Foresight and STI Governance', 'Journal of Ethnic and Migration Studies', 'European Journal of Ageing', 'International Journal for Re-Views in Empirical Economics (IREE)', 'Games', 'New Political Economy', 'Games', 'Foresight and STI Governance', 'Games', 'Foresight and STI Governance', 'Games', 'Games', 'Games', 'Games', 'Foresight and STI Governance', 'Foresight and STI Governance', 'Foresight and STI Governance', 'Games', 'Foresight and STI Governance', 'Foresight and STI Governance', 'Journal for Labour Market Research', 'European Journal of Political Research', 'Foresight and STI Governance', 'Journal for Labour Market Research', 'Journal for Labour Market Research', 'Journal of Youth Studies', 'International Journal for Re-Views in Empirical Economics (IREE)', 'European Politics and Society', 'Journal of Economic Geograph', 'Social Indicators Research', 'Games', 'Foresight and STI Governance', 'Foresight and STI Governance', 'Foresight and STI Governance', 'Foresight and STI Governance', 'Games', 'Foresight and STI Governance', 'Foresight and STI Governance', 'Games', 'Foresight and STI Governance', 'Applied Spatial Analysis and Policy', 'Journal for Labour Market Research', 'Games', 'Forests', 'Party Politics', 'International Journal for Re-Views in Empirical Economics (IREE)', 'Frontiers in Psychology', 'Games', 'Steiner, Ilka', 'Foresight and STI Governance', 'Foresight and STI Governance', 'Foresight and STI Governance', 'European Societies', 'Proceedings of the Weizenbaum Conference 2019 \"Challenges of Digital Inequality - Digital Education, Digital Work, Digital Life\"', 'Journal for Labour Market Research', 'Foresight and STI Governance', 'Foresight and STI Governance', 'Foresight and STI Governance', 'PLoS ONE', 'Games', 'Foresight and STI Governance', 'Journal of Agricultural and Applied Economics', 'Foresight and STI Governance', 'Journal for Labour Market Research', 'Advances in Life Course Research', 'Journal for Labour Market Research', 'Games', 'Foresight and STI Governance', 'Games', 'Renewable Energy', 'Foresight and STI Governance', 'Large-scale Assessments in Education', 'TATuP - Zeitschrift für Technikfolgenabschätzung in Theorie und Praxis', 'Foresight and STI Governance', 'Foresight and STI Governance', 'Foresight and STI Governance', 'Foresight and STI Governance', 'Foresight and STI Governance', 'Social Inclusion', 'Games', 'Games', 'Foresight and STI Governance', 'Foresight and STI Governance', 'Games', 'Zeitschrift für Politikwissenschaft', 'Journal for Labour Market Research', 'Collabra: Psychology ', 'Games', 'Foresight and STI Governance', 'International Journal for Re-Views in Empirical Economics (IREE)', 'PLOS ONE', 'Social Indicators Research', 'Games', 'Games', 'Games', 'International Journal for Re-Views in Empirical Economics (IREE)', 'Journal for Labour Market Research', 'Foresight and STI Governance', 'West European Politics', 'Foresight and STI Governance', 'European Journal of Political Research', 'Representation', 'Foresight and STI Governance', 'Foresight and STI Governance', 'European Journal of Political Research', 'Foresight and STI Governance', 'Applied Energy', 'Games', 'Population, Space and Place ', 'Games', 'Agricultural and Resource Economics', 'Foresight and STI Governance', 'Games', 'Games', 'Foresight and STI Governance', 'Journal for Labour Market Research', 'Foresight and STI Governance', 'Journal of Ethnic and Migration Studies', 'Scientific Reports', 'Foresight and STI Governance', 'Games', 'West European Politics', 'Politics and Governance', 'Foresight and STI Governance', 'Foresight and STI Governance', 'Foresight and STI Governance', 'Games', 'Foresight and STI Governance', 'Games', 'Foresight and STI Governance', 'European Planning Studies', 'Journal of Studies in International Education', 'Foresight and STI Governance', 'Discrete Dynamics in Nature and Society', 'International Journal of Scientific & Technology Research', 'Foresight and STI Governance', 'Foresight and STI Governance', 'Games', 'Foresight and STI Governance', 'Scientific Reports', 'Proceedings of the Weizenbaum Conference 2019 \"Challenges of Digital Inequality - Digital Education, Digital Work, Digital Life\"', 'Games', 'Journal for Labour Market Research', 'Journal for Labour Market Research', 'Games', 'Games', 'Games', 'Frontiers in Psychology', 'Survey Methods: Insights from the Field', 'Foresight and STI Governance', 'Foresight and STI Governance', 'International Journal for Re-Views in Empirical Economics (IREE)', 'Sustainability', 'International Journal for Re-Views in Empirical Economics (IREE)', 'Journal for Labour Market Research', 'Games', 'Games', 'Games', 'Journal of the European Economic Association', 'Foresight and STI Governance', 'Biofuels, Bioproducts and Biorefining', 'Foresight and STI Governance', 'Games', 'Prostranstvennaya Ekonomika = Spatial Economics', 'Journal of Risk and Financial Management', 'Decision Analytics', 'Renewable Energy', 'Journal of Risk and Financial Management', 'Journal of Risk and Financial Management', 'Journal of Risk and Financial Management', 'Journal of Eastern Europe Research in Business and Economics', 'Decision Analytics', 'Journal of Risk and Financial Management', 'Journal of Risk and Financial Management', 'PLOS ONE', 'Journal of Risk and Financial Management', 'Journal of Risk and Financial Management', 'Eastern Journal of European Studies', 'Journal of Risk and Financial Management', 'International Journal for Re-Views in Empirical Economics (IREE)', 'UCL Journal of Law & Jurisprudence', 'Journal of Risk and Financial Management', 'Policy Sciences', 'Publications', 'Comparative Economic Studies', 'International Journal for Re-Views in Empirical Economics (IREE)', 'Journal of Economics, Finance and Administrative Science', 'Journal of Economics, Finance and Administrative Science', 'Journal of Maps', 'Journal of Developmental Entrepreneurship', 'International Journal for Re-Views in Empirical Economics (IREE)', 'Journal of Economics, Finance and Administrative Science', 'Scientific Reports ', 'Journal of Risk and Financial Management', 'Journal of Risk and Financial Management', 'The Energy Journal ', 'Journal of Economics, Finance and Administrative Science', 'Journal of Risk and Financial Management', 'Journal of Risk and Financial Management', 'British Journal of Economics, Management & Trade', 'Journal of Economics, Finance and Administrative Science', 'Journal of Economics, Finance and Administrative Science', 'PLoS ONE', 'Journal of Risk and Financial Management', 'Education Economics', 'The Energy Journal', 'IZA Journal of Labor & Development', 'Water', 'Journal of Risk and Financial Management', 'International Journal of Environmental Research and Public Health', 'PLOS ONE', 'Scientific Data', 