sna-witcher.ipynb

{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2023-10-31T19:16:25.990331Z","iopub.execute_input":"2023-10-31T19:16:25.991594Z","iopub.status.idle":"2023-10-31T19:16:26.012727Z","shell.execute_reply.started":"2023-10-31T19:16:25.991516Z","shell.execute_reply":"2023-10-31T19:16:26.011445Z"},"trusted":true},"execution_count":14,"outputs":[{"name":"stdout","text":"/kaggle/input/witcher-books/data/1 The Last Wish.txt\n/kaggle/input/witcher-books/data/7 The Lady of the Lake.txt\n/kaggle/input/witcher-books/data/8 something ends something begins.txt\n/kaggle/input/witcher-books/data/3 Blood of Elves.txt\n/kaggle/input/witcher-books/data/2 The Sword of Destiny.txt\n/kaggle/input/witcher-books/data/6 The Tower of the Swallow.txt\n/kaggle/input/witcher-books/data/4 Times of Contempt.txt\n/kaggle/input/witcher-books/data/5 Baptism of Fire.txt\n/kaggle/input/witcher-book-characters/characters.csv\n","output_type":"stream"}]},{"cell_type":"markdown","source":"# Libraries","metadata":{}},{"cell_type":"code","source":"import pandas as pd\nimport numpy as np\nimport spacy\nfrom spacy import displacy\nimport networkx as nx\n\nimport matplotlib.pyplot as plt","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:10:20.848330Z","iopub.execute_input":"2023-10-31T19:10:20.848756Z","iopub.status.idle":"2023-10-31T19:10:38.856237Z","shell.execute_reply.started":"2023-10-31T19:10:20.848724Z","shell.execute_reply":"2023-10-31T19:10:38.854273Z"},"trusted":true},"execution_count":4,"outputs":[]},{"cell_type":"code","source":"!python3 -m spacy download en_core_web_sm","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:10:38.859702Z","iopub.execute_input":"2023-10-31T19:10:38.860803Z","iopub.status.idle":"2023-10-31T19:11:07.438201Z","shell.execute_reply.started":"2023-10-31T19:10:38.860755Z","shell.execute_reply":"2023-10-31T19:11:07.436302Z"},"trusted":true},"execution_count":5,"outputs":[{"name":"stdout","text":"Collecting en-core-web-sm==3.6.0\n  Downloading https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-3.6.0/en_core_web_sm-3.6.0-py3-none-any.whl (12.8 MB)\n\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m12.8/12.8 MB\u001b[0m \u001b[31m42.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m0:01\u001b[0m\n\u001b[?25hRequirement already satisfied: spacy<3.7.0,>=3.6.0 in /opt/conda/lib/python3.10/site-packages (from en-core-web-sm==3.6.0) (3.6.1)\nRequirement already satisfied: spacy-legacy<3.1.0,>=3.0.11 in /opt/conda/lib/python3.10/site-packages (from spacy<3.7.0,>=3.6.0->en-core-web-sm==3.6.0) (3.0.12)\nRequirement already satisfied: spacy-loggers<2.0.0,>=1.0.0 in /opt/conda/lib/python3.10/site-packages (from spacy<3.7.0,>=3.6.0->en-core-web-sm==3.6.0) (1.0.4)\nRequirement already satisfied: murmurhash<1.1.0,>=0.28.0 in /opt/conda/lib/python3.10/site-packages (from spacy<3.7.0,>=3.6.0->en-core-web-sm==3.6.0) (1.0.9)\nRequirement already satisfied: cymem<2.1.0,>=2.0.2 in /opt/conda/lib/python3.10/site-packages (from spacy<3.7.0,>=3.6.0->en-core-web-sm==3.6.0) (2.0.7)\nRequirement already satisfied: preshed<3.1.0,>=3.0.2 in /opt/conda/lib/python3.10/site-packages (from spacy<3.7.0,>=3.6.0->en-core-web-sm==3.6.0) (3.0.8)\nRequirement already satisfied: thinc<8.2.0,>=8.1.8 in /opt/conda/lib/python3.10/site-packages (from spacy<3.7.0,>=3.6.0->en-core-web-sm==3.6.0) (8.1.12)\nRequirement already satisfied: wasabi<1.2.0,>=0.9.1 in /opt/conda/lib/python3.10/site-packages (from spacy<3.7.0,>=3.6.0->en-core-web-sm==3.6.0) (1.1.2)\nRequirement already satisfied: srsly<3.0.0,>=2.4.3 in /opt/conda/lib/python3.10/site-packages (from spacy<3.7.0,>=3.6.0->en-core-web-sm==3.6.0) (2.4.7)\nRequirement already satisfied: catalogue<2.1.0,>=2.0.6 in /opt/conda/lib/python3.10/site-packages (from spacy<3.7.0,>=3.6.0->en-core-web-sm==3.6.0) (2.0.9)\nRequirement already satisfied: typer<0.10.0,>=0.3.0 in /opt/conda/lib/python3.10/site-packages (from spacy<3.7.0,>=3.6.0->en-core-web-sm==3.6.0) (0.9.0)\nRequirement already satisfied: pathy>=0.10.0 in /opt/conda/lib/python3.10/site-packages (from spacy<3.7.0,>=3.6.0->en-core-web-sm==3.6.0) (0.10.2)\nRequirement already satisfied: smart-open<7.0.0,>=5.2.1 in /opt/conda/lib/python3.10/site-packages (from spacy<3.7.0,>=3.6.0->en-core-web-sm==3.6.0) (6.3.0)\nRequirement already satisfied: tqdm<5.0.0,>=4.38.0 in /opt/conda/lib/python3.10/site-packages (from spacy<3.7.0,>=3.6.0->en-core-web-sm==3.6.0) (4.66.1)\nRequirement already satisfied: numpy>=1.15.0 in /opt/conda/lib/python3.10/site-packages (from spacy<3.7.0,>=3.6.0->en-core-web-sm==3.6.0) (1.23.5)\nRequirement already satisfied: requests<3.0.0,>=2.13.0 in /opt/conda/lib/python3.10/site-packages (from spacy<3.7.0,>=3.6.0->en-core-web-sm==3.6.0) (2.31.0)\nRequirement already satisfied: pydantic!=1.8,!=1.8.1,<3.0.0,>=1.7.4 in /opt/conda/lib/python3.10/site-packages (from spacy<3.7.0,>=3.6.0->en-core-web-sm==3.6.0) (1.10.9)\nRequirement already satisfied: jinja2 in /opt/conda/lib/python3.10/site-packages (from spacy<3.7.0,>=3.6.0->en-core-web-sm==3.6.0) (3.1.2)\nRequirement already satisfied: setuptools in /opt/conda/lib/python3.10/site-packages (from spacy<3.7.0,>=3.6.0->en-core-web-sm==3.6.0) (68.0.0)\nRequirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.10/site-packages (from spacy<3.7.0,>=3.6.0->en-core-web-sm==3.6.0) (21.3)\nRequirement already satisfied: langcodes<4.0.0,>=3.2.0 in /opt/conda/lib/python3.10/site-packages (from spacy<3.7.0,>=3.6.0->en-core-web-sm==3.6.0) (3.3.0)\nRequirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /opt/conda/lib/python3.10/site-packages (from packaging>=20.0->spacy<3.7.0,>=3.6.0->en-core-web-sm==3.6.0) (3.0.9)\nRequirement already satisfied: typing-extensions>=4.2.0 in /opt/conda/lib/python3.10/site-packages (from pydantic!=1.8,!=1.8.1,<3.0.0,>=1.7.4->spacy<3.7.0,>=3.6.0->en-core-web-sm==3.6.0) (4.6.3)\nRequirement already satisfied: charset-normalizer<4,>=2 in /opt/conda/lib/python3.10/site-packages (from requests<3.0.0,>=2.13.0->spacy<3.7.0,>=3.6.0->en-core-web-sm==3.6.0) (3.1.0)\nRequirement already satisfied: idna<4,>=2.5 in /opt/conda/lib/python3.10/site-packages (from requests<3.0.0,>=2.13.0->spacy<3.7.0,>=3.6.0->en-core-web-sm==3.6.0) (3.4)\nRequirement already satisfied: urllib3<3,>=1.21.1 in /opt/conda/lib/python3.10/site-packages (from requests<3.0.0,>=2.13.0->spacy<3.7.0,>=3.6.0->en-core-web-sm==3.6.0) (1.26.15)\nRequirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.10/site-packages (from requests<3.0.0,>=2.13.0->spacy<3.7.0,>=3.6.0->en-core-web-sm==3.6.0) (2023.7.22)\nRequirement already satisfied: blis<0.8.0,>=0.7.8 in /opt/conda/lib/python3.10/site-packages (from thinc<8.2.0,>=8.1.8->spacy<3.7.0,>=3.6.0->en-core-web-sm==3.6.0) (0.7.10)\nRequirement already satisfied: confection<1.0.0,>=0.0.1 in /opt/conda/lib/python3.10/site-packages (from thinc<8.2.0,>=8.1.8->spacy<3.7.0,>=3.6.0->en-core-web-sm==3.6.0) (0.1.1)\nRequirement already satisfied: click<9.0.0,>=7.1.1 in /opt/conda/lib/python3.10/site-packages (from typer<0.10.0,>=0.3.0->spacy<3.7.0,>=3.6.0->en-core-web-sm==3.6.0) (8.1.7)\nRequirement already satisfied: MarkupSafe>=2.0 in /opt/conda/lib/python3.10/site-packages (from jinja2->spacy<3.7.0,>=3.6.0->en-core-web-sm==3.6.0) (2.1.3)\n\u001b[38;5;2m✔ Download and installation successful\u001b[0m\nYou can now load the package via spacy.load('en_core_web_sm')\n","output_type":"stream"}]},{"cell_type":"code","source":"# Load spacy English languague model\nNER = spacy.load(\"en_core_web_sm\")","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:12:48.363447Z","iopub.execute_input":"2023-10-31T19:12:48.363937Z","iopub.status.idle":"2023-10-31T19:12:49.767403Z","shell.execute_reply.started":"2023-10-31T19:12:48.363897Z","shell.execute_reply":"2023-10-31T19:12:49.765998Z"},"trusted":true},"execution_count":11,"outputs":[]},{"cell_type":"markdown","source":"# Load books","metadata":{}},{"cell_type":"code","source":"import os\n \n# Get all book files in the data directory\nall_books = [b for b in os.scandir('/kaggle/input/witcher-books/data') if '.txt' in b.name]","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:17:07.224047Z","iopub.execute_input":"2023-10-31T19:17:07.224538Z","iopub.status.idle":"2023-10-31T19:17:07.233671Z","shell.execute_reply.started":"2023-10-31T19:17:07.224496Z","shell.execute_reply":"2023-10-31T19:17:07.232022Z"},"trusted":true},"execution_count":17,"outputs":[]},{"cell_type":"code","source":"all_books","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:17:15.704194Z","iopub.execute_input":"2023-10-31T19:17:15.704612Z","iopub.status.idle":"2023-10-31T19:17:15.713623Z","shell.execute_reply.started":"2023-10-31T19:17:15.704580Z","shell.execute_reply":"2023-10-31T19:17:15.712245Z"},"trusted":true},"execution_count":18,"outputs":[{"execution_count":18,"output_type":"execute_result","data":{"text/plain":"[<DirEntry '1 The Last Wish.txt'>,\n <DirEntry '7 The Lady of the Lake.txt'>,\n <DirEntry '8 something ends something begins.txt'>,\n <DirEntry '3 Blood of Elves.txt'>,\n <DirEntry '2 The Sword of Destiny.txt'>,\n <DirEntry '6 The Tower of the Swallow.txt'>,\n <DirEntry '4 Times of Contempt.txt'>,\n <DirEntry '5 Baptism of Fire.txt'>]"},"metadata":{}}]},{"cell_type":"code","source":"all_books = pd.read_csv(\"/kaggle/input/witcher-book-characters/characters.csv\")","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:11:41.837727Z","iopub.execute_input":"2023-10-31T19:11:41.838136Z","iopub.status.idle":"2023-10-31T19:11:41.862768Z","shell.execute_reply.started":"2023-10-31T19:11:41.838101Z","shell.execute_reply":"2023-10-31T19:11:41.861680Z"},"trusted":true},"execution_count":6,"outputs":[]},{"cell_type":"code","source":"all_books","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:12:51.359763Z","iopub.execute_input":"2023-10-31T19:12:51.360380Z","iopub.status.idle":"2023-10-31T19:12:51.376380Z","shell.execute_reply.started":"2023-10-31T19:12:51.360334Z","shell.execute_reply":"2023-10-31T19:12:51.374872Z"},"trusted":true},"execution_count":12,"outputs":[{"execution_count":12,"output_type":"execute_result","data":{"text/plain":"                                      book               character\n0      Category:Baptism of Fire characters                  Adalia\n1      Category:Baptism of Fire characters                   Adela\n2      Category:Baptism of Fire characters           Aen Saevherne\n3      Category:Baptism of Fire characters                Aevenien\n4      Category:Baptism of Fire characters                  Aglaïs\n...                                    ...                     ...\n1270  Category:Time of Contempt characters        Yanna of Murivel\n1271  Category:Time of Contempt characters           Yarpen Zigrin\n1272  Category:Time of Contempt characters  Yennefer of Vengerberg\n1273  Category:Time of Contempt characters         Yiolenta Suarez\n1274  Category:Time of Contempt characters                   Zyvik\n\n[1275 rows x 2 columns]","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>book</th>\n      <th>character</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Category:Baptism of Fire characters</td>\n      <td>Adalia</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Category:Baptism of Fire characters</td>\n      <td>Adela</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Category:Baptism of Fire characters</td>\n      <td>Aen Saevherne</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Category:Baptism of Fire characters</td>\n      <td>Aevenien</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Category:Baptism of Fire characters</td>\n      <td>Aglaïs</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>1270</th>\n      <td>Category:Time of Contempt characters</td>\n      <td>Yanna of Murivel</td>\n    </tr>\n    <tr>\n      <th>1271</th>\n      <td>Category:Time of Contempt characters</td>\n      <td>Yarpen Zigrin</td>\n    </tr>\n    <tr>\n      <th>1272</th>\n      <td>Category:Time of Contempt characters</td>\n      <td>Yennefer of Vengerberg</td>\n    </tr>\n    <tr>\n      <th>1273</th>\n      <td>Category:Time of Contempt characters</td>\n      <td>Yiolenta Suarez</td>\n    </tr>\n    <tr>\n      <th>1274</th>\n      <td>Category:Time of Contempt characters</td>\n      <td>Zyvik</td>\n    </tr>\n  </tbody>\n</table>\n<p>1275 rows × 2 columns</p>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"book = all_books[1]\nbook_text = open(book).read()\nbook_doc = NER(book_text)","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:21:58.371889Z","iopub.execute_input":"2023-10-31T19:21:58.372448Z","iopub.status.idle":"2023-10-31T19:22:48.725402Z","shell.execute_reply.started":"2023-10-31T19:21:58.372403Z","shell.execute_reply":"2023-10-31T19:22:48.723808Z"},"trusted":true},"execution_count":19,"outputs":[]},{"cell_type":"code","source":"# Visualize identified entities\ndisplacy.render(book_doc[0:2000], style=\"ent\", jupyter=True)","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:22:48.728089Z","iopub.execute_input":"2023-10-31T19:22:48.729629Z","iopub.status.idle":"2023-10-31T19:22:48.847954Z","shell.execute_reply.started":"2023-10-31T19:22:48.729579Z","shell.execute_reply":"2023-10-31T19:22:48.846241Z"},"trusted":true},"execution_count":20,"outputs":[{"output_type":"display_data","data":{"text/plain":"<IPython.core.display.HTML object>","text/html":"<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\"> <br>THE LADY OF THE LAKE <br> <br> <br><br>They kept riding until they came to a large, beautiful lake full of crystal clear water, and <br>in the middle of the lake, \n<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Arthur\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n</mark>\n saw an arm clothed in white cloth holding a beautiful sword. <br>'\n<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Behold\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n</mark>\n, there is the sword of which I spoke,' pointed \n<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Merlin\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n</mark>\n. <br>Suddenly they saw a girl walking on the surface of the lake. <br>'Who is that girl?' asked \n<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Arthur\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n</mark>\n. <br>'That is the Lady of the Lake,' said \n<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Merlin\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n</mark>\n. <br> <br>Sir \n<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Thomas Malory\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n</mark>\n <br>\n<mark class=\"entity\" style=\"background: #9cc9cc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Le Morte Darthur\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">FAC</span>\n</mark>\n <br> <br> <br>\n<mark class=\"entity\" style=\"background: #ff8197; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Chapter One\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">LAW</span>\n</mark>\n <br> <br> <br>The lake was enchanted. About that there could be no doubt. <br>\n<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Firstly\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORDINAL</span>\n</mark>\n: it lay beside the mouth of the enchanted valley \n<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Cwm Pwcca\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n</mark>\n, the mysterious <br>valley perpetually shrouded by fog and famed for its magical properties and phenomena. <br>\n<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Secondly\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORDINAL</span>\n</mark>\n: \n<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    one\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n</mark>\n look was enough. <br>The surface of the water was a deep blue like a polished sapphire and smooth as a mirror. <br>So much so that the peaks of the mountain \n<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Y Wyddfa\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n</mark>\n that were reflected in it were more <br>beautiful than those that loomed over the lake. From the water blew a refreshing coolness and <br>the dignified silence was disturbed by nothing, not even the splashing of fish or the cries of a <br>bird. <br>The knight shook off the impression. But rather than continue riding along the crest of \n<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    the \nhill\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n</mark>\n, he led his horse down to the lake. As if drawn by the magnetic force of a spell that <br>slumbered there, deep down in the dark waters. The horse stepped timidly among the broken <br>rocks, giving a snort indicating that he sensed the magical aura of the place. <br>Upon reaching the bank the knight dismounted. He took the stallion's bridle and led him <br>to where small waves disappeared among the coloured pebbles. <br>His armour rattled when he knelt. Startling fry and fish as vivid as tiny needles, he <br>scooped water into his hands. He drank slowly and cautiously, the ice cold water numbed his <br>tongue and lips and hurt his teeth. <br>When he bent down to collect water a \n<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    second\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORDINAL</span>\n</mark>\n time a sound travelled over the surface of <br>the lake. He raised his head. The horse whinnied, confirming that he also heard it. <br>He listened. No, it was not an illusion. What he heard was singing. A woman singing. Or <br>rather a girl. <br>Like all knights he had been raised with bard tales of chivalry. In these tales a girl singing <br>or calling was in \n<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    nine\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n</mark>\n cases out of \n<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    ten\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n</mark>\n, a lure. The knight who followed inevitably fell into an <br>ambush. Often fatal. <br>But curiosity won out. The knight was \n<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    only nineteen years old\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n</mark>\n. He was very courageous <br>and very foolish. He was famous for one and known for the other. <br>He checked that his sword was in its sheath, then led his horse and set off up the beach in <br>the direction of the singing. He did not have to go far. <br>The shore was strewn with huge boulders, dark and polished to a bright shine, giant toys <br>carelessly tossed here and forgotten about after completing the game. Some of the boulders <br>were lying in the water of the lake, under the dark surface. Some rose above the surface and <br>were licked by small waves, giving the impression of being ridges of a sleeping \n<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Leviathan\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n</mark>\n. <br>But most of them were lying on the shore, from the beach to the forest. Some were buried in <br>the sand and were only partially sticking out, leaving the imagination to guess how big they <br>really were. <br>The singing which the knight heard came from just behind those boulders. The singing <br>girl remained invisible. He pulled his horse, holding him buy the muzzle and nostrils so as to <br>stop him from neighing or snorting. <br>The girl's clothes lay on \n<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    one\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n</mark>\n of the boulders lying in the shallows, flat like a table. The <br>girl herself stood naked, waist-deep in the water and was washing, singing and splashing in <br>the process. The knight listened to her singing but did not understand the words. <br>And no wonder. <br>The girl, he would be his head, was not human. This was demonstrated