Science Score: 18.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • CITATION.cff file
    Found CITATION.cff file
  • codemeta.json file
  • .zenodo.json file
  • DOI references
  • Academic links in README
  • Academic email domains
  • Institutional organization owner
  • JOSS paper metadata
  • Scientific vocabulary similarity
    Unable to calculate vocabulary similarity
Last synced: 10 months ago · JSON representation ·

Repository

Basic Info
  • Host: GitHub
  • Owner: jdeen33
  • Language: HTML
  • Default Branch: main
  • Size: 43 MB
Statistics
  • Stars: 0
  • Watchers: 1
  • Forks: 0
  • Open Issues: 7
  • Releases: 0
Created about 3 years ago · Last pushed over 2 years ago
Metadata Files
Citation

Citation (Citations_txtreuse/Vizualizations_Cleaned_ (1).ipynb)

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "OGPioP3C_lLk"
      },
      "outputs": [],
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import pandas as pd\n",
        "from google.colab import drive\n",
        "from bs4 import BeautifulSoup, Tag\n",
        "import re"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install pythonbible"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "EnPiF7CXKc06",
        "outputId": "09f4b433-0eff-4b08-8aae-61aee0db6658"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting pythonbible\n",
            "  Downloading pythonbible-0.12.0-py3-none-any.whl (19.8 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m19.8/19.8 MB\u001b[0m \u001b[31m3.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hInstalling collected packages: pythonbible\n",
            "Successfully installed pythonbible-0.12.0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import plotly.graph_objs as go\n",
        "import plotly.express as px\n",
        "import pythonbible as bible"
      ],
      "metadata": {
        "id": "jIn28osZ4v5K"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Citation Viz Data Collection"
      ],
      "metadata": {
        "id": "aDinjusq6EJ8"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!unzip /content/tlg0018_first1K-20231003T211502Z-001.zip"
      ],
      "metadata": {
        "id": "COKqR7T7djil"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import glob\n",
        "grc_files = sorted(glob.glob('/content/drive/MyDrive/Thesis2023/XML Files/tlg0018_first1K/*opp-grc1.xml'))\n",
        "grc_files"
      ],
      "metadata": {
        "id": "sQbJ9LuZcS_E",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "6ff1ec45-9de1-44d7-d09c-12a8e3a3b43d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['/content/drive/MyDrive/Thesis2023/XML Files/tlg0018_first1K/tlg0018.tlg001.opp-grc1.xml',\n",
              " '/content/drive/MyDrive/Thesis2023/XML Files/tlg0018_first1K/tlg0018.tlg002.opp-grc1.xml',\n",
              " '/content/drive/MyDrive/Thesis2023/XML Files/tlg0018_first1K/tlg0018.tlg003.opp-grc1.xml',\n",
              " '/content/drive/MyDrive/Thesis2023/XML Files/tlg0018_first1K/tlg0018.tlg004.opp-grc1.xml',\n",
              " '/content/drive/MyDrive/Thesis2023/XML Files/tlg0018_first1K/tlg0018.tlg005.opp-grc1.xml',\n",
              " '/content/drive/MyDrive/Thesis2023/XML Files/tlg0018_first1K/tlg0018.tlg006.opp-grc1.xml',\n",
              " '/content/drive/MyDrive/Thesis2023/XML Files/tlg0018_first1K/tlg0018.tlg007.opp-grc1.xml',\n",
              " '/content/drive/MyDrive/Thesis2023/XML Files/tlg0018_first1K/tlg0018.tlg008.opp-grc1.xml',\n",
              " '/content/drive/MyDrive/Thesis2023/XML Files/tlg0018_first1K/tlg0018.tlg009.opp-grc1.xml',\n",
              " '/content/drive/MyDrive/Thesis2023/XML Files/tlg0018_first1K/tlg0018.tlg010.opp-grc1.xml',\n",
              " '/content/drive/MyDrive/Thesis2023/XML Files/tlg0018_first1K/tlg0018.tlg011.opp-grc1.xml',\n",
              " '/content/drive/MyDrive/Thesis2023/XML Files/tlg0018_first1K/tlg0018.tlg012.opp-grc1.xml',\n",
              " '/content/drive/MyDrive/Thesis2023/XML Files/tlg0018_first1K/tlg0018.tlg013.opp-grc1.xml',\n",
              " '/content/drive/MyDrive/Thesis2023/XML Files/tlg0018_first1K/tlg0018.tlg014.opp-grc1.xml',\n",
              " '/content/drive/MyDrive/Thesis2023/XML Files/tlg0018_first1K/tlg0018.tlg015.opp-grc1.xml',\n",
              " '/content/drive/MyDrive/Thesis2023/XML Files/tlg0018_first1K/tlg0018.tlg016.opp-grc1.xml',\n",
              " '/content/drive/MyDrive/Thesis2023/XML Files/tlg0018_first1K/tlg0018.tlg017.opp-grc1.xml',\n",
              " '/content/drive/MyDrive/Thesis2023/XML Files/tlg0018_first1K/tlg0018.tlg018.opp-grc1.xml',\n",
              " '/content/drive/MyDrive/Thesis2023/XML Files/tlg0018_first1K/tlg0018.tlg019.opp-grc1.xml',\n",
              " '/content/drive/MyDrive/Thesis2023/XML Files/tlg0018_first1K/tlg0018.tlg020.opp-grc1.xml',\n",
              " '/content/drive/MyDrive/Thesis2023/XML Files/tlg0018_first1K/tlg0018.tlg021.opp-grc1.xml',\n",
              " '/content/drive/MyDrive/Thesis2023/XML Files/tlg0018_first1K/tlg0018.tlg022.opp-grc1.xml',\n",