'Journal of Risk and Financial Management', 'Journal of Risk and Financial Management', 'Energy Strategy Reviews', 'PLoS ONE', 'International Journal of Sciences', 'Journal of Risk and Financial Management', 'Journal of Risk and Financial Management', 'Journal of Risk and Financial Management', 'Food Policy', 'Baltic Journal of Economics', 'Energies', 'British Journal of Economics, Management & Trade', 'Resources', 'Journal of Risk and Financial Management', 'Journal of Risk and Financial Management', 'Journal of Land Use Science', 'British Journal of Economics, Management & Trade', 'Green Finance', 'Journal of Risk and Financial Management', 'International Journal of Environmental Research and Public Health', 'Journal of Risk and Financial Management', 'Journal of Risk and Financial Management', 'Journal of Risk and Financial Management', 'Journal of Marriage and Family', 'Journal of Risk and Financial Management', 'Journal of Risk and Financial Management', 'Journal of Risk and Financial Management', 'International Journal for Re-Views in Empirical Economics (IREE)', 'Journal of Risk and Financial Management', 'Journal of Risk and Financial Management', 'Scientific Reports', 'Journal of Risk and Financial Management', 'PLOS ONE', 'Decision Analytics', 'Journal of Risk and Financial Management', 'International Journal for Re-Views in Empirical Economics (IREE)', 'Journal of Eastern Europe Research in Business and Economics', 'Economics of Innovation and New Technology', 'Journal of Risk and Financial Management', 'Energy Strategy Reviews', 'Applied Economics', 'Applied Economics', 'Journal of Risk and Financial Management', 'Remote Sensing', 'publications', 'Journal of Risk and Financial Management', 'Journal of Risk and Financial Management', 'International Journal for Re-Views in Empirical Economics (IREE)', 'Journal of Risk and Financial Management', 'Journal of Risk and Financial Management', 'PLOS ONE', 'PLOS ONE', 'International Journal of Economics and Finance', 'Research Policy', 'PLOS ONE', 'Global Food Security', 'Food Security', 'Journal of Risk and Financial Management', 'Applied Energy', 'Journal of Risk and Financial Management', 'Palgrave Communications', 'PLOS ONE', '17th International Conference on Scientometrics & Informetrics (ISSI 2019), September 2-5, 2019,  Sapienza University, Rome, Italy', 'Journal of Personality', 'Economic Systems Research', 'Large-scale Assessments in Education', 'TATuP-Zeitschrift für Technikfolgenabschätzung in Theorie und Praxis', 'altmetrics17. The dependencies of altmetrics. The 2017 Altmetrics Workshop, Toronto, 26 September 201', 'Journal of Risk and Financial Management', 'Journal of Risk and Financial Management', 'Journal of Economics, Finance and Administrative Science', 'Journal of Economics, Finance and Administrative Science', 'The Energy Journal', 'Journal of Risk and Financial Management', 'Journal of Economics, Finance and Administrative Science', 'PLOS ONE', 'The Journal of Development Studies', 'disP - The Planning Review', 'Regional Studies', 'Decision Analytics', 'Journal of Risk and Financial Management', 'Journal of Economics, Finance and Administrative Science', 'Regional Studies', 'Journal of Economics, Finance and Administrative Science', 'Journal of Risk and Financial Management', 'Climate Policy', 'Journal of Risk and Financial Management', 'Journal of Economics, Finance and Administrative Science', 'Sustainability', 'Quantitative Finance and Economics ', 'Water', 'Journal of Land Use Science [ISSN:] 1747-4248', 'Informationspraxis', 'New Medit', 'New Medit', 'Frontiers in Psychology', 'Scientific Data', 'European Economic Review', 'Education Economics', 'Scandinavian Journal of Work, Environment & Health', 'Scientific Online Letters on the Atmosphere (SOLA)', 'Outlook on Agriculture', 'PLOS ONE', 'Technikfolgenabschätzung – Theorie und Praxis', 'LIBER Quarterly', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Journal of Marketing Management and Consumer Behavior', 'International Tax and Public Finance', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Asia Pacific Journal of Multidisciplinary Research', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Applied Economics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'PLOS ONE', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Transnational Corporations', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Ethnic and Racial Studies', 'African Journal of Agricultural Research', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'TATuP – Zeitschrift für Technikfolgenabschätzung in Theorie und Praxis ', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Review of Agricultural and Applied Economics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Applied Sciences', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Archiv Tierzucht = Archives Animal Breeding', 'Swiss Journal of Economics and Statistics', 'Energies', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'International Journal of Business and Management', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Asia Pacific Journal of Multidisciplinary Research', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Amfiteatru Economic Journal', 'Swiss Journal of Economics and Statistics', 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'10419-188968', '10419-179102', '10419-161793', '10419-161784', '10419-176534', '10419-179042', '10419-179110', '10419-179107', '10419-188983', '10419-188934', '10419-161792', '10419-161762', '10419-188966', '10419-179086', '10419-161779', '10419-179094', '10419-161802', '10419-161785', '10419-188984', '10419-161794', '10419-176505', '10419-188956', '10419-176493', '10419-169289', '10419-179068', '10419-161771', '10419-161766', '10419-179103', '10419-188953', '10419-161800', '10419-179088', '10419-179069', '10419-188964', '10419-161775', '10419-161756', '10419-161790', '10419-179079', '10419-162022', '10419-188977', '10419-161761', '10419-161798', '10419-188947', '10419-179081', '10419-179106', '10419-179062', '10419-169293', '10419-188948', '10419-179072', '10419-179050', '10419-179085', '10419-188943', '10419-188935', '10419-176504', '10419-161806', '10419-188982', '10419-179099', '10419-188985', '10419-188941', '10419-179071', '10419-161783', '10419-176528', '10419-161777', 