by the slender <br>body, the strange hair colour and the voice. He was sure that if she turned around he would <br>see big almond shaped eyes. And if she swept her ashen hair back he would see ears ending <br>in points. <br><br>This was a resident of \n<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Faerie\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n</mark>\n. A fairy. \n<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    One\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n</mark>\n of \n<mark class=\"entity\" style=\"background: #9cc9cc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    the Tylwyth Teg\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">FAC</span>\n</mark>\n. \n<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    One\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n</mark>\n of those, which the <br>Picts and the \n<mark class=\"entity\" style=\"background: #c887fb; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Irish\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NORP</span>\n</mark>\n called Sidhe Daoine, the People of the Hills. \n<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    One\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n</mark>\n of those that the \n<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Saxons\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n</mark>\n <br>called elves. <br>She stopped singing for a moment and immersed herself up to her neck, she panted and <br>snarled and cursed. The knight, however was not fooled. Fairies, as everyone knew, knew <br>how to swear like a human being. Some said as obscenely as a stable boy. And the curse was <br>often a prelude to some malicious trick, which fairies were famous for – for example, <br>increasing the size of someone's nose to the size of a cucumber or reducing the size of <br>someone masculinity to the size of a bean. <br>The knight had no interest in neither the \n<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    first\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORDINAL</span>\n</mark>\n or the \n<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    second\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORDINAL</span>\n</mark>\n option, so he tried to slip away <br>quietly. He was betrayed by a horse. Not his own mount who he still held it's nostrils so he <br>was quiet and calm, but the horse belonging to the fairy, which the knight did not initially <br>noticed between the boulders. Now the pitch-black mare stamped at the gravel and neighed in <br>greeting. The knight's stallion shook his head and replied politely. The echo reaching across <br>the water. <br>The fairy came splashing out of the water, presenting the knight for a moment all her <br>glory pleasant to the eye. She threw herself toward the rock on which lay her clothes. But <br>instead of grasping clothes to decently cover herself with, the fairy grabbed a sword and <br>pulled it from its scabbard with a hiss, clutching the steel with amazing skill. It lasted a brief <br>moment, after which the fairy quickly knelt down, hiding in the water up to her nose and <br>holding her arm with the sword in it above the surface of the water. <br>The knight blinked in amazement, dropped the reins and bent his knee, kneeling in the <br>wet sand. He understood immediately who it was before him. <br>'\n<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Hail\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n</mark>\n, O Lady of the Lake,' he breathed while stretching out his hands, 'it is an honour, a <br>tremendous honour... I accept your sword.' <br>'I'd prefer if you rose and turned around,' the \n<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Fairy\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n</mark>\n poked her mouth above the water. ' <br>Maybe stop staring? And let me get dressed?' <br>He obeyed. <br>He heard her leaving the water and the rustling of clothes and the sound of her swearing <br>softly as she pulled them onto her wet body. He busied himself staring at the black mare, its <br>coat soft and shiny like the skin of a mole. It was definitely of noble blood and fast like the <br>wind. It was undoubtedly a magic horse, and also an inhabitant of \n<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Faerie\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n</mark>\n, as well as its <br>owner. <br>'You can turn around.' <br>'Lady of the Lake...' <br>'And introduce yourself.' <br>'I am Galahad, of \n<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Caer Benice\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n</mark>\n. A knight of \n<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    King Arthur\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n</mark>\n, Lord of \n<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Camelot\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n</mark>\n, ruler of the <br>Kingdom of Summer, as well as \n<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Dumnonia\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n</mark>\n, Dyfeint, \n<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Powys\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n</mark>\n, \n<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Dyfed\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n</mark>\n...' <br>'And \n<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Temeria\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n</mark>\n?' she interrupted. '\n<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Redania\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n</mark>\n. Rivia, \n<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Aedirn\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n</mark>\n? \n<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Nilfgaard\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n</mark>\n? Would you say any <br>of these names?' <br>'No. I have never heard of them.' <br>She shrugged her shoulders. In her hand, besides the sword she was holding boots and a <br>shirt, washed and wrung out. <br>'I thought so. What day is it?' <br>'It is,' he replied with surprise, 'the \n<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    second\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORDINAL</span>\n</mark>\n full moon after \n<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Beltane\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n</mark>\n... Lady...' <br>'Ciri,' she said unthinkingly, twisting her shoulders to better position the clothes drying <br>on her skin. She spoke with a strange accent. Her eyes were green and huge... <br>She instinctively brushed back her wet hair and the knight sighed involuntary. Not only <br>because her ear was normal, human and in no way elven. Her cheek was marred by a huge, <br>ugly scar. She had been injured. But how can you injure a fairy? <br><br>She noticed his astonished gaze, she narrowed her eyes and wrinkled her nose. <br>'A scar, yes!' she said with her striking accent. 'Why do you look so frightened? Is it <br>such an uncommon thing for a knight, a scar? Or is it so ugly?' <br>He slowly, with both hands pulled down the hood of his chain mail and passed his hands <br>through his hair. <br>'Certainly not an uncommon thing for a knight,' he said with youthful pride, <br>demonstrating a barely healed scar running from his temple to his jaw. 'And nasty are the <br>scars of honour. I am Galahad, son of \n<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Lancelot du Lac\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n</mark>\n and \n<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Elaine\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n</mark>\n, daughter of \n<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    King Pelles\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n</mark>\n, <br>Lord of Caer Benic. This wound was caused to me by \n<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Breunis the Cruel\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n</mark>\n, an undignified <br>oppressor of women, even though I beat him in a fair duel. Truly, I am honoured to take this <br>sword from your hand, \n<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Lady of\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n</mark>\n the Lake...' <br>'What?' <br>'The sword. I am willing to accept it.' <br>'This is my sword. I don't let anyone touch it.' <br>'But...' <br>'But what?' <br>\n<mark class=\"entity\" style=\"background: #f0d0ff; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    'The Lady of the Lake\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">WORK_OF_ART</span>\n</mark>\n has always... Always emerges from the water and gives her <br>sword.' <br>She was silent for some time. <br>'I understand,' she said finally. 'Well, another country, another custom. I'm sorry, <br>\n<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Galahad\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n</mark>\n or whatever your name is, but apparently </div></span>"},"metadata":{}}]},{"cell_type":"markdown","source":"# Load character names","metadata":{}},{"cell_type":"code","source":"# Read characters\ncharacter_df = pd.read_csv(\"/kaggle/input/witcher-book-characters/characters.csv\")","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:23:19.023463Z","iopub.execute_input":"2023-10-31T19:23:19.023891Z","iopub.status.idle":"2023-10-31T19:23:19.037009Z","shell.execute_reply.started":"2023-10-31T19:23:19.023857Z","shell.execute_reply":"2023-10-31T19:23:19.035399Z"},"trusted":true},"execution_count":22,"outputs":[]},{"cell_type":"code","source":"# Remove brackets and text within brackets\nimport re \ncharacter_df['character'] = character_df['character'].apply(lambda x: re.sub(\"[\\(].*?