              " '/content/drive/MyDrive/Thesis2023/XML Files/tlg0018_first1K/tlg0018.tlg023.opp-grc1.xml',\n",
              " '/content/drive/MyDrive/Thesis2023/XML Files/tlg0018_first1K/tlg0018.tlg024.opp-grc1.xml',\n",
              " '/content/drive/MyDrive/Thesis2023/XML Files/tlg0018_first1K/tlg0018.tlg025.opp-grc1.xml',\n",
              " '/content/drive/MyDrive/Thesis2023/XML Files/tlg0018_first1K/tlg0018.tlg026.opp-grc1.xml',\n",
              " '/content/drive/MyDrive/Thesis2023/XML Files/tlg0018_first1K/tlg0018.tlg027.opp-grc1.xml',\n",
              " '/content/drive/MyDrive/Thesis2023/XML Files/tlg0018_first1K/tlg0018.tlg028.opp-grc1.xml',\n",
              " '/content/drive/MyDrive/Thesis2023/XML Files/tlg0018_first1K/tlg0018.tlg029.opp-grc1.xml',\n",
              " '/content/drive/MyDrive/Thesis2023/XML Files/tlg0018_first1K/tlg0018.tlg030.opp-grc1.xml',\n",
              " '/content/drive/MyDrive/Thesis2023/XML Files/tlg0018_first1K/tlg0018.tlg031.opp-grc1.xml']"
            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def open_file(x):\n",
        "  philo = open( x ,encoding='utf-8', errors='ignore')\n",
        "  philo_soup = BeautifulSoup(philo,'lxml')\n",
        "  return philo_soup\n"
      ],
      "metadata": {
        "id": "AE_EbVou44_Q"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def dir_name(x):\n",
        "  philo = open(x, encoding='utf-8', errors='ignore')\n",
        "  nom= philo.name[60:] #arbitrary length..the names of my xml files are very long\n",
        "  return nom"
      ],
      "metadata": {
        "id": "8p8-_lNe9hQe"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def make_refdict(soup):\n",
        "  ref_dict={}\n",
        "  for d in opened.find_all('div'):\n",
        "    ref_dict[d['n']]= d.get_text()\n",
        "  return ref_dict"
      ],
      "metadata": {
        "id": "CC1_ViD_48DE"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def pull_citations(soup_dict):\n",
        "  cits= []\n",
        "  pattern= '\\s*\\((.*?)\\)\\s*'  #pattern generated by chatGPT\n",
        "  for v in soup_dict.values():\n",
        "    match= re.findall(pattern,v)\n",
        "    if match:\n",
        "      cits.append(match)\n",
        "  return cits\n",
        "#list of lists"
      ],
      "metadata": {
        "id": "qNaWs68JRGIr"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def list_cleaning(lst_1):\n",
        "  split_lst= [y.split(\"','\") for x in lst_1 for y in x]\n",
        "  flat_list = [item for sublist in split_lst for item in sublist]\n",
        "  return flat_list #still a list of lists"
      ],
      "metadata": {
        "id": "1C_MIQyJ51GA"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def ibid_corrections(lst_4): #code by ChatGPT\n",
        "  prev_citation= None\n",
        "  for i in range(len(lst_4)):\n",
        "        if 'ib' in lst_4[i]:\n",
        "            if prev_citation is not None:\n",
        "                lst_4[i] = prev_citation\n",
        "        else:\n",
        "            prev_citation = lst_4[i]\n",
        "  return lst_4"
      ],
      "metadata": {
        "id": "-UXpYcmFThjB"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def format_citations(lst3):\n",
        "  citations= []\n",
        "  try:\n",
        "    for v in lst3:\n",
        "      references= bible.get_references(v)\n",
        "      formatted_reference= bible.format_scripture_references(references)\n",
        "      citations.append(formatted_reference)\n",
        "  except:\n",
        "    pass\n",
        "  return citations"
      ],
      "metadata": {
        "id": "L8nDfnELEnYl"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def splitting_chapter_verses(lst):\n",
        "  splits= []\n",
        "  split_2= []\n",
        "  for item in lst:\n",
        "    split= item.split(':')\n",
        "    splits.append(split)\n",
        "  return splits\n",
        "  for item in splits:\n",
        "    for y in item:\n",
        "      again= y.split(';')\n",
        "      split_2.append(again)\n",
        "  return split_2\n",
        "\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "599iuhidW62z"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def flatten_chap_vers(lst):\n",
        "  flat= [item for sublist in lst for item in sublist]\n",
        "  return flat"
      ],
      "metadata": {
        "id": "eYNArFjhi2ez"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def remove_verses(lst):\n",
        "  for item in lst:\n",
        "    if '-' in item:\n",
        "      lst.remove(item)\n",
        "  return lst"
      ],
      "metadata": {
        "id": "HS8K9HxPdI-y"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def make_df(lst_6,p):\n",
        "  couns= pd.Series(lst_6).value_counts()\n",
        "  counts= pd.DataFrame(couns)\n",
        "  #counts.reset_index(inplace=True)\n",