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'10419-162020', '10419-176503', '10419-162030', '10419-188938', '10419-188979', '10419-169286', '10419-176517', '10419-176506', '10419-179049', '10419-161764', '10419-179101', '10419-169297', '10419-161768', '10419-161769', '10419-179046', '10419-179060', '10419-161796', '10419-179040', '10419-161807', '10419-161778', '10419-161774', '10419-188970', '10419-176530', '10419-179051', '10419-179074', '10419-162035', '10419-161772', '10419-161799', '10419-188942', '10419-188946', '10419-161773', '10419-161782', '10419-188967', '10419-179059', '10419-216690', '10419-169291', '10419-162027', '10419-179056', '10419-179100', '10419-179048', '10419-188962', '10419-161780', '10419-169301', '10419-179057', '10419-169284', '10419-162037', '10419-188971', '10419-169307', '10419-162026', '10419-176501', '10419-188972', '10419-179075', '10419-169288', '10419-161760', '10419-161787', '10419-161759', '10419-176519', '10419-188965', '10419-161803', '10419-176423', '10419-176542', '10419-194827', '10419-207793', '10419-207802', '10419-194367', '10419-207764', '10419-174595', '10419-207766', '10419-195442', '10419-176441', '10419-176417', '10419-176401', '10419-195597', '10419-207759', '10419-175361', '10419-207772', '10419-197250', '10419-195796', '10419-176416', '10419-197463', '10419-176396', '10419-195588', '10419-176420', '10419-177900', '10419-195821', '10419-195448', '10419-195456', '10419-207774', '10419-176455', '10419-176538', '10419-195596', '10419-177898', '10419-195444', '10419-194908', '10419-176433', '10419-207791', '10419-195441', '10419-195815', '10419-195447', '10419-195452', '10419-195593', '10419-207782', '10419-176415', '10419-176429', '10419-207777', '10419-195594', '10419-176403', '10419-194359', '10419-173754', '10419-195803', '10419-195799', '10419-207794', '10419-197247', '10419-195443', '10419-207780', '10419-194820', '10419-176414', '10419-176432', '10419-176461', '10419-195790', '10419-176402', '10419-195817', '10419-195449', '10419-195439', '10419-194824', '10419-176487', '10419-195806', '10419-207781', '10419-197466', '10419-176431', '10419-194822', '10419-176485', '10419-176464', '10419-195798', '10419-176447', '10419-207768', '10419-176446', '10419-176398', '10419-207761', '10419-194821', '10419-176404', '10419-194366', '10419-195822', '10419-194365', '10419-176442', '10419-176537', '10419-195811', '10419-176480', '10419-207765', '10419-176486', '10419-195801', '10419-176468', '10419-176408', '10419-177899', '10419-176418', '10419-207789', '10419-176488', '10419-195591', '10419-194819', '10419-207778', '10419-195820', '10419-207803', '10419-195599', '10419-195812', '10419-197248', '10419-197249', '10419-176440', '10419-194828', '10419-194910', '10419-176426', '10419-176436', '10419-176400', '10419-195459', '10419-194368', '10419-207773', '10419-207767', '10419-176483', '10419-176459', '10419-207779', '10419-197253', '10419-176450', '10419-176470', '10419-197464', '10419-195794', '10419-176535', '10419-195458', '10419-176453', '10419-195601', '10419-176489', '10419-176484', '10419-176477', '10419-194906', '10419-195795', '10419-195592', '10419-197465', '10419-197251', '10419-176397', '10419-176439', '10419-176410', '10419-207797', '10419-176443', '10419-195816', '10419-176458', '10419-207787', '10419-176539', '10419-207796', '10419-194823', '10419-176763', '10419-195797', '10419-207804', '10419-195807', '10419-195590', '10419-176437', '10419-176462', '10419-195810', '10419-207785', '10419-195440', '10419-195455', '10419-195793', '10419-195804', '10419-194364', '10419-175360', '10419-176471', '10419-194907', '10419-197246', '10419-176463', '10419-195805', '10419-195809', '10419-194362', '10419-176411', '10419-207776', '10419-195451', '10419-194909', '10419-195819', '10419-194817', '10419-194360', '10419-195808', '10419-176762', '10419-176405', '10419-195792', '10419-176449', '10419-176454', '10419-195814', '10419-195818', '10419-176427', '10419-176490', '10419-176435', '10419-197252', '10419-195802', '10419-195589', '10419-194825', '10419-207806', '10419-194818', '10419-207784', '10419-176491', '10419-207763', '10419-207783', '10419-176445', '10419-176399', '10419-194826', '10419-194361', '10419-207801', '10419-176469', '10419-176407', '10419-176395', '10419-195813', '10419-176541', '10419-195450', '10419-195446', '10419-176393', '10419-176421', '10419-207770', '10419-195453', '10419-176394', '10419-195598', '10419-207786', '10419-176419', '10419-176474', '10419-194911', '10419-195595', '10419-176481', '10419-176540', '10419-207760', '10419-176451', '10419-176472', '10419-195454', '10419-207788', '10419-173755', '10419-176456', '10419-176478', '10419-176465', '10419-176422', '10419-176430', '10419-177897', '10419-176452', '10419-176438', '10419-207799', '10419-176761', '10419-207769', '10419-176476', '10419-174596', '10419-176473', '10419-176536', '10419-176434', '10419-195800', '10419-176460', '10419-173753', '10419-194363', '10419-197245', '10419-176412', '10419-207762', '10419-177896', '10419-176424', '10419-197462', '10419-195789', '10419-195600', '10419-207798', '10419-195587', '10419-176457', '10419-207805', '10419-207795', '10419-195445', '10419-207800', '10419-176760', '10419-207792', '10419-195791', '10419-197254', '10419-176413', '10419-176425', '10419-176406', '10419-176409', '10419-207790', '10419-176444', '10419-176466', '10419-195457', '10419-175359', '10419-207771', '10419-176428', '10419-176467', '10419-176482', '10419-207775', '10419-176448', '10419-176479', '10419-194685', '10419-194664', '10419-207807', '10419-207838', '10419-194658', '10419-197087', '10419-195607', '10419-197086', '10419-207856', '10419-195024', '10419-195830', '10419-194306', '10419-195678', '10419-207832', '10419-195262', '10419-182049', '10419-195842', '10419-195695', '10419-197080', '10419-182065', '10419-182055', '10419-179928', '10419-195611', '10419-196936', '10419-207810', '10419-182046', '10419-195687', '10419-207827', '10419-207861', '10419-207876', '10419-207829', '10419-195670', '10419-207883', '10419-195692', '10419-207826', '10419-195020', '10419-207857', '10419-195675', '10419-207812', '10419-197074', '10419-195856', '10419-207870', '10419-194666', '10419-194653', '10419-194660', '10419-207867', '10419-207814', '10419-195859', '10419-195843', '10419-195852', '10419-194301', '10419-182067', '10419-195679', '10419-178693', '10419-194650', '10419-197067', '10419-195857', '10419-195669', '10419-194302', '10419-207868', '10419-195831', '10419-207824', '10419-194672', '10419-195858', '10419-195834', '10419-197071', '10419-196935', '10419-207858', '10419-195698', '10419-197068', '10419-195026', '10419-195826', '10419-195273', '10419-195853', '10419-207821', '10419-194678', '10419-195845', '10419-195846', '10419-195671', '10419-195616', '10419-207843', '10419-197077', '10419-194676', '10419-207848', '10419-180892', '10419-195676', '10419-195697', '10419-197072', '10419-197060', '10419-195604', '10419-194663', '10419-195691', '10419-197083', '10419-195838', '10419-195829', '10419-207866', '10419-194682', '10419-178691', '10419-195841', '10419-207882', '10419-195680', '10419-196943', '10419-207873', '10419-194669', '10419-182054', '10419-195266', '10419-207846', '10419-195672', '10419-195832', '10419-194655', '10419-180893', '10419-197078', '10419-207816', '10419-195827', '10419-207874', '10419-196938', '10419-196934', '10419-194657', '10419-207828', '10419-194665', '10419-215565', '10419-170536', '10419-195102', '10419-177425', '10419-215553', '10419-215577', '10419-215579', '10419-195256', '10419-215569', '10419-215559', '10419-215574', '10419-196597', '10419-215562', '10419-215580', '10419-215617', '10419-215618', '10419-195104', '10419-177424', '10419-170534', '10419-215558', '10419-195257', '10419-170723', '10419-215615', '10419-215552', '10419-215575', '10419-215556', '10419-215578', '10419-215612', '10419-215570', '10419-195106', '10419-215564', '10419-215560', '10419-215611', '10419-215576', '10419-215568', '10419-215572', '10419-215567', '10419-171350', '10419-215610', '10419-215616', '10419-215573', '10419-215614', '10419-215551', '10419-170535', '10419-177423', '10419-215555', '10419-170704', '10419-215571', '10419-195258', '10419-195103', '10419-215561', '10419-215566', '10419-215613', '10419-215563', '10419-195105', '10419-215557', '10419-215554', '10419-195490', '10419-157730', '10419-197035', '10419-197228', '10419-194886', '10419-194885', '10419-195487', '10419-195653', '10419-195482', '10419-194904', '10419-197032', '10419-197223', '10419-197458', '10419-197457', '10419-197017', '10419-194901', '10419-157729', '10419-194897', '10419-195488', '10419-197023', '10419-157740', '10419-194898', '10419-195663', '10419-196932', '10419-197018', '10419-194888', '10419-197230', '10419-197020', '10419-194900', '10419-195654', '10419-194895', '10419-197025', '10419-195494', '10419-167628', '10419-197240', '10419-197029', '10419-194896', '10419-197022', '10419-197234', '10419-195664', '10419-157732', '10419-195656', '10419-157719', '10419-197244', '10419-195495', '10419-197030', '10419-197034', '10419-157722', '10419-195665', '10419-194889', '10419-195491', '10419-194899', '10419-194887', '10419-195657', '10419-194884', '10419-157728']\n",
            "[]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "iaTqG6v7XG6Y"
      },
      "source": [
        "Save Results in a Numpy Table and Store on GDrive"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "k07hVHeNWDR0"
      },
      "source": [
        "import numpy as np\r\n",
        "journal_table = np.column_stack((titles, ids, lang))\r\n",
        "journal_table.tofile('prep/journal_table.npd')\r\n",
        "journal_table"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xvL5A9LN98Zk"
      },
      "source": [
        "## Read and Prepare Journal Data Table"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "89E6Pl5xFCqn"
      },
      "source": [
        "Read Data Table"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "y2SIHxYN5BrB",
        "outputId": "32752855-d897-4faa-abfa-427f2a100c86"
      },
      "source": [
        "import numpy as np\r\n",
        "journal_table = np.fromfile('prep/journal_table.npd', dtype=np.dtype([('journal', '<U130'), ('id', '<U130')]))\r\n",
        "\r\n",
        "journal_table"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([('CES Working Papers', '10419-198372'),\n",
              "       ('Foresight and STI Governance', '10419-210554'),\n",
              "       ('CES Working Papers', '10419-198520'), ...,\n",
              "       ('International Journal of Financial Studies', '10419-195657'),\n",
              "       ('Journal of Economic Structures', '10419-194884'),\n",
              "       ('Logistics Research', '10419-157728')],\n",
              "      dtype=[('journal', '<U130'), ('id', '<U130')])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zpaL6UbD5FFA"
      },
      "source": [
        "Print Frequency Table"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "99uw_BwwWzsu"
      },
      "source": [
        "import pandas as pd\r\n",
        "\r\n",
        "my_tab = pd.crosstab(index=journal_table[:]['journal'],  # Make a crosstab\r\n",
        "                              columns=\"count\")      # Name the count column\r\n",
        "\r\n",
        "pd.set_option('display.max_rows', 1000)\r\n",
        "\r\n",
        "tab = my_tab['count'].sort_values(ascending=False)\r\n",
        "\r\n",
        "print(tab)\r\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "d0PciIKOFQXO"
      },
      "source": [
        "Create ID Lists of the Fulltexts for Each Journal"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "eaK55UtKkJVE",
        "outputId": "7bed3713-2466-4556-d58d-1d6fc6d68583"
      },
      "source": [
        "#Amfiteatru Economic Journal    541\r\n",
        "#CES Working Papers             516\r\n",
        "\r\n",
        "AEJ = []\r\n",
        "CES = []\r\n",
        "\r\n",
        "for entry in journal_table:\r\n",
        "  if entry[0] == \"Amfiteatru Economic Journal\":\r\n",
        "    AEJ.append(entry[1])\r\n",
        "  elif entry[0] == \"CES Working Papers\":\r\n",
        "    CES.append(entry[1])\r\n",
        "\r\n",
        "print(AEJ)\r\n",
        "print(CES)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "['10419-196454', '10419-196474', '10419-169092', '10419-196404', '10419-196470', '10419-169067', '10419-196475', '10419-196481', '10419-196450', '10419-169098', '10419-169093', '10419-196461', '10419-169103', '10419-169076', '10419-196436', '10419-169099', '10419-196429', '10419-196411', '10419-196427', '10419-196473', '10419-196418', '10419-169075', '10419-196403', '10419-196408', '10419-196453', '10419-196414', '10419-169111', '10419-196420', '10419-196440', '10419-169100', '10419-169095', '10419-169074', '10419-196465', '10419-169097', '10419-196417', '10419-196431', '10419-196459', '10419-196441', '10419-196446', '10419-196467', '10419-196430', '10419-196464', '10419-169088', '10419-169083', '10419-169110', '10419-196428', '10419-196422', '10419-196468', '10419-169104', '10419-196405', '10419-196410', '10419-196425', '10419-196449', '10419-196423', '10419-169070', '10419-196413', '10419-196407', '10419-196421', '10419-169101', '10419-169109', '10419-196442', '10419-196480', '10419-196457', '10419-169078', '10419-196458', '10419-169091', '10419-196456', '10419-196463', '10419-196466', '10419-169080', '10419-196477', '10419-169096', '10419-196472', '10419-169112', '10419-196432', '10419-169066', '10419-196455', '10419-169073', '10419-196447', '10419-169064', '10419-196437', '10419-196476', '10419-169079', '10419-169102', '10419-169105', '10419-169071', '10419-196438', '10419-169081', '10419-169087', '10419-196451', '10419-196443', '10419-196439', '10419-196469', '10419-169072', '10419-196401', '10419-196409', '10419-169068', '10419-169063', '10419-169077', '10419-196462', '10419-169060', '10419-169059', '10419-169107', '10419-196448', '10419-169108', '10419-169062', '10419-169061', '10419-196478', '10419-196412', '10419-