[\\)]\", \"\", x)) \ncharacter_df['character_firstname'] = character_df['character'].apply(lambda x: x.split(' ', 1)[0])","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:23:19.550609Z","iopub.execute_input":"2023-10-31T19:23:19.552041Z","iopub.status.idle":"2023-10-31T19:23:19.568372Z","shell.execute_reply.started":"2023-10-31T19:23:19.551994Z","shell.execute_reply":"2023-10-31T19:23:19.566906Z"},"trusted":true},"execution_count":23,"outputs":[]},{"cell_type":"code","source":"pd.set_option('display.max_rows', None)\ncharacter_df.head()","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:23:41.399003Z","iopub.execute_input":"2023-10-31T19:23:41.399582Z","iopub.status.idle":"2023-10-31T19:23:41.418882Z","shell.execute_reply.started":"2023-10-31T19:23:41.399525Z","shell.execute_reply":"2023-10-31T19:23:41.417458Z"},"trusted":true},"execution_count":25,"outputs":[{"execution_count":25,"output_type":"execute_result","data":{"text/plain":"                                  book      character character_firstname\n0  Category:Baptism of Fire characters         Adalia              Adalia\n1  Category:Baptism of Fire characters          Adela               Adela\n2  Category:Baptism of Fire characters  Aen Saevherne                 Aen\n3  Category:Baptism of Fire characters       Aevenien            Aevenien\n4  Category:Baptism of Fire characters         Aglaïs              Aglaïs","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>book</th>\n      <th>character</th>\n      <th>character_firstname</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Category:Baptism of Fire characters</td>\n      <td>Adalia</td>\n      <td>Adalia</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Category:Baptism of Fire characters</td>\n      <td>Adela</td>\n      <td>Adela</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Category:Baptism of Fire characters</td>\n      <td>Aen Saevherne</td>\n      <td>Aen</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Category:Baptism of Fire characters</td>\n      <td>Aevenien</td>\n      <td>Aevenien</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Category:Baptism of Fire characters</td>\n      <td>Aglaïs</td>\n      <td>Aglaïs</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"markdown","source":"# Get named entity list per sentence","metadata":{}},{"cell_type":"code","source":"sent_entity_df = []\n\n# Loop through sentences, store named entity list for each sentence\nfor sent in book_doc.sents:\n    entity_list = [ent.text for ent in sent.ents]\n    sent_entity_df.append({\"sentence\": sent, \"entities\": entity_list})\n    \nsent_entity_df = pd.DataFrame(sent_entity_df)","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:26:35.704352Z","iopub.execute_input":"2023-10-31T19:26:35.704873Z","iopub.status.idle":"2023-10-31T19:34:18.601931Z","shell.execute_reply.started":"2023-10-31T19:26:35.704835Z","shell.execute_reply":"2023-10-31T19:34:18.600141Z"},"trusted":true},"execution_count":34,"outputs":[]},{"cell_type":"code","source":"sent_entity_df.head(10)","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:34:19.066111Z","iopub.execute_input":"2023-10-31T19:34:19.066531Z","iopub.status.idle":"2023-10-31T19:34:19.095749Z","shell.execute_reply.started":"2023-10-31T19:34:19.066498Z","shell.execute_reply":"2023-10-31T19:34:19.093937Z"},"trusted":true},"execution_count":35,"outputs":[{"execution_count":35,"output_type":"execute_result","data":{"text/plain":"                                            sentence  \\\n0  ( \\n, THE, LADY, OF, THE, LAKE, \\n \\n \\n\\n, Th...   \n1  (', Behold, ,, there, is, the, sword, of, whic...   \n2  (Suddenly, they, saw, a, girl, walking, on, th...   \n3  (', Who, is, that, girl, ?, ', asked, Arthur, ...   \n4  (', That, is, the, Lady, of, the, Lake, ,, ', ...   \n5  (Sir, Thomas, Malory, \\n, Le, Morte, Darthur, ...   \n6                     (The, lake, was, enchanted, .)   \n7  (About, that, there, could, be, no, doubt, ., \\n)   \n8  (Firstly, :, it, lay, beside, the, mouth, of, ...   \n9       (Secondly, :, one, look, was, enough, ., \\n)   \n\n                                         entities  \n0                                        [Arthur]  \n1                                [Behold, Merlin]  \n2                                              []  \n3                                        [Arthur]  \n4                                        [Merlin]  \n5  [Thomas Malory, Le Morte Darthur, Chapter One]  \n6                                              []  \n7                                              []  \n8                            [Firstly, Cwm Pwcca]  \n9                                 [Secondly, one]  ","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>sentence</th>\n      <th>entities</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>( \\n, THE, LADY, OF, THE, LAKE, \\n \\n \\n\\n, Th...</td>\n      <td>[Arthur]</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>(', Behold, ,, there, is, the, sword, of, whic...</td>\n      <td>[Behold, Merlin]</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>(Suddenly, they, saw, a, girl, walking, on, th...</td>\n      <td>[]</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>(', Who, is, that, girl, ?, ', asked, Arthur, ...</td>\n      <td>[Arthur]</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>(', That, is, the, Lady, of, the, Lake, ,, ', ...</td>\n      <td>[Merlin]</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>(Sir, Thomas, Malory, \\n, Le, Morte, Darthur, ...</td>\n      <td>[Thomas Malory, Le Morte Darthur, Chapter One]</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>(The, lake, was, enchanted, .)</td>\n      <td>[]</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>(About, that, there, could, be, no, doubt, ., \\n)</td>\n      <td>[]</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>(Firstly, :, it, lay, beside, the, mouth, of, ...</td>\n      <td>[Firstly, Cwm Pwcca]</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>(Secondly, :, one, look, was, enough, ., \\n)</td>\n      <td>[Secondly, one]</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"# Function to filter out non-character entities\ndef filter_entity(ent_list, character_df):\n    return [ent for ent in ent_list \n            if ent in list(character_df.character) \n            or ent in list(character_df.character_firstname)]","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:42:12.192894Z","iopub.execute_input":"2023-10-31T19:42:12.193409Z","iopub.status.idle":"2023-10-31T19:42:12.200740Z","shell.execute_reply.started":"2023-10-31T19:42:12.193368Z","shell.execute_reply":"2023-10-31T19:42:12.199236Z"},"trusted":true},"execution_count":38,"outputs":[]},{"cell_type":"code","source":"filter_entity([\"Geralt\", \"Thu\", \"2\"], character_df)","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:42:23.010033Z","iopub.execute_input":"2023-10-31T19:42:23.011297Z","iopub.status.idle":"2023-10-31T19:42:23.020657Z","shell.execute_reply.started":"2023-10-31T19:42:23.011250Z","shell.execute_reply":"2023-10-31T19:42:23.019324Z"},"trusted":true},"execution_count":39,"outputs":[{"execution_count":39,"output_type":"execute_result","data":{"text/plain":"['Geralt']"},"metadata":{}}]},{"cell_type":"code","source":"sent_entity_df['character_entities'] = sent_entity_df['entities'].apply(lambda x: filter_entity(x, character_df))\n\n# Filter out sentences that don't have any character entities\nsent_entity_df_filtered = sent_entity_df[sent_entity_df['character_entities'].map(len) > 0]\nsent_entity_df_filtered.head(10)","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:42:35.539318Z","iopub.execute_input":"2023-10-31T19:42:35.540321Z","iopub.status.idle":"2023-10-31T19:42:38.081217Z","shell.execute_reply.started":"2023-10-31T19:42:35.540282Z","shell.execute_reply":"2023-10-31T19:42:38.080329Z"},"trusted":true},"execution_count":40,"outputs":[{"execution_count":40,"output_type":"execute_result","data":{"text/plain":"                                              sentence          entities  \\\n0    ( \\n, THE, LADY, OF, THE, LAKE, \\n \\n \\n\\n, Th...          [Arthur]   \n1    (', Behold, ,, there, is, the, sword, of, whic...  [Behold, Merlin]   \n3    (', Who, is, that, girl, ?, ', asked, Arthur, ...          [Arthur]   \n4    (', That, is, the, Lady, of, the, Lake, ,, ', ...          [Merlin]   \n133  (I, 'm, sorry, ,, \\n, Galahad, or, whatever, y...         [Galahad]   \n137  (', But, yet, ,, ', he, dared, to, say, ,, ', ...    [Faerie, Lady]   \n145                                      (Kelpie, ...)          [Kelpie]   \n161  (Do, you, have, anything, to, eat, ,, Galahad, ?)         [Galahad]   \n169  (In, a, world, in, \\n, which, I, search, in, v...           [Seven]   \n183  (Despite, knowing, this, ,, \\n, Galahad, could...         [Galahad]   \n\n    character_entities  \n0             [Arthur]  \n1             [Merlin]  \n3             [Arthur]  \n4             [Merlin]  \n133          [Galahad]  \n137             [Lady]  \n145           [Kelpie]  \n161          [Galahad]  \n169            [Seven]  \n183          [Galahad]  ","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>sentence</th>\n      <th>entities</th>\n      <th>character_entities</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>( \\n, THE, LADY, OF, THE, LAKE, \\n \\n \\n\\n, Th...</td>\n      <td>[Arthur]</td>\n      <td>[Arthur]</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>(', Behold, ,, there, is, the, sword, of, whic...</td>\n      <td>[Behold, Merlin]</td>\n      <td>[Merlin]</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>(', Who, is, that, girl, ?, ', asked, Arthur, ...</td>\n      <td>[Arthur]</td>\n      <td>[Arthur]</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>(', That, is, the, Lady, of, the, Lake, ,, ', ...</td>\n      <td>[Merlin]</td>\n      <td>[Merlin]</td>\n    </tr>\n    <tr>\n      <th>133</th>\n      <td>(I, 'm, sorry, ,, \\n, Galahad, or, whatever, y...