        "  #counts.rename(columns={'index': \"Citation\", 0: \"count\"})\n",
        "  counts.to_csv(f'/content/drive/MyDrive/Thesis2023/CSV_Files/Citations/{p}.csv')\n"
      ],
      "metadata": {
        "id": "mg4Z56bJ8RR_"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "for x in grc_files:\n",
        "  opened= open_file(x)\n",
        "  named= dir_name(x)\n",
        "  ref_dict= make_refdict(opened)\n",
        "  cited= pull_citations(ref_dict)\n",
        "  cleaned= list_cleaning(cited)\n",
        "  ibids= ibid_corrections(cleaned)\n",
        "  formatted= format_citations(ibids)\n",
        "  chaps= splitting_chapter_verses(formatted)\n",
        "  flattened= flatten_chap_vers(chaps)\n",
        "  jchaps= remove_verses(flattened)\n",
        "  frame= make_df(jchaps,named)"
      ],
      "metadata": {
        "id": "clIjsfg_VocG"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "opened= open_file('/content/drive/MyDrive/Thesis2023/XML Files/tlg0018_first1K/tlg0018.tlg002.opp-grc1.xml')\n",
        "named= dir_name('/content/drive/MyDrive/Thesis2023/XML Files/tlg0018_first1K/tlg0018.tlg002.opp-grc1.xml')\n",
        "ref_dict= make_refdict(opened)\n",
        "cited= pull_citations(ref_dict)\n",
        "cleaned= list_cleaning(cited)\n",
        "ibids= ibid_corrections(cleaned)\n",
        "formatted= format_citations(ibids)\n",
        "chaps= splitting_chapter_verses(formatted)\n",
        "flattened= flatten_chap_vers(chaps)\n",
        "jchaps= remove_verses(flattened)\n",
        "#frame= make_df(jchaps,named)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hlb0iqCYCP27",
        "outputId": "6f8f9d66-4a4d-46cc-8955-f305c2cb8cb1"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/bs4/builder/__init__.py:545: XMLParsedAsHTMLWarning: It looks like you're parsing an XML document using an HTML parser. If this really is an HTML document (maybe it's XHTML?), you can ignore or filter this warning. If it's XML, you should know that using an XML parser will be more reliable. To parse this document as XML, make sure you have the lxml package installed, and pass the keyword argument `features=\"xml\"` into the BeautifulSoup constructor.\n",
            "  warnings.warn(\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "jchaps"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oRLPmbuPCED5",
        "outputId": "7afeca99-3a33-41d2-cee4-027477aaaeaf"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
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              " 'Genesis 2',\n",
              " '',\n",
              " '',\n",
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              " '',\n",
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              " 'Proverbs',\n",
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              " 'Genesis 42',\n",
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              " '',\n",
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              " 'Genesis 1',\n",
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              " 'Genesis 2',\n",
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              " 'Deuteronomy 23',\n",
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              " 'Exodus 12',\n",
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              " 'Numbers 31',\n",
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              " 'Deuteronomy 15',\n",
              " '16,21',\n",
              " '',\n",
              " '',\n",
              " '',\n",
              " '',\n",
              " '',\n",
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              " 'Deuteronomy 33',\n",
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              " 'Leviticus 16',\n",
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              " '1,25',\n",
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              " '',\n",
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              " 'Numbers 30',\n",
              " 'Numbers 30',\n",
              " '',\n",
              " 'Numbers 12',\n",
              " 'Numbers 12',\n",
              " 'Numbers 12',\n",
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              " '',\n",
              " 'Genesis 3',\n",
              " '',\n",
              " 'Numbers 21',\n",
              " 'Numbers 21',\n",
              " 'Numbers 21',\n",
              " 'Numbers 21',\n",
              " 'Genesis 21',\n",
              " '',\n",
              " '',\n",
              " '',\n",
              " 'Deuteronomy 8',\n",
              " '16',\n",
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              " 'Genesis 32',\n",
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              " '',\n",
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              " '',\n",
              " '',\n",
              " 'Exodus 15',\n",
              " 'Genesis 49',\n",
              " 'Leviticus 11',\n",