196416', '10419-196479', '10419-196406', '10419-196415', '10419-169084', '10419-196424', '10419-196460', '10419-196434', '10419-169106', '10419-196433', '10419-196426', '10419-196402', '10419-196482', '10419-196471', '10419-196435', '10419-169086', '10419-196419', '10419-196444', '10419-169065', '10419-169089', '10419-196445', '10419-169085', '10419-196483', '10419-169082', '10419-168705', '10419-168700', '10419-168687', '10419-168692', '10419-168723', '10419-168681', '10419-168739', '10419-168743', '10419-168695', '10419-168731', '10419-168659', '10419-168711', '10419-168685', '10419-168677', '10419-168706', '10419-168668', '10419-168704', '10419-168665', '10419-168732', '10419-168719', '10419-168729', '10419-168721', '10419-168703', '10419-168684', '10419-168746', '10419-168657', '10419-168707', '10419-168740', '10419-168661', '10419-168744', '10419-168728', '10419-168712', '10419-168664', '10419-168710', '10419-168682', '10419-168718', '10419-168716', '10419-168730', '10419-168714', '10419-168713', '10419-168698', '10419-168717', '10419-168672', '10419-168667', '10419-168733', '10419-168727', '10419-168673', '10419-168708', '10419-168688', '10419-168697', '10419-168720', '10419-168715', '10419-168724', '10419-168709', '10419-168655', '10419-168669', '10419-168693', '10419-168663', '10419-168670', '10419-168658', '10419-168686', '10419-168745', '10419-168741', '10419-168680', '10419-168675', '10419-168742', '10419-168683', '10419-168738', '10419-168734', '10419-168689', '10419-168678', '10419-168736', '10419-168725', '10419-168722', '10419-168666', '10419-168656', '10419-168735', '10419-168699', '10419-168737', '10419-168674', '10419-168662', '10419-168676', '10419-168702', '10419-168691', '10419-168660', '10419-168690', '10419-168694', '10419-168671', '10419-168726', '10419-168679', '10419-168701', '10419-168696', '10419-168981', '10419-168973', '10419-168811', '10419-169017', '10419-168933', '10419-168936', '10419-168863', '10419-168771', '10419-169044', '10419-168869', '10419-168806', '10419-168960', '10419-168943', '10419-168779', '10419-168748', '10419-168934', '10419-168852', '10419-168975', '10419-169002', '10419-168874', '10419-168956', '10419-168839', '10419-169048', '10419-169039', '10419-168899', '10419-168809', '10419-168977', '10419-168759', '10419-168857', '10419-168942', '10419-168905', '10419-168842', '10419-168858', '10419-168803', '10419-168925', '10419-168951', '10419-169022', '10419-168864', '10419-168940', '10419-169049', '10419-168774', '10419-169030', '10419-168926', '10419-168969', '10419-169009', '10419-168821', '10419-168919', '10419-169013', '10419-168979', '10419-168777', '10419-168822', '10419-168758', '10419-168970', '10419-168834', '10419-168768', '10419-168767', '10419-168855', '10419-169055', '10419-169042', '10419-168999', '10419-168878', '10419-168787', '10419-168755', '10419-168890', '10419-168802', '10419-169029', '10419-168938', '10419-168876', '10419-169026', '10419-168879', '10419-168882', '10419-168843', '10419-168939', '10419-168962', '10419-168881', '10419-168796', '10419-169012', '10419-168837', '10419-168756', '10419-168813', '10419-168988', '10419-168760', '10419-168770', '10419-169058', '10419-168958', '10419-168898', '10419-169004', '10419-169038', '10419-168935', '10419-168827', '10419-169041', '10419-168772', '10419-168937', '10419-168974', '10419-168914', '10419-169037', '10419-169014', '10419-168788', '10419-168867', '10419-168846', '10419-168946', '10419-169025', '10419-168766', '10419-169016', '10419-169035', '10419-168915', '10419-168752', '10419-168982', '10419-169033', '10419-168778', '10419-168782', '10419-168769', '10419-168836', '10419-168989', '10419-168865', '10419-168798', '10419-168900', '10419-168892', '10419-169008', '10419-168792', '10419-168953', '10419-168762', '10419-168812', '10419-168773', '10419-168952', '10419-168838', '10419-169003', '10419-168877', '10419-168849', '10419-168786', '10419-168948', '10419-169057', '10419-168781', '10419-168753', '10419-168848', '10419-168983', '10419-169052', '10419-169054', '10419-168920', '10419-168816', '10419-168950', '10419-169053', '10419-168880', '10419-168840', '10419-168860', '10419-168891', '10419-168805', '10419-168995', '10419-168862', '10419-168817', '10419-168808', '10419-168872', '10419-168932', '10419-168922', '10419-168971', '10419-169000', '10419-168897', '10419-168964', '10419-168763', '10419-168895', '10419-168749', '10419-168793', '10419-168889', '10419-168856', '10419-168830', '10419-168991', '10419-168775', '10419-169021', '10419-168841', '10419-168894', '10419-168789', '10419-168785', '10419-168954', '10419-168847', '10419-168959', '10419-168909', '10419-168888', '10419-168859', '10419-168992', '10419-168784', '10419-168829', '10419-168776', '10419-168896', '10419-168893', '10419-168985', '10419-168976', '10419-168815', '10419-168924', '10419-169001', '10419-168833', '10419-168886', '10419-168903', '10419-168831', '10419-168955', '10419-169006', '10419-168765', '10419-169018', '10419-169007', '10419-168810', '10419-169047', '10419-168907', '10419-168870', '10419-168944', '10419-168902', '10419-168800', '10419-168804', '10419-168931', '10419-168844', '10419-169027', '10419-169050', '10419-168996', '10419-168854', '10419-168861', '10419-168818', '10419-168901', '10419-169020', '10419-169032', '10419-169036', '10419-168966', '10419-168824', '10419-168945', '10419-168754', '10419-169045', '10419-168997', '10419-168927', '10419-168828', '10419-169043', '10419-168908', '10419-168978', '10419-168980', '10419-168918', '10419-168783', '10419-168923', '10419-168790', '10419-168747', '10419-168795', '10419-168912', '10419-168850', '10419-168965', '10419-168807', '10419-168994', '10419-168984', '10419-168963', '10419-168751', '10419-168799', '10419-168884', '10419-169023', '10419-168910', '10419-169031', '10419-168949', '10419-168791', '10419-168797', '10419-168825', '10419-169011', '10419-168972', '10419-168750', '10419-168947', '10419-168998', '10419-169024', '10419-168835', '10419-168757', '10419-169051', '10419-168904', '10419-169056', '10419-168883', '10419-168911', '10419-169015', '10419-168819', '10419-168885', '10419-168826', '10419-168986', '10419-168761', '10419-168930', '10419-168929', '10419-168967', '10419-168845', '10419-168961', '10419-168853', '10419-168832', '10419-168764', '10419-169005', '10419-169010', '10419-168928', '10419-168921', '10419-168820', '10419-168868', '10419-168866', '10419-169040', '10419-169034', '10419-168990', '10419-168814', '10419-168916', '10419-168851', '10419-169019', '10419-168957', '10419-168917', '10419-168906', '10419-169046', '10419-168794', '10419-168823', '10419-169028', '10419-168941', '10419-168875', '10419-168887', '10419-168871', '10419-168968', '10419-168801', '10419-168993', '10419-168913', '10419-168873', '10419-168780', '10419-168987', '10419-169069', '10419-169094', '10419-196452', '10419-169090']\n",