</td>\n      <td>[Galahad]</td>\n      <td>[Galahad]</td>\n    </tr>\n    <tr>\n      <th>137</th>\n      <td>(', But, yet, ,, ', he, dared, to, say, ,, ', ...</td>\n      <td>[Faerie, Lady]</td>\n      <td>[Lady]</td>\n    </tr>\n    <tr>\n      <th>145</th>\n      <td>(Kelpie, ...)</td>\n      <td>[Kelpie]</td>\n      <td>[Kelpie]</td>\n    </tr>\n    <tr>\n      <th>161</th>\n      <td>(Do, you, have, anything, to, eat, ,, Galahad, ?)</td>\n      <td>[Galahad]</td>\n      <td>[Galahad]</td>\n    </tr>\n    <tr>\n      <th>169</th>\n      <td>(In, a, world, in, \\n, which, I, search, in, v...</td>\n      <td>[Seven]</td>\n      <td>[Seven]</td>\n    </tr>\n    <tr>\n      <th>183</th>\n      <td>(Despite, knowing, this, ,, \\n, Galahad, could...</td>\n      <td>[Galahad]</td>\n      <td>[Galahad]</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"# Take only first name of characters\nsent_entity_df_filtered['character_entities'] = sent_entity_df_filtered['character_entities'].apply(lambda x: [item.split()[0] \n                                                                                                               for item in x])","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:42:47.503276Z","iopub.execute_input":"2023-10-31T19:42:47.503708Z","iopub.status.idle":"2023-10-31T19:42:47.515630Z","shell.execute_reply.started":"2023-10-31T19:42:47.503675Z","shell.execute_reply":"2023-10-31T19:42:47.514218Z"},"trusted":true},"execution_count":41,"outputs":[{"name":"stderr","text":"/tmp/ipykernel_32/364234938.py:2: SettingWithCopyWarning: \nA value is trying to be set on a copy of a slice from a DataFrame.\nTry using .loc[row_indexer,col_indexer] = value instead\n\nSee the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n  sent_entity_df_filtered['character_entities'] = sent_entity_df_filtered['character_entities'].apply(lambda x: [item.split()[0]\n","output_type":"stream"}]},{"cell_type":"code","source":"pd.reset_option('^display.', silent=True)\nsent_entity_df_filtered","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:43:05.312380Z","iopub.execute_input":"2023-10-31T19:43:05.312886Z","iopub.status.idle":"2023-10-31T19:43:05.346549Z","shell.execute_reply.started":"2023-10-31T19:43:05.312847Z","shell.execute_reply":"2023-10-31T19:43:05.345411Z"},"trusted":true},"execution_count":42,"outputs":[{"execution_count":42,"output_type":"execute_result","data":{"text/plain":"                                                sentence          entities  \\\n0      ( \\n, THE, LADY, OF, THE, LAKE, \\n \\n \\n\\n, Th...          [Arthur]   \n1      (', Behold, ,, there, is, the, sword, of, whic...  [Behold, Merlin]   \n3      (', Who, is, that, girl, ?, ', asked, Arthur, ...          [Arthur]   \n4      (', That, is, the, Lady, of, the, Lake, ,, ', ...          [Merlin]   \n133    (I, 'm, sorry, ,, \\n, Galahad, or, whatever, y...         [Galahad]   \n...                                                  ...               ...   \n16065  (', Yes, ,, ', continued, Galahad, ,, clearing...         [Galahad]   \n16075  (The, knights, saw, the, lady, \\n, standing, n...         [Galahad]   \n16096  (', That, 's, the, truth, ,, ', Ciri, bent, do...            [Ciri]   \n16097  (', We, 'll, saddle, the, \\n, horses, ,, Galah...         [Galahad]   \n16121          (Led, the, way, ,, \\n, Galahad, ., ', \\n)         [Galahad]   \n\n      character_entities  \n0               [Arthur]  \n1               [Merlin]  \n3               [Arthur]  \n4               [Merlin]  \n133            [Galahad]  \n...                  ...  \n16065          [Galahad]  \n16075          [Galahad]  \n16096             [Ciri]  \n16097          [Galahad]  \n16121          [Galahad]  \n\n[2460 rows x 3 columns]","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>sentence</th>\n      <th>entities</th>\n      <th>character_entities</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>( \\n, THE, LADY, OF, THE, LAKE, \\n \\n \\n\\n, Th...</td>\n      <td>[Arthur]</td>\n      <td>[Arthur]</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>(', Behold, ,, there, is, the, sword, of, whic...</td>\n      <td>[Behold, Merlin]</td>\n      <td>[Merlin]</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>(', Who, is, that, girl, ?, ', asked, Arthur, ...</td>\n      <td>[Arthur]</td>\n      <td>[Arthur]</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>(', That, is, the, Lady, of, the, Lake, ,, ', ...</td>\n      <td>[Merlin]</td>\n      <td>[Merlin]</td>\n    </tr>\n    <tr>\n      <th>133</th>\n      <td>(I, 'm, sorry, ,, \\n, Galahad, or, whatever, y...</td>\n      <td>[Galahad]</td>\n      <td>[Galahad]</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>16065</th>\n      <td>(', Yes, ,, ', continued, Galahad, ,, clearing...</td>\n      <td>[Galahad]</td>\n      <td>[Galahad]</td>\n    </tr>\n    <tr>\n      <th>16075</th>\n      <td>(The, knights, saw, the, lady, \\n, standing, n...</td>\n      <td>[Galahad]</td>\n      <td>[Galahad]</td>\n    </tr>\n    <tr>\n      <th>16096</th>\n      <td>(', That, 's, the, truth, ,, ', Ciri, bent, do...</td>\n      <td>[Ciri]</td>\n      <td>[Ciri]</td>\n    </tr>\n    <tr>\n      <th>16097</th>\n      <td>(', We, 'll, saddle, the, \\n, horses, ,, Galah...</td>\n      <td>[Galahad]</td>\n      <td>[Galahad]</td>\n    </tr>\n    <tr>\n      <th>16121</th>\n      <td>(Led, the, way, ,, \\n, Galahad, ., ', \\n)</td>\n      <td>[Galahad]</td>\n      <td>[Galahad]</td>\n    </tr>\n  </tbody>\n</table>\n<p>2460 rows × 3 columns</p>\n</div>"},"metadata":{}}]},{"cell_type":"markdown","source":"# Create relationships","metadata":{}},{"cell_type":"code","source":"window_size = 5\nrelationships = []\n\nfor i in range(sent_entity_df_filtered.index[-1]):\n    end_i = min(i+5, sent_entity_df_filtered.index[-1])\n    char_list = sum((sent_entity_df_filtered.loc[i: end_i].character_entities), [])\n    \n    # Remove duplicated characters that are next to each other\n    char_unique = [char_list[i] for i in range(len(char_list)) \n                   if (i==0) or char_list[i] != char_list[i-1]]\n    \n    if len(char_unique) > 1:\n        for idx, a in enumerate(char_unique[:-1]):\n            b = char_unique[idx + 1]\n            relationships.append({\"source\": a, \"target\": b})","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:43:13.111430Z","iopub.execute_input":"2023-10-31T19:43:13.111843Z","iopub.status.idle":"2023-10-31T19:43:15.771623Z","shell.execute_reply.started":"2023-10-31T19:43:13.111811Z","shell.execute_reply":"2023-10-31T19:43:15.770380Z"},"trusted":true},"execution_count":43,"outputs":[]},{"cell_type":"code","source":"relationship_df = pd.DataFrame(relationships)","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:43:15.773772Z","iopub.execute_input":"2023-10-31T19:43:15.774172Z","iopub.status.idle":"2023-10-31T19:43:15.785885Z","shell.execute_reply.started":"2023-10-31T19:43:15.774115Z","shell.execute_reply":"2023-10-31T19:43:15.784617Z"},"trusted":true},"execution_count":44,"outputs":[]},{"cell_type":"code","source":"pd.set_option('display.max_rows', None)\nrelationship_df.head(10)","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:43:25.726463Z","iopub.execute_input":"2023-10-31T19:43:25.726923Z","iopub.status.idle":"2023-10-31T19:43:25.739215Z","shell.execute_reply.started":"2023-10-31T19:43:25.726885Z","shell.execute_reply":"2023-10-31T19:43:25.737975Z"},"trusted":true},"execution_count":45,"outputs":[{"execution_count":45,"output_type":"execute_result","data":{"text/plain":"    source        target\n0   Arthur        Merlin\n1   Merlin        Arthur\n2   Arthur        Merlin\n3   Merlin        Arthur\n4   Arthur        Merlin\n5   Arthur        Merlin\n6   Arthur        Merlin\n7  Galahad          Lady\n8  Galahad          Lady\n9  Lebioda  Condwiramurs","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>source</th>\n      <th>target</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Arthur</td>\n      <td>Merlin</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Merlin</td>\n      <td>Arthur</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Arthur</td>\n      <td>Merlin</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Merlin</td>\n      <td>Arthur</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Arthur</td>\n      <td>Merlin</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>Arthur</td>\n      <td>Merlin</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>Arthur</td>\n      <td>Merlin</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>Galahad</td>\n      <td>Lady</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>Galahad</td>\n      <td>Lady</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>Lebioda</td>\n      <td>Condwiramurs</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"# Sort the cases with a->b and b->a\nrelationship_df = pd.DataFrame(np.sort(relationship_df.values, axis = 1), columns = relationship_df.columns)\nrelationship_df.head(10)","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:44:03.354333Z","iopub.execute_input":"2023-10-31T19:44:03.354745Z","iopub.status.idle":"2023-10-31T19:44:03.373550Z","shell.execute_reply.started":"2023-10-31T19:44:03.354713Z","shell.execute_reply":"2023-10-31T19:44:03.372389Z"},"trusted":true},"execution_count":46,"outputs":[{"execution_count":46,"output_type":"execute_result","data":{"text/plain":"         source   target\n0        Arthur   Merlin\n1        Arthur   Merlin\n2        Arthur   Merlin\n3        Arthur   Merlin\n4        Arthur   Merlin\n5        Arthur   Merlin\n6        Arthur   Merlin\n7       Galahad     Lady\n8       Galahad     Lady\n9  Condwiramurs  Lebioda","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>source</th>\n      <th>target</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Arthur</td>\n      <td>Merlin</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Arthur</td>\n      <td>Merlin</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Arthur</td>\n      <td>Merlin</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Arthur</td>\n      <td>Merlin</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Arthur</td>\n      <td>Merlin</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>Arthur</td>\n      <td>Merlin</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>Arthur</td>\n      <td>Merlin</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>Galahad</td>\n      <td>Lady</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>Galahad</td>\n      <td>Lady</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>Condwiramurs</td>\n      <td>Lebioda</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"relationship_df[\"value\"] = 1\nrelationship_df = relationship_df.groupby([\"source\",\"target\"], sort=False, as_index=False).sum()","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:44:37.020932Z","iopub.execute_input":"2023-10-31T19:44:37.021423Z","iopub.status.idle":"2023-10-31T19:44:37.041055Z","shell.execute_reply.started":"2023-10-31T19:44:37.021385Z","shell.execute_reply":"2023-10-31T19:44:37.039555Z"},"trusted":true},"execution_count":47,"outputs":[]},{"cell_type":"code","source":"relationship_df.head(10)","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:44:46.617247Z","iopub.execute_input":"2023-10-31T19:44:46.617680Z","iopub.status.idle":"2023-10-31T19:44:46.631608Z","shell.execute_reply.started":"2023-10-31T19:44:46.617646Z","shell.execute_reply":"2023-10-31T19:44:46.630281Z"},"trusted":true},"execution_count":48,"outputs":[{"execution_count":48,"output_type":"execute_result","data":{"text/plain":"         source    target  value\n0        Arthur    Merlin      7\n1       Galahad      Lady      2\n2  Condwiramurs   Lebioda      3\n3  Condwiramurs     Nimue    206\n4         Nimue       Two      2\n5          Ciri       Two      9\n6          Ciri    Geralt    309\n7         Cahir    Geralt     57\n8         Cahir  Yennefer      7\n9          Ciri  Yennefer    321","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>source</th>\n      <th>target</th>\n      <th>value</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Arthur</td>\n      <td>Merlin</td>\n      <td>7</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Galahad</td>\n      <td>Lady</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Condwiramurs</td>\n      <td>Lebioda</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Condwiramurs</td>\n      <td>Nimue</td>\n      <td>206</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Nimue</td>\n      <td>Two</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>Ciri</td>\n      <td>Two</td>\n      <td>9</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>Ciri</td>\n      <td>Geralt</td>\n      <td>309</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>Cahir</td>\n      <td>Geralt</td>\n      <td>57</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>Cahir</td>\n      <td>Yennefer</td>\n      <td>7</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>Ciri</td>\n      <td>Yennefer</td>\n      <td>321</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"# Graph analysis and visualization","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:44:59.539601Z","iopub.execute_input":"2023-10-31T19:44:59.540043Z","iopub.status.idle":"2023-10-31T19:44:59.546035Z","shell.execute_reply.started":"2023-10-31T19:44:59.540008Z","shell.execute_reply":"2023-10-31T19:44:59.544789Z"},"trusted":true},"execution_count":49,"outputs":[]},{"cell_type":"code","source":"# Create a graph from a pandas dataframe\nG = nx.from_pandas_edgelist(relationship_df, \n                            source = \"source\", \n                            target = \"target\", \n                            edge_attr = \"value\", \n                            create_using = nx.Graph())","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:45:06.967856Z","iopub.execute_input":"2023-10-31T19:45:06.968309Z","iopub.status.idle":"2023-10-31T19:45:06.977936Z","shell.execute_reply.started":"2023-10-31T19:45:06.968274Z","shell.execute_reply":"2023-10-31T19:45:06.976708Z"},"trusted":true},"execution_count":50,"outputs":[]},{"cell_type":"code","source":"# Function to filter out non-character entities\ndef filter_entity(ent_list, character_df):\n    return [ent for ent in ent_list \n            if ent in list(character_df.character) \n            or ent in list(character_df.character_firstname)]","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:24:57.529467Z","iopub.execute_input":"2023-10-31T19:24:57.530046Z","iopub.status.idle":"2023-10-31T19:24:57.538562Z","shell.execute_reply.started":"2023-10-31T19:24:57.529994Z","shell.execute_reply":"2023-10-31T19:24:57.537221Z"},"trusted":true},"execution_count":30,"outputs":[]},{"cell_type":"code","source":"## Graph visualization - Networkx","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:45:19.944845Z","iopub.execute_input":"2023-10-31T19:45:19.945313Z","iopub.status.idle":"2023-10-31T19:45:19.951047Z","shell.execute_reply.started":"2023-10-31T19:45:19.945275Z","shell.execute_reply":"2023-10-31T19:45:19.949353Z"},"trusted":true},"execution_count":51,"outputs":[]},{"cell_type":"code","source":"plt.figure(figsize=(10,10))\npos = nx.kamada_kawai_layout(G)\nnx.draw(G, with_labels=True, node_color='skyblue', edge_cmap=plt.cm.Blues, pos = pos)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:45:28.758442Z","iopub.execute_input":"2023-10-31T19:45:28.758850Z","iopub.status.idle":"2023-10-31T19:45:30.216270Z","shell.execute_reply.started":"2023-10-31T19:45:28.758820Z","shell.execute_reply":"2023-10-31T19:45:30.214519Z"},"trusted":true},"execution_count":52,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x1000 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"markdown","source":"## Graph visualization - Pyvis","metadata":{}},{"cell_type":"code","source":"!pip install pyvis","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:46:12.397868Z","iopub.execute_input":"2023-10-31T19:46:12.398322Z","iopub.status.idle":"2023-10-31T19:46:27.307361Z","shell.execute_reply.started":"2023-10-31T19:46:12.398288Z","shell.execute_reply":"2023-10-31T19:46:27.305670Z"},"trusted":true},"execution_count":55,"outputs":[{"name":"stdout","text":"Collecting pyvis\n  Downloading pyvis-0.3.2-py3-none-any.whl (756 kB)\n\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m756.0/756.0 kB\u001b[0m \u001b[31m10.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m00:01\u001b[0m\n\u001b[?25hRequirement already satisfied: ipython>=5.3.0 in /opt/conda/lib/python3.10/site-packages (from pyvis) (8.14.0)\nRequirement already satisfied: jinja2>=2.9.6 in /opt/conda/lib/python3.10/site-packages (from pyvis) (3.1.2)\nCollecting jsonpickle>=1.4.1 (from pyvis)\n  Downloading jsonpickle-3.0.2-py3-none-any.whl (40 kB)\n\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m40.7/40.7 kB\u001b[0m \u001b[31m3.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n\u001b[?25hRequirement already satisfied: networkx>=1.11 in /opt/conda/lib/python3.10/site-packages (from pyvis) (3.1)\nRequirement already satisfied: backcall in /opt/conda/lib/python3.10/site-packages (from ipython>=5.3.0->pyvis) (0.2.0)\nRequirement already satisfied: decorator in /opt/conda/lib/python3.10/site-packages (from ipython>=5.3.0->pyvis) (5.1.1)\nRequirement already satisfied: jedi>=0.16 in /opt/conda/lib/python3.10/site-packages (from ipython>=5.3.0->pyvis) (0.18.2)\nRequirement already satisfied: matplotlib-inline in /opt/conda/lib/python3.10/site-packages (from ipython>=5.3.0->pyvis) (0.1.6)\nRequirement already satisfied: pickleshare in /opt/conda/lib/python3.10/site-packages (from ipython>=5.3.0->pyvis) (0.7.5)\nRequirement already satisfied: prompt-toolkit!=3.0.37,<3.1.0,>=3.0.30 in /opt/conda/lib/python3.10/site-packages (from ipython>=5.3.0->pyvis) (3.0.38)\nRequirement already satisfied: pygments>=2.4.0 in /opt/conda/lib/python3.10/site-packages (from ipython>=5.3.0->pyvis) (2.15.1)\nRequirement already satisfied: stack-data in /opt/conda/lib/python3.10/site-packages (from ipython>=5.3.0->pyvis) (0.6.2)\nRequirement already satisfied: traitlets>=5 in /opt/conda/lib/python3.10/site-packages (from ipython>=5.3.0->pyvis) (5.9.0)\nRequirement already satisfied: pexpect>4.3 in /opt/conda/lib/python3.10/site-packages (from ipython>=5.3.0->pyvis) (4.8.0)\nRequirement already satisfied: MarkupSafe>=2.0 in /opt/conda/lib/python3.10/site-packages (from jinja2>=2.9.6->pyvis) (2.1.3)\nRequirement already satisfied: parso<0.9.0,>=0.8.0 in /opt/conda/lib/python3.10/site-packages (from jedi>=0.16->ipython>=5.3.0->pyvis) (0.8.3)\nRequirement already satisfied: ptyprocess>=0.5 in /opt/conda/lib/python3.10/site-packages (from pexpect>4.3->ipython>=5.3.0->pyvis) (0.7.0)\nRequirement already satisfied: wcwidth in /opt/conda/lib/python3.10/site-packages (from prompt-toolkit!=3.0.37,<3.1.0,>=3.0.30->ipython>=5.3.0->pyvis) (0.2.6)\nRequirement already satisfied: executing>=1.2.0 in /opt/conda/lib/python3.10/site-packages (from stack-data->ipython>=5.3.0->pyvis) (1.2.0)\nRequirement already satisfied: asttokens>=2.1.0 in /opt/conda/lib/python3.10/site-packages (from stack-data->ipython>=5.3.0->pyvis) (2.2.1)\nRequirement already satisfied: pure-eval in /opt/conda/lib/python3.10/site-packages (from stack-data->ipython>=5.3.0->pyvis) (0.2.2)\nRequirement already satisfied: six in /opt/conda/lib/python3.10/site-packages (from asttokens>=2.1.0->stack-data->ipython>=5.3.0->pyvis) (1.16.0)\nInstalling collected packages: jsonpickle, pyvis\nSuccessfully installed jsonpickle-3.0.2 pyvis-0.3.2\n","output_type":"stream"}]},{"cell_type":"code","source":"from pyvis.network import Network\nnet = Network(notebook = True, width=\"1000px\", height=\"700px\", bgcolor='#222222', font_color='white')\n\nnode_degree = dict(G.degree)\n\n#Setting up node size attribute\nnx.set_node_attributes(G, node_degree, 'size')\n\nnet.from_nx(G)\nnet.show(\"witcher.html\")","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:46:27.310319Z","iopub.execute_input":"2023-10-31T19:46:27.310750Z","iopub.status.idle":"2023-10-31T19:46:27.435788Z","shell.execute_reply.started":"2023-10-31T19:46:27.310712Z","shell.execute_reply":"2023-10-31T19:46:27.434409Z"},"trusted":true},"execution_count":56,"outputs":[{"name":"stdout","text":"Warning: When  cdn_resources is 'local' jupyter notebook has issues displaying graphics on chrome/safari. Use cdn_resources='in_line' or cdn_resources='remote' if you have issues viewing graphics in a notebook.