              " 'Genesis 3',\n",
              " '',\n",
              " 'Genesis 3',\n",
              " 'Genesis 25',\n",
              " 'Genesis 25',\n",
              " 'Exodus 1',\n",
              " '',\n",
              " '',\n",
              " 'Deuteronomy 4',\n",
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              " '',\n",
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              " '',\n",
              " 'Leviticus 15',\n",
              " 'Genesis 31',\n",
              " 'Genesis 31',\n",
              " 'Genesis 31',\n",
              " 'Genesis 31',\n",
              " 'Proverbs',\n",
              " 'Leviticus 19',\n",
              " 'Genesis 35',\n",
              " 'Genesis 14',\n",
              " '',\n",
              " '',\n",
              " 'Genesis 48',\n",
              " 'Genesis 49',\n",
              " 'Genesis 18',\n",
              " 'Genesis 3',\n",
              " '',\n",
              " 'Exodus 1',\n",
              " '2,22',\n",
              " 'Deuteronomy 27',\n",
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              " 'Genesis 15',\n",
              " 'Genesis 24',\n",
              " 'Genesis 24',\n",
              " 'Exodus 9',\n",
              " 'Exodus 17',\n",
              " 'Numbers 20',\n",
              " 'Exodus 33',\n",
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          "metadata": {},
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    {
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      "source": [
        "chapters= pd.Series(jchaps).value_counts()\n",
        "chapters\n",
        "chapters_df= pd.DataFrame(chapters)\n",
        "chapters_df"
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              "              0\n",
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              "Genesis 3    47\n",
              "Genesis 2    35\n",
              "Exodus 16    14\n",
              "Genesis 15   10\n",
              "...         ...\n",
              "23            1\n",
              "Numbers 31    1\n",
              "Exodus 7      1\n",
              "1,25          1\n",
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              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-ef82bafe-de80-4a6b-8358-14ae3e026ceb button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "chapters_df.reset_index(inplace=True)"
      ],
      "metadata": {
        "id": "rMyKBymnDRRX"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "chapters_df"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "mEqxSUk5DYZW",
        "outputId": "7bc166f3-7953-46a4-e2d3-364eb3305569"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "         index    0\n",
              "0               188\n",
              "1    Genesis 3   47\n",
              "2    Genesis 2   35\n",
              "3    Exodus 16   14\n",
              "4   Genesis 15   10\n",
              "..         ...  ...\n",
              "93          23    1\n",
              "94  Numbers 31    1\n",
              "95    Exodus 7    1\n",
              "96        1,25    1\n",
              "97          16    1\n",
              "\n",
              "[98 rows x 2 columns]"
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              "      buttonEl.style.display =\n",
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              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-534f126e-a13c-4541-99de-d4badafcc1e4');\n",
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              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
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              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
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              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
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              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
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              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
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              "      quickchartButtonEl.style.display =\n",
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              "    })();\n",
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              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "new= chapters_df.rename(columns={'index':'Citation',0: \"Count\"})"
      ],
      "metadata": {
        "id": "3R-uxb90ExdG"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "new"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "GqwPbiOBFrJK",
        "outputId": "73d902f4-96ef-4d43-9093-56c7aeef6942"
      },
      "execution_count": null,
      "outputs": [
        {
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          "data": {
            "text/plain": [
              "      Citation  Count\n",
              "0                 188\n",