            "['10419-198372', '10419-198520', '10419-198419', '10419-198502', '10419-198549', '10419-198333', '10419-198524', '10419-198490', '10419-198515', '10419-198435', '10419-198377', '10419-198545', '10419-198546', '10419-198450', '10419-198504', '10419-198334', '10419-198369', '10419-198410', '10419-198382', '10419-198445', '10419-198535', '10419-198386', '10419-198460', '10419-198415', '10419-198366', '10419-198518', '10419-198485', '10419-198551', '10419-198529', '10419-198488', '10419-198425', '10419-198519', '10419-198534', '10419-198452', '10419-198525', '10419-198560', '10419-198555', '10419-198351', '10419-198447', '10419-198346', '10419-198491', '10419-198461', '10419-198440', '10419-198465', '10419-198441', '10419-198468', '10419-198388', '10419-198358', '10419-198339', '10419-198542', '10419-198350', '10419-198457', '10419-198469', '10419-198438', '10419-198379', '10419-198427', '10419-198071', '10419-198316', '10419-198108', '10419-198280', '10419-198079', '10419-198094', '10419-198134', '10419-198275', '10419-198322', '10419-198274', '10419-198178', '10419-198287', '10419-198282', '10419-198235', '10419-198279', '10419-198189', '10419-198150', '10419-198172', '10419-198317', '10419-198160', '10419-198165', '10419-198084', '10419-198323', '10419-198089', '10419-198211', '10419-198138', '10419-198309', '10419-198207', '10419-198199', '10419-198173', '10419-198080', '10419-198247', '10419-198156', '10419-198269', '10419-198243', '10419-198329', '10419-198290', '10419-198117', '10419-198297', '10419-198288', '10419-198266', '10419-198142', '10419-198209', '10419-198086', '10419-198256', '10419-198246', '10419-198101', '10419-198291', '10419-198122', '10419-198057', '10419-198124', '10419-198602', '10419-198210', '10419-198332', '10419-198249', '10419-198060', '10419-198051', '10419-198292', '10419-198161', '10419-198167', '10419-198190', '10419-198066', '10419-198115', '10419-198102', '10419-198068', '10419-198128', '10419-198301', '10419-198285', '10419-198091', '10419-198233', '10419-198310', '10419-198218', '10419-198130', '10419-198092', '10419-198078', '10419-198055', '10419-198289', '10419-198169', '10419-198601', '10419-198228', '10419-198157', '10419-198093', '10419-198321', '10419-198181', '10419-198283', '10419-198273', '10419-198129', '10419-198230', '10419-198185', '10419-198096', '10419-198133', '10419-198067', '10419-198298', '10419-198264', '10419-198061', '10419-198217', '10419-198069', '10419-198263', '10419-198278', '10419-198125', '10419-198095', '10419-198064', '10419-198598', '10419-198063', '10419-198302', '10419-198104', '10419-198214', '10419-198149', '10419-198281', '10419-198135', '10419-198325', '10419-198081', '10419-198113', '10419-198268', '10419-198223', '10419-198194', '10419-198294', '10419-198331', '10419-198123', '10419-198328', '10419-198168', '10419-198110', '10419-198300', '10419-198236', '10419-198265', '10419-198242', '10419-198146', '10419-198212', '10419-198304', '10419-198052', '10419-198245', '10419-198299', '10419-198100', '10419-198599', '10419-198205', '10419-198196', '10419-198327', '10419-198320', '10419-198219', '10419-198252', '10419-198184', '10419-198106', '10419-198324', '10419-198105', '10419-198255', '10419-198213', '10419-198131', '10419-198188', '10419-198059', '10419-198127', '10419-198319', '10419-198296', '10419-198056', '10419-198073', '10419-198305', '10419-198077', '10419-198136', '10419-198099', '10419-198600', '10419-198221', '10419-198154', '10419-198254', '10419-198270', '10419-198202', '10419-198258', '10419-198140', '10419-198203', '10419-198232', '10419-198111', '10419-198251', '10419-198062', '10419-198198', '10419-198118', '10419-198229', '10419-198144', '10419-198137', '10419-198159', '10419-198197', '10419-198227', '10419-198174', '10419-198253', '10419-198225', '10419-198318', '10419-198155', '10419-198239', '10419-198222', '10419-198147', '10419-198112', '10419-198238', '10419-198241', '10419-198307', '10419-198250', '10419-198195', '10419-198201', '10419-198177', '10419-198231', '10419-198179', '10419-198103', '10419-198132', '10419-198277', '10419-198120', '10419-198257', '10419-198240', '10419-198182', '10419-198308', '10419-198326', '10419-198053', '10419-198180', '10419-198139', '10419-198234', '10419-198267', '10419-198176', '10419-198075', '10419-198148', '10419-198107', '10419-198126', '10419-198114', '10419-198286', '10419-198224', '10419-198261', '10419-198145', '10419-198193', '10419-198076', '10419-198200', '10419-198166', '10419-198183', '10419-198306', '10419-198330', '10419-198187', '10419-198170', '10419-198141', '10419-198295', '10419-198083', '10419-198074', '10419-198121', '10419-198191', '10419-198215', '10419-198072', '10419-198163', '10419-198058', '10419-198293', '10419-198220', '10419-198284', '10419-198186', '10419-198116', '10419-198237', '10419-198303', '10419-198216', '10419-198204', '10419-198158', '10419-198090', '10419-198054', '10419-198162', '10419-198271', '10419-198272', '10419-198248', '10419-198109', '10419-198152', '10419-198192', '10419-198088', '10419-198065', '10419-198206', '10419-198208', '10419-198085', '10419-198070', '10419-198082', '10419-198259', '10419-198244', '10419-198119', '10419-198143', '10419-198151', '10419-198164', '10419-198171', '10419-198226', '10419-198175', '10419-198097', '10419-198276', '10419-198050', '10419-198087', '10419-198153', '10419-198262', '10419-198260', '10419-198098', '10419-198517', '10419-198396', '10419-198510', '10419-198439', '10419-198365', '10419-198414', '10419-198473', '10419-198360', '10419-198374', '10419-198544', '10419-198378', '10419-198361', '10419-198391', '10419-198503', '10419-198406', '10419-198416', '10419-198463', '10419-198453', '10419-198467', '10419-198474', '10419-198348', '10419-198522', '10419-198552', '10419-198521', '10419-198493', '10419-198498', '10419-198548', '10419-198347', '10419-198541', '10419-198364', '10419-198357', '10419-198397', '10419-198405', '10419-198492', '10419-198368', '10419-198367', '10419-198499', '10419-198362', '10419-198543', '10419-198538', '10419-198373', '10419-198509', '10419-198527', '10419-198418', '10419-198507', '10419-198370', '10419-198398', '10419-198512', '10419-198352', '10419-198470', '10419-198536', '10419-198477', '10419-198449', '10419-198476', '10419-198523', '10419-198420', '10419-198472', '10419-198482', '10419-198311', '10419-198315', '10419-198514', '10419-198444', '10419-198550', '10419-198359', '10419-198432', '10419-198412', '10419-198335', '10419-198531', '10419-198437', '10419-198459', '10419-198314', '10419-198363', '10419-198455', '10419-198553', '10419-198481', '10419-198387', '10419-198508', '10419-198375', '10419-198312', '10419-198506', '10419-198392', '10419-198338', '10419-198458', '10419-198471', '10419-198556', '10419-198528', '10419-198557', '10419-198401', '10419-198381', '10419-198533', '10419-198511', '10419-198462', '10419-198403', '10419-198559', '10419-198443', '10419-198475', '10419-198530', '10419-198356', '10419-198380', '10419-198500', '10419-198426', '10419-198495', '10419-198422', '10419-198434', '10419-198336', '10419-198454', '10419-198340', '10419-198494', '10419-198539', '10419-198505', '10419-198513', '10419-198424', '10419-198407', '10419-198344', '10419-198429', '10419-198423', '10419-198478', '10419-198497', '10419-198400', '10419-198537', '10419-198399', '10419-198417', '10419-198436', '10419-198480', '10419-198526', '10419-198466', '10419-198442', '10419-198421', '10419-198371', '10419-198487', '10419-198428', '10419-198313', '10419-198558', '10419-198456', '10419-198376', '10419-198395', '10419-198393', '10419-198554', '10419-198355', '10419-198411', '10419-198448', '10419-198354', '10419-198532', '10419-198446', '10419-198451', '10419-198390', '10419-198501', '10419-198486', '10419-198464', '10419-198431', '10419-198433', '10419-198409', '10419-198430', '10419-198337', '10419-198389', '10419-198353', '10419-198385', '10419-198384', '10419-198479', '10419-198349', '10419-198394', '10419-198342', '10419-198404', '10419-198516', '10419-198383', '10419-198483', '10419-198341', '10419-198402', '10419-198413', '10419-198496', '10419-198540', '10419-198547', '10419-198484', '10419-198343', '10419-198345', '10419-198489', '10419-198408']\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "dohpvzKV_NtX"
      },
      "source": [
        "## Create Directories to Save the Prepared Fulltexts\r\n",
        "\r\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "DSV4WB3aRAtB",
        "outputId": "b10fbf1f-79a6-421a-d76c-e9ca1f8a8d7b"
      },
      "source": [
        "paper_dir = ['AEJ', 'CES']\r\n",
        "for p_dir in paper_dir:\r\n",
        "  prep_dir = 'prep/'+p_dir\r\n",
        "  print(prep_dir)\r\n",
        "  if not os.path.exists(prep_dir):  # Create folder only if does not already exist\r\n",
        "    os.makedirs(prep_dir)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "prep/AEJ\n",
            "prep/CES\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DavE1hNVI7Zi"
      },
      "source": [
        "# If necessary the following code can be used to delete specific folders and the files included\n",
        "# USE WITH CARE\n",
        "\n",
        "#import shutil\n",
        "#shutil.rmtree('prep/'+'AEJ')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6ayLiAiXG5jP"
      },
      "source": [
        "## Helper Functions to Prepare the Fulltexts"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-U2CAZmofN4m"
      },
      "source": [
        "import re\r\n",
        "\r\n",
        "def CES_remove_pagebreaks (lines):\r\n",
        "  line_deletions = []\r\n",
        "  for i in range(len(lines)-1, -1, -1):\r\n",
        "    if (re.search(\"\\f\", lines[i])!=None):\r\n",
        "      line_deletions.append(i)\r\n",
        "  for l in line_deletions:\r\n",
        "    del lines[(l-4):(l+1)]\r\n",
        "  return lines\r\n",
        "\r\n",
        "def CES_remove_authors_pagebreak (lines):\r\n",
        "  line_deletions = []\r\n",
        "  for line in range(0, len(lines)-1, 1):\r\n",
        "    # Searching for the beginning of the author info (marked by a '*')\r\n",
        "    if (re.search(\"^\\*[^\\*]\", lines[line])!=None):\r\n",
        "      line_deletions.append(line-1)\r\n",
        "    # In case the '*' was not recognized as is but as an unknown character\r\n",
        "    if (re.search(\"^\\uf02a\\n$\", lines[line])!=None):\r\n",
        "      if (len(line_deletions)==0):\r\n",
        "        line_deletions.append(line-2)\r\n",
        "    # At the end of the author info often follows the license info\r\n",
        "    if (re.search(\"This work is licensed under a Creative Commons Attribution License\\n\", lines[line])!=None):\r\n",
        "      line_deletions.append(line+6)\r\n",
        "      break\r\n",
        "    # If no license info is found, the next pafe forward character is used as the end of the author info\r\n",
        "    if (re.search(\"\\f\", lines[line])!=None):\r\n",
        "      if (len(line_deletions)==0):  # Older version: without license and author info (nothing will be added to line_deletions)\r\n",
        "        break;\r\n",
        "      line_deletions[0] += -2\r\n",
        "      if (lines[line+1] == \"\\n\"):\r\n",
        "        line += 1\r\n",
        "      line_deletions.append(line)\r\n",
        "      break\r\n",
        "  # Deletion of the lines including the author (and license) inf (if identified)\r\n",
        "  if len(line_deletions)>0:\r\n",
        "    del lines[(line_deletions[0]):(line_deletions[1])]\r\n",
        "  return lines\r\n",
        "\r\n",
        "def CES_remove_title_page (lines):\r\n",
        "  line_deletions = []\r\n",
        "  for i in range(0, len(lines)-1, 1):\r\n",
        "    if (re.search(\"^Keywords: \", lines[i])!=None):\r\n",
        "      line_deletions.append(i)\r\n",
        "      break\r\n",
        "  if len(line_deletions)>0:\r\n",
        "    del lines[0:(line_deletions[0]+2)]\r\n",
        "  return lines\r\n",
        "\r\n",
        "def AEJ_remove_title_page (lines):\r\n",
        "  line_deletions = []\r\n",
        "  for i in range(len(lines)-1, -1, -1):\r\n",
        "    if (re.search(\"Corresponding author\", lines[i])!=None):\r\n",
        "      line_deletions.append(i)\r\n",
        "  if len(line_deletions)>0:\r\n",
        "    del lines[0:line_deletions[len(line_deletions)-1]+2]\r\n",
        "  return lines\r\n",
        "\r\n",
        "def AEJ_remove_pagebreaks (lines):\r\n",
        "  line_deletions = []\r\n",
        "  for i in range(len(lines)-1, -1, -1):\r\n",
        "    if (re.search(\"\\f\", lines[i])!=None):\r\n",
        "      line_deletions.append(i)\r\n",
        "  for l in line_deletions:\r\n",
        "    del lines[(l-4):(l+5)]\r\n",
        "  return lines\r\n",
        "\r\n",
        "def remove_bibliography (lines):\r\n",
        "  line_deletions = []\r\n",
        "  for i in range(len(lines)-1, -1, -1):\r\n",
        "    if (re.search(\"References\\n\", lines[i])!=None):\r\n",
        "      line_deletions.append(i)\r\n",
        "    if (re.search(\"Bibliography\\n\", lines[i])!=None):\r\n",
        "      line_deletions.append(i)\r\n",
        "  if len(line_deletions)>0:\r\n",
        "    del lines[line_deletions[len(line_deletions)-1]:-1]\r\n",
        "  return lines"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ijd2mY2qGy2x"
      },
      "source": [