\nwitcher.html\n","output_type":"stream"},{"execution_count":56,"output_type":"execute_result","data":{"text/plain":"<IPython.lib.display.IFrame at 0x7dd240eb3730>","text/html":"\n        <iframe\n            width=\"1000px\"\n            height=\"700px\"\n            src=\"witcher.html\"\n            frameborder=\"0\"\n            allowfullscreen\n            \n        ></iframe>\n        "},"metadata":{}}]},{"cell_type":"markdown","source":"# The most important characters in The Witcher","metadata":{}},{"cell_type":"code","source":"# Degree centrality\ndegree_dict = nx.degree_centrality(G)\ndegree_dict","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:47:41.706771Z","iopub.execute_input":"2023-10-31T19:47:41.707383Z","iopub.status.idle":"2023-10-31T19:47:41.723699Z","shell.execute_reply.started":"2023-10-31T19:47:41.707338Z","shell.execute_reply":"2023-10-31T19:47:41.722267Z"},"trusted":true},"execution_count":57,"outputs":[{"execution_count":57,"output_type":"execute_result","data":{"text/plain":"{'Arthur': 0.005952380952380952,\n 'Merlin': 0.005952380952380952,\n 'Galahad': 0.011904761904761904,\n 'Lady': 0.005952380952380952,\n 'Condwiramurs': 0.06547619047619047,\n 'Lebioda': 0.005952380952380952,\n 'Nimue': 0.07738095238095238,\n 'Two': 0.06547619047619047,\n 'Ciri': 0.23809523809523808,\n 'Geralt': 0.22619047619047616,\n 'Cahir': 0.08333333333333333,\n 'Yennefer': 0.17261904761904762,\n 'Pavetta': 0.05357142857142857,\n 'Assire': 0.05952380952380952,\n 'Lydia': 0.005952380952380952,\n 'Emhyr': 0.125,\n 'Vattier': 0.02976190476190476,\n 'Stella': 0.005952380952380952,\n 'Vilgefortz': 0.11309523809523808,\n 'Jarre': 0.1607142857142857,\n 'Anna': 0.05952380952380952,\n 'Milva': 0.07142857142857142,\n 'Fringilla': 0.10119047619047619,\n 'Rience': 0.017857142857142856,\n 'Stefan': 0.041666666666666664,\n 'Reynart': 0.03571428571428571,\n 'Roach': 0.011904761904761904,\n 'Dandelion': 0.07142857142857142,\n 'Alcides': 0.011904761904761904,\n 'Malatesta': 0.005952380952380952,\n 'Jean': 0.011904761904761904,\n 'Baron': 0.047619047619047616,\n 'Palmerin': 0.011904761904761904,\n 'Fulko': 0.005952380952380952,\n 'Philippa': 0.11309523809523808,\n 'Keira': 0.041666666666666664,\n 'Margarita': 0.05952380952380952,\n 'Sabrina': 0.07142857142857142,\n 'Francesca': 0.06547619047619047,\n 'Maria': 0.011904761904761904,\n 'Joachim': 0.017857142857142856,\n 'Ardal': 0.005952380952380952,\n 'Cirilla': 0.047619047619047616,\n 'April': 0.023809523809523808,\n 'Triss': 0.07738095238095238,\n 'Guy': 0.005952380952380952,\n 'Pegasus': 0.017857142857142856,\n 'Vysogota': 0.023809523809523808,\n 'Kelpie': 0.05952380952380952,\n 'Lara': 0.03571428571428571,\n \"Avallac'h\": 0.017857142857142856,\n 'Cregennan': 0.011904761904761904,\n 'Vesemir': 0.03571428571428571,\n 'Eredin': 0.047619047619047616,\n 'Auberon': 0.02976190476190476,\n 'Giselher': 0.005952380952380952,\n 'Kayleigh': 0.005952380952380952,\n 'Ihuarraquax': 0.017857142857142856,\n 'Seven': 0.005952380952380952,\n 'Okultich': 0.023809523809523808,\n 'Milton': 0.03571428571428571,\n 'Pike': 0.06547619047619047,\n 'Klaproth': 0.047619047619047616,\n 'Nenneke': 0.03571428571428571,\n 'Ograbek': 0.017857142857142856,\n 'Goidemar': 0.017857142857142856,\n 'Falka': 0.011904761904761904,\n 'Cedric': 0.011904761904761904,\n 'Adam': 0.05357142857142857,\n 'Lorenzo': 0.017857142857142856,\n 'Julia': 0.05357142857142857,\n 'Dennis': 0.05357142857142857,\n 'Zoltan': 0.08928571428571427,\n 'Sheldon': 0.023809523809523808,\n 'Menno': 0.047619047619047616,\n 'Elkana': 0.005952380952380952,\n 'Vissegerd': 0.005952380952380952,\n 'Yarpen': 0.06547619047619047,\n 'Evangelina': 0.011904761904761904,\n 'Incarvilia': 0.023809523809523808,\n 'Impatientia': 0.005952380952380952,\n 'Milo': 0.011904761904761904,\n 'Holofernes': 0.02976190476190476,\n 'Petunia': 0.017857142857142856,\n 'King': 0.011904761904761904,\n 'Eurneid': 0.02976190476190476,\n 'Iola': 0.023809523809523808,\n 'Fabio': 0.011904761904761904,\n 'Aarhenius': 0.005952380952380952,\n 'Ithlinne': 0.011904761904761904,\n 'Barclay': 0.03571428571428571,\n 'Elan': 0.017857142857142856,\n 'Kees': 0.023809523809523808,\n 'Liam': 0.011904761904761904,\n 'Lamarr': 0.005952380952380952,\n 'Andy': 0.011904761904761904,\n 'Didi': 0.005952380952380952,\n 'Aubry': 0.017857142857142856,\n 'Foltest': 0.06547619047619047,\n 'Anzelm': 0.011904761904761904,\n 'Marti': 0.017857142857142856,\n 'Isengrim': 0.011904761904761904,\n 'Katje': 0.011904761904761904,\n 'Myrrha': 0.011904761904761904,\n 'Shani': 0.03571428571428571,\n 'Daniel': 0.005952380952380952,\n 'Bronibor': 0.023809523809523808,\n 'Kobus': 0.005952380952380952,\n 'Zyvik': 0.005952380952380952,\n 'Ouder': 0.011904761904761904,\n 'Deuslax': 0.011904761904761904,\n 'Sievers': 0.005952380952380952,\n 'Munro': 0.023809523809523808,\n 'Caleb': 0.02976190476190476,\n 'Henselt': 0.03571428571428571,\n 'Boreas': 0.05952380952380952,\n 'Dacre': 0.017857142857142856,\n 'Ola': 0.005952380952380952,\n 'Dyffryn': 0.005952380952380952,\n 'Aillil': 0.011904761904761904,\n 'Gruffyd': 0.011904761904761904,\n 'Dheran': 0.011904761904761904,\n 'Mawr': 0.005952380952380952,\n 'Duke': 0.005952380952380952,\n 'Xarthisius': 0.005952380952380952,\n 'Effenberg': 0.011904761904761904,\n 'Talbot': 0.011904761904761904,\n 'Dagorad': 0.017857142857142856,\n 'Fitz-Oesterlen': 0.03571428571428571,\n 'Meve': 0.023809523809523808,\n 'Demavend': 0.03571428571428571,\n 'Angus': 0.005952380952380952,\n 'Riordain': 0.005952380952380952,\n 'Hamilcar': 0.005952380952380952,\n 'Berengar': 0.023809523809523808,\n 'Calanthe': 0.011904761904761904,\n 'Torres': 0.005952380952380952,\n 'Roegner': 0.017857142857142856,\n 'Esterad': 0.011904761904761904,\n 'Zuleyka': 0.011904761904761904,\n 'Coram': 0.011904761904761904,\n 'Corbett': 0.011904761904761904,\n 'Cairbre': 0.005952380952380952,\n 'Orestes': 0.011904761904761904,\n 'Istvan': 0.011904761904761904,\n 'Vascoigne': 0.005952380952380952,\n 'Radovid': 0.005952380952380952,\n 'Sigismund': 0.011904761904761904,\n 'Willemer': 0.017857142857142856,\n 'Lucienne': 0.017857142857142856,\n 'Toruviel': 0.011904761904761904,\n 'Bertram': 0.005952380952380952,\n 'Edmund': 0.005952380952380952,\n 'Nicodemus': 0.011904761904761904,\n 'Albert': 0.005952380952380952,\n 'Goulue': 0.005952380952380952,\n 'Nycklar': 0.005952380952380952,\n 'Tissaia': 0.017857142857142856,\n 'Nadia': 0.005952380952380952,\n 'Figgis': 0.011904761904761904,\n 'Yazon': 0.023809523809523808,\n 'Regan': 0.011904761904761904,\n 'Eudora': 0.017857142857142856,\n 'Cerro': 0.011904761904761904,\n 'Schrader': 0.011904761904761904,\n 'Eskel': 0.011904761904761904,\n 'Lambert': 0.005952380952380952,\n 'Alzur': 0.005952380952380952,\n 'Lytta': 0.011904761904761904}"},"metadata":{}}]},{"cell_type":"code","source":"degree_df = pd.DataFrame.from_dict(degree_dict, orient='index', columns=['centrality'])\n# Plot top 10 nodes\ndegree_df.sort_values('centrality', ascending=False)[0:9].plot(kind=\"bar\")","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:47:54.239790Z","iopub.execute_input":"2023-10-31T19:47:54.240254Z","iopub.status.idle":"2023-10-31T19:47:54.649136Z","shell.execute_reply.started":"2023-10-31T19:47:54.240218Z","shell.execute_reply":"2023-10-31T19:47:54.647931Z"},"trusted":true},"execution_count":58,"outputs":[{"execution_count":58,"output_type":"execute_result","data":{"text/plain":"<Axes: >"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"code","source":"# Betweenness centrality\nbetweenness_dict = nx.betweenness_centrality(G)\nbetweenness_df = pd.DataFrame.from_dict(betweenness_dict, orient='index', columns=['centrality'])\n# Plot top 10 nodes\nbetweenness_df.sort_values('centrality', ascending=False)[0:9].plot(kind=\"bar\")","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:48:03.973400Z","iopub.execute_input":"2023-10-31T19:48:03.973849Z","iopub.status.idle":"2023-10-31T19:48:04.443834Z","shell.execute_reply.started":"2023-10-31T19:48:03.973816Z","shell.execute_reply":"2023-10-31T19:48:04.442652Z"},"trusted":true},"execution_count":59,"outputs":[{"execution_count":59,"output_type":"execute_result","data":{"text/plain":"<Axes: >"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"code","source":"# Closeness centrality\ncloseness_dict = nx.closeness_centrality(G)\ncloseness_df = pd.DataFrame.from_dict(closeness_dict, orient='index', columns=['centrality'])\n# Plot top 10 nodes\ncloseness_df.sort_values('centrality', ascending=False)[0:9].plot(kind=\"bar\")","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:48:13.606336Z","iopub.execute_input":"2023-10-31T19:48:13.606779Z","iopub.status.idle":"2023-10-31T19:48:13.961872Z","shell.execute_reply.started":"2023-10-31T19:48:13.606747Z","shell.execute_reply":"2023-10-31T19:48:13.960804Z"},"trusted":true},"execution_count":60,"outputs":[{"execution_count":60,"output_type":"execute_result","data":{"text/plain":"<Axes: >"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"code","source":"# Save centrality measures\nnx.set_node_attributes(G, degree_dict, 'degree_centrality')\nnx.set_node_attributes(G, betweenness_dict, 'betweenness_centrality')\nnx.set_node_attributes(G, closeness_dict, 'closeness_centrality')","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:48:38.583828Z","iopub.execute_input":"2023-10-31T19:48:38.584334Z","iopub.status.idle":"2023-10-31T19:48:38.591536Z","shell.execute_reply.started":"2023-10-31T19:48:38.584294Z","shell.execute_reply":"2023-10-31T19:48:38.590248Z"},"trusted":true},"execution_count":61,"outputs":[]},{"cell_type":"markdown","source":"## Community