              "1    Genesis 3     47\n",
              "2    Genesis 2     35\n",
              "3    Exodus 16     14\n",
              "4   Genesis 15     10\n",
              "..         ...    ...\n",
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              "94  Numbers 31      1\n",
              "95    Exodus 7      1\n",
              "96        1,25      1\n",
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              "[98 rows x 2 columns]"
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              "      background-color: #434B5C;\n",
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              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-88fb7113-b298-4832-85ab-7a962fee8932');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-6cb3fd39-7ab8-4dbe-95d7-96c997a99257\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-6cb3fd39-7ab8-4dbe-95d7-96c997a99257')\"\n",
              "            title=\"Suggest charts.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
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              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
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              "  .colab-df-spinner {\n",
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              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-6cb3fd39-7ab8-4dbe-95d7-96c997a99257 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 25
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "chapters_df.name= 'Allegorical Interpretations, Books 1-3'"
      ],
      "metadata": {
        "id": "OJ70AW4cFOyC"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "new1= new.dropna()"
      ],
      "metadata": {
        "id": "n2tMY_wXFyOF"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "new1= new.drop(0)"
      ],
      "metadata": {
        "id": "3SVrDg1vF5al"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "new1"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "4P3LX49cGMV4",
        "outputId": "4eef6c0f-c530-4953-9451-83840b47f940"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "      Citation  Count\n",
              "1    Genesis 3     47\n",
              "2    Genesis 2     35\n",
              "3    Exodus 16     14\n",
              "4   Genesis 15     10\n",
              "5   Numbers 12     10\n",
              "..         ...    ...\n",
              "93          23      1\n",
              "94  Numbers 31      1\n",
              "95    Exodus 7      1\n",
              "96        1,25      1\n",
              "97          16      1\n",
              "\n",
              "[97 rows x 2 columns]"
            ],
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              "<p>97 rows × 2 columns</p>\n",
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              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
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              "      display: none;\n",
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              "\n",
              "    .colab-df-convert:hover {\n",
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              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
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              "  </style>\n",
              "\n",
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              "      const buttonEl =\n",
              "        document.querySelector('#df-7f2f3174-a17f-4d1a-8004-92a0cd26059a button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-7f2f3174-a17f-4d1a-8004-92a0cd26059a');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
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              "</svg>\n",
              "  </button>\n",
              "\n",
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              "  .colab-df-quickchart {\n",
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              "      --disabled-fill-color: #AAA;\n",
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              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
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              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-6879ffe9-cc9b-4c65-a11b-b9b38552f195 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 34
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fig = px.treemap(new1, path=[px.Constant(f'{chapters_df.name}'), 'Citation'],\n",
        "                 values='Count', color='Citation')\n",
        "fig.update_layout(margin = dict(t=50, l=25, r=25, b=25))\n",
        "fig.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "id": "SqgBHjaTFLUo",
        "outputId": "34f68ff9-6dd6-4f7d-c917-cb141bc448f0"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<html>\n",
              "<head><meta charset=\"utf-8\" /></head>\n",
              "<body>\n",
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    {