        "## Preparation of Fulltexts of Amfiteatru Economic Journal (AEJ)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vWxVn-akJYA_"
      },
      "source": [
        "for id in AEJ:\r\n",
        "\r\n",
        "  # read text\r\n",
        "  with open('text/'+id+'.txt') as f:\r\n",
        "    lines = f.readlines()\r\n",
        "\r\n",
        "  # prepare text\r\n",
        "  prep_lines = AEJ_remove_title_page(lines)\r\n",
        "  prep_lines = AEJ_remove_pagebreaks(prep_lines)\r\n",
        "  prep_lines = remove_bibliography(prep_lines)\r\n",
        "\r\n",
        "  # save text to prep folder\r\n",
        "  f = open('prep/'+'AEJ/'+id+'.txt', 'a')\r\n",
        "  f.writelines(prep_lines)\r\n",
        "  f.close()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bzy973-iqMCx"
      },
      "source": [
        "for id in CES:\r\n",
        "  \r\n",
        "  # read text\r\n",
        "  with open('text/'+id+'.txt') as f:\r\n",
        "    lines = f.readlines()\r\n",
        "\r\n",
        "  # prepare text\r\n",
        "  prep_lines = CES_remove_authors_pagebreak(lines)\r\n",
        "  prep_lines = CES_remove_title_page(prep_lines)\r\n",
        "  prep_lines = CES_remove_pagebreaks(prep_lines)\r\n",
        "  prep_lines = remove_bibliography(prep_lines)\r\n",
        "\r\n",
        "  # save text to prep folder\r\n",
        "  f = open('prep/'+'CES/'+id+'.txt', 'a')\r\n",
        "  f.writelines(prep_lines)\r\n",
        "  f.close()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "d99j1kNcX5K6"
      },
      "source": [
        "## Selection of Fulltexts on Climate Change"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "YlpqD6TsdJMK"
      },
      "source": [
        "Import ID List"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "3hVYLF8PX93g",
        "outputId": "32a5eb37-ecdd-4092-e692-47afc72b4713"
      },
      "source": [
        "id_list = pd.read_csv(\"./prep/IDs_climate-change-papers.csv\") \r\n",
        "id_list"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>Journal</th>\n",
              "      <th>ID</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Agricultural and Food Economics</td>\n",
              "      <td>10419-179045</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Agricultural and Food Economics</td>\n",
              "      <td>10419-179051</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Agricultural and Food Economics</td>\n",
              "      <td>10419-186035</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Amfiteatru Economic Journal</td>\n",
              "      <td>10419-168672</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Amfiteatru Economic Journal</td>\n",
              "      <td>10419-167689</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>188</th>\n",
              "      <td>None</td>\n",
              "      <td>10419-174591</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>189</th>\n",
              "      <td>None</td>\n",
              "      <td>10419-179670</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>190</th>\n",
              "      <td>None</td>\n",
              "      <td>10419-182388</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>191</th>\n",
              "      <td>None</td>\n",
              "      <td>10419-197071</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>192</th>\n",
              "      <td>None</td>\n",
              "      <td>10419-197072</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>193 rows × 2 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                             Journal             ID\n",
              "0    Agricultural and Food Economics   10419-179045\n",
              "1    Agricultural and Food Economics   10419-179051\n",
              "2    Agricultural and Food Economics   10419-186035\n",
              "3        Amfiteatru Economic Journal   10419-168672\n",
              "4        Amfiteatru Economic Journal   10419-167689\n",
              "..                               ...            ...\n",
              "188                             None   10419-174591\n",
              "189                             None   10419-179670\n",
              "190                             None   10419-182388\n",
              "191                             None   10419-197071\n",
              "192                            None    10419-197072\n",
              "\n",
              "[193 rows x 2 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 41
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "NebbLhEEhHdA"
      },
      "source": [
        "Create Seperate Folder for Selected Fulltexts"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SwvUBYHXhYLm"
      },
      "source": [
        "d_name = \"prep/climate-change-papers\"\r\n",
        "if not os.path.exists(d_name):  # Create folder only if does not already exist\r\n",
        "  os.makedirs(d_name)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-6en7o5qdNt2"
      },
      "source": [
        "Select and Save Fulltexts from the ID List "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "U8YIulVxq2OY"
      },
      "source": [
        "# If necessary the following code can be used to delete specific folders and the files included\n",
        "# USE WITH CARE\n",
        "\n",
        "#import shutil\n",
        "#shutil.rmtree('prep/climate-change-papers/')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gwSJ-I_gdVVu"
      },
      "source": [
        "from shutil import copyfile\r\n",
        "\r\n",
        "d_journal = [\"prep/AEJ/\", \"prep/CES/\"]\r\n",
        "dst = \"prep/climate-change-papers/\"\r\n",
        "\r\n",
        "# Check all fulltexts of the directories for the corresponding journals\r\n",
        "for src in d_journal:\r\n",
        "  for f_name in os.listdir(src):\r\n",
        "    # Check whether the fulltect ID corresponds to one in the ID list\r\n",
        "    if id_list['ID'].str.contains(f_name[:-4]).any():\r\n",
        "      copyfile(src+f_name, dst+f_name)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8JxA4oZLn41R"
      },
      "source": [
        "Zip Folder with Selected Files"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 36
        },
        "id": "GZVl4o09oCv-",
        "outputId": "e3b84c56-9b0d-42d9-a40a-5acb7a4bd0c2"
      },
      "source": [
        "from shutil import make_archive\r\n",
        "\r\n",
        "make_archive(\"prep/climate-change-papers\", 'zip', \"prep/climate-change-papers/\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            },
            "text/plain": [
              "'/content/gdrive/My Drive/NLP_scientific-text-generation/prep/climate-change-papers.zip'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 63
        }
      ]
    }
  ]
}