detection","metadata":{}},{"cell_type":"code","source":"import community as community_louvain","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:49:06.413653Z","iopub.execute_input":"2023-10-31T19:49:06.414085Z","iopub.status.idle":"2023-10-31T19:49:06.426867Z","shell.execute_reply.started":"2023-10-31T19:49:06.414055Z","shell.execute_reply":"2023-10-31T19:49:06.424957Z"},"trusted":true},"execution_count":62,"outputs":[]},{"cell_type":"code","source":"communities = community_louvain.best_partition(G)","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:49:07.952611Z","iopub.execute_input":"2023-10-31T19:49:07.953095Z","iopub.status.idle":"2023-10-31T19:49:07.993250Z","shell.execute_reply.started":"2023-10-31T19:49:07.953057Z","shell.execute_reply":"2023-10-31T19:49:07.992260Z"},"trusted":true},"execution_count":63,"outputs":[]},{"cell_type":"code","source":"communities","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:52:53.521577Z","iopub.execute_input":"2023-10-31T19:52:53.522038Z","iopub.status.idle":"2023-10-31T19:52:53.538644Z","shell.execute_reply.started":"2023-10-31T19:52:53.522002Z","shell.execute_reply":"2023-10-31T19:52:53.537222Z"},"trusted":true},"execution_count":72,"outputs":[{"execution_count":72,"output_type":"execute_result","data":{"text/plain":"{'Arthur': 0,\n 'Merlin': 0,\n 'Galahad': 1,\n 'Lady': 1,\n 'Condwiramurs': 2,\n 'Lebioda': 2,\n 'Nimue': 2,\n 'Two': 2,\n 'Ciri': 1,\n 'Geralt': 1,\n 'Cahir': 1,\n 'Yennefer': 3,\n 'Pavetta': 1,\n 'Assire': 3,\n 'Lydia': 2,\n 'Emhyr': 4,\n 'Vattier': 4,\n 'Stella': 4,\n 'Vilgefortz': 3,\n 'Jarre': 2,\n 'Anna': 1,\n 'Milva': 1,\n 'Fringilla': 3,\n 'Rience': 3,\n 'Stefan': 4,\n 'Reynart': 1,\n 'Roach': 1,\n 'Dandelion': 1,\n 'Alcides': 1,\n 'Malatesta': 1,\n 'Jean': 1,\n 'Baron': 1,\n 'Palmerin': 1,\n 'Fulko': 3,\n 'Philippa': 3,\n 'Keira': 3,\n 'Margarita': 3,\n 'Sabrina': 3,\n 'Francesca': 3,\n 'Maria': 1,\n 'Joachim': 3,\n 'Ardal': 4,\n 'Cirilla': 5,\n 'April': 6,\n 'Triss': 3,\n 'Guy': 1,\n 'Pegasus': 1,\n 'Vysogota': 1,\n 'Kelpie': 1,\n 'Lara': 1,\n \"Avallac'h\": 1,\n 'Cregennan': 1,\n 'Vesemir': 1,\n 'Eredin': 1,\n 'Auberon': 1,\n 'Giselher': 7,\n 'Kayleigh': 7,\n 'Ihuarraquax': 1,\n 'Seven': 1,\n 'Okultich': 2,\n 'Milton': 2,\n 'Pike': 2,\n 'Klaproth': 2,\n 'Nenneke': 3,\n 'Ograbek': 2,\n 'Goidemar': 2,\n 'Falka': 2,\n 'Cedric': 2,\n 'Adam': 8,\n 'Lorenzo': 8,\n 'Julia': 8,\n 'Dennis': 5,\n 'Zoltan': 5,\n 'Sheldon': 5,\n 'Menno': 9,\n 'Elkana': 5,\n 'Vissegerd': 5,\n 'Yarpen': 5,\n 'Evangelina': 5,\n 'Incarvilia': 2,\n 'Impatientia': 2,\n 'Milo': 2,\n 'Holofernes': 2,\n 'Petunia': 2,\n 'King': 2,\n 'Eurneid': 2,\n 'Iola': 2,\n 'Fabio': 2,\n 'Aarhenius': 3,\n 'Ithlinne': 2,\n 'Barclay': 8,\n 'Elan': 9,\n 'Kees': 9,\n 'Liam': 9,\n 'Lamarr': 9,\n 'Andy': 8,\n 'Didi': 8,\n 'Aubry': 8,\n 'Foltest': 8,\n 'Anzelm': 8,\n 'Marti': 8,\n 'Isengrim': 9,\n 'Katje': 2,\n 'Myrrha': 2,\n 'Shani': 8,\n 'Daniel': 8,\n 'Bronibor': 8,\n 'Kobus': 8,\n 'Zyvik': 9,\n 'Ouder': 9,\n 'Deuslax': 8,\n 'Sievers': 9,\n 'Munro': 5,\n 'Caleb': 5,\n 'Henselt': 8,\n 'Boreas': 4,\n 'Dacre': 4,\n 'Ola': 4,\n 'Dyffryn': 1,\n 'Aillil': 1,\n 'Gruffyd': 1,\n 'Dheran': 1,\n 'Mawr': 1,\n 'Duke': 4,\n 'Xarthisius': 3,\n 'Effenberg': 4,\n 'Talbot': 4,\n 'Dagorad': 6,\n 'Fitz-Oesterlen': 8,\n 'Meve': 8,\n 'Demavend': 3,\n 'Angus': 11,\n 'Riordain': 11,\n 'Hamilcar': 9,\n 'Berengar': 4,\n 'Calanthe': 8,\n 'Torres': 4,\n 'Roegner': 6,\n 'Esterad': 1,\n 'Zuleyka': 1,\n 'Coram': 6,\n 'Corbett': 6,\n 'Cairbre': 12,\n 'Orestes': 12,\n 'Istvan': 12,\n 'Vascoigne': 12,\n 'Radovid': 8,\n 'Sigismund': 3,\n 'Willemer': 3,\n 'Lucienne': 2,\n 'Toruviel': 2,\n 'Bertram': 4,\n 'Edmund': 1,\n 'Nicodemus': 3,\n 'Albert': 3,\n 'Goulue': 10,\n 'Nycklar': 10,\n 'Tissaia': 3,\n 'Nadia': 1,\n 'Figgis': 5,\n 'Yazon': 5,\n 'Regan': 5,\n 'Eudora': 5,\n 'Cerro': 5,\n 'Schrader': 1,\n 'Eskel': 1,\n 'Lambert': 1,\n 'Alzur': 3,\n 'Lytta': 5}"},"metadata":{}}]},{"cell_type":"code","source":"nx.set_node_attributes(G, communities, 'group')","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:49:32.428726Z","iopub.execute_input":"2023-10-31T19:49:32.429179Z","iopub.status.idle":"2023-10-31T19:49:32.434842Z","shell.execute_reply.started":"2023-10-31T19:49:32.429127Z","shell.execute_reply":"2023-10-31T19:49:32.433606Z"},"trusted":true},"execution_count":65,"outputs":[]},{"cell_type":"code","source":"com_net = Network(notebook = True, width=\"1000px\", height=\"700px\", bgcolor='#222222', font_color='white')\ncom_net.from_nx(G)\ncom_net.show(\"witcher_communities.html\")","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:49:40.533117Z","iopub.execute_input":"2023-10-31T19:49:40.533528Z","iopub.status.idle":"2023-10-31T19:49:40.609497Z","shell.execute_reply.started":"2023-10-31T19:49:40.533496Z","shell.execute_reply":"2023-10-31T19:49:40.608242Z"},"trusted":true},"execution_count":66,"outputs":[{"name":"stdout","text":"Warning: When  cdn_resources is 'local' jupyter notebook has issues displaying graphics on chrome/safari. Use cdn_resources='in_line' or cdn_resources='remote' if you have issues viewing graphics in a notebook.\nwitcher_communities.html\n","output_type":"stream"},{"execution_count":66,"output_type":"execute_result","data":{"text/plain":"<IPython.lib.display.IFrame at 0x7dd237c1fb80>","text/html":"\n        <iframe\n            width=\"1000px\"\n            height=\"700px\"\n            src=\"witcher_communities.html\"\n            frameborder=\"0\"\n            allowfullscreen\n            \n        ></iframe>\n        "},"metadata":{}}]},{"cell_type":"markdown","source":"# Evolution of characters' importance","metadata":{}},{"cell_type":"code","source":"# from lib.utils.functions import * \n\n# These below functions normally must be in utils folder. But we are working on kaggle\nimport pandas as pd\nimport numpy as np\nimport os\nimport spacy\nfrom spacy import displacy\nimport networkx as nx\n\nimport matplotlib.pyplot as plt\n\n\ndef ner(file_name):\n    \"\"\"\n    Function to process text from a text file (.txt) using Spacy.\n    \n    Params:\n    file_name -- name of a txt file as string\n    \n    Returns:\n    a processed doc file using Spacy English language model\n    \n    \"\"\"\n    # Load spacy English languague model\n    nlp = spacy.load(\"en_core_web_sm\")\n    book_text = open(file_name).read()\n    book_doc = nlp(book_text)\n    \n    return book_doc\n\n\ndef get_ne_list_per_sentence(spacy_doc):\n    \"\"\"\n    Get a list of entites per sentence of a Spacy document and store in a dataframe.\n    \n    Params:\n    spacy_doc -- a Spacy processed document\n    \n    Returns:\n    a dataframe containing the sentences and corresponding list of recognised named entities       in the sentences\n    \"\"\"\n    \n    sent_entity_df = []\n\n    # Loop through sentences, store named entity list for each sentence\n    for sent in spacy_doc.sents:\n        entity_list = [ent.text for ent in sent.ents]\n        sent_entity_df.append({\"sentence\": sent, \"entities\": entity_list})\n\n    sent_entity_df = pd.DataFrame(sent_entity_df)\n    \n    return sent_entity_df\n\n\ndef filter_entity(ent_list, character_df):\n    \"\"\"\n    Function to filter out non-character entities.\n    \n    Params:\n    ent_list -- list of entities to be filtered\n    character_df -- a dataframe contain characters' names and characters' first names\n    \n    Returns:\n    a list of entities that are characters (matching by names or first names).\n    \n    \"\"\"\n    return [ent for ent in ent_list \n            if ent in list(character_df.character) \n            or ent in list(character_df.character_firstname)]\n\n\ndef create_relationships(df, window_size):\n    \n    \"\"\"\n    Create a dataframe of relationships based on the df dataframe (containing lists of chracters per sentence) and the window size of n sentences.\n    \n    Params:\n    df -- a dataframe containing a column called character_entities with the list of chracters for each sentence of a document.\n    window_size -- size of the windows (number of sentences) for creating relationships between two adjacent characters in the text.\n    \n    Returns:\n    a relationship dataframe containing 3 columns: source, target, value.\n    \n    \"\"\"\n    \n    relationships = []\n\n    for i in range(df.index[-1]):\n        end_i = min(i + window_size, df.index[-1])\n        char_list = sum((df.loc[i: end_i].character_entities), [])\n\n        # Remove duplicated characters that are next to each other\n        char_unique = [char_list[i] for i in range(len(char_list)) \n                       if (i==0) or char_list[i] != char_list[i-1]]\n\n        if len(char_unique) > 1:\n            for idx, a in enumerate(char_unique[:-1]):\n                b = char_unique[idx + 1]\n                relationships.append({\"source\": a, \"target\": b})\n           \n    relationship_df = pd.DataFrame(relationships)\n    # Sort the cases with a->b and b->a\n    relationship_df = pd.DataFrame(np.sort(relationship_df.values, axis = 1), \n                                   columns = relationship_df.columns)\n    relationship_df[\"value\"] = 1\n    relationship_df = relationship_df.groupby([\"source\",\"target\"], \n                                              sort=False, \n                                              as_index=False).sum()\n                \n    return relationship_df","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:56:14.746600Z","iopub.execute_input":"2023-10-31T19:56:14.747039Z","iopub.status.idle":"2023-10-31T19:56:14.766429Z","shell.execute_reply.started":"2023-10-31T19:56:14.747006Z","shell.execute_reply":"2023-10-31T19:56:14.764871Z"},"trusted":true},"execution_count":75,"outputs":[]},{"cell_type":"code","source":"# Initialize empty list for graphs from books\nbooks