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      "source": [
        "opened= open_file('/content/drive/MyDrive/Thesis2023/XML Files/tlg0018_first1K/tlg0018.tlg008.opp-grc1.xml')\n",
        "named= dir_name('/content/drive/MyDrive/Thesis2023/XML Files/tlg0018_first1K/tlg0018.tlg008.opp-grc1.xml')\n",
        "ref_dict= make_refdict(opened)\n",
        "cited= pull_citations(ref_dict)\n",
        "cleaned= list_cleaning(cited)\n",
        "ibids= ibid_corrections(cleaned)\n",
        "formatted= format_citations(ibids)\n",
        "chaps= splitting_chapter_verses(formatted)\n",
        "flattened= flatten_chap_vers(chaps)\n",
        "jchaps= remove_verses(flattened)\n",
        "#frame= make_df(jchaps,named)"
      ],
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      "execution_count": null,
      "outputs": [
        {
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          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/bs4/builder/__init__.py:545: XMLParsedAsHTMLWarning:\n",
            "\n",
            "It looks like you're parsing an XML document using an HTML parser. If this really is an HTML document (maybe it's XHTML?), you can ignore or filter this warning. If it's XML, you should know that using an XML parser will be more reliable. To parse this document as XML, make sure you have the lxml package installed, and pass the keyword argument `features=\"xml\"` into the BeautifulSoup constructor.\n",
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    {
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      "source": [
        "_8= pd.Series(jchaps).value_counts()\n",
        "df_8= pd.DataFrame(_8)\n",
        "df_8"
      ],
      "metadata": {
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        "id": "pegTYyCzJVms",
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              "                 0\n",
              "                20\n",
              "Genesis 6        4\n",
              "Genesis 2        1\n",
              "9,22             1\n",
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              "Genesis 38       1\n",
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              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-0a3eea0b-ff18-47c0-abe5-7728a15e4d36 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 45
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_8_1= df_8.rename(columns={'index':'Citation',0: \"Count\"})\n",
        "df_8_1"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 394
        },
        "id": "YGLbuamyJKqD",
        "outputId": "9b9e1408-2a84-405e-9cfd-c432fdec7289"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                Count\n",
              "                   20\n",
              "Genesis 6           4\n",
              "Genesis 2           1\n",
              "9,22                1\n",
              "Genesis 15          1\n",
              "Numbers 28          1\n",
              "Genesis 38          1\n",
              "Deuteronomy 5       1\n",
              "Deuteronomy 15      1\n",
              "19,30               1\n",
              "Deuteronomy 1       1"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-7bafc2d8-4af5-4b49-8a62-8b72f58feee7\" class=\"colab-df-container\">\n",
              "    <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>Count</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th></th>\n",
              "      <td>20</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Genesis 6</th>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Genesis 2</th>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9,22</th>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Genesis 15</th>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Numbers 28</th>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Genesis 38</th>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Deuteronomy 5</th>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Deuteronomy 15</th>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19,30</th>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Deuteronomy 1</th>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-7bafc2d8-4af5-4b49-8a62-8b72f58feee7')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
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              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-7bafc2d8-4af5-4b49-8a62-8b72f58feee7 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-7bafc2d8-4af5-4b49-8a62-8b72f58feee7');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-a8267994-f253-4ef0-bb96-5b53dd50f003\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-a8267994-f253-4ef0-bb96-5b53dd50f003')\"\n",
              "            title=\"Suggest charts.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-a8267994-f253-4ef0-bb96-5b53dd50f003 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 47
        }
      ]
    }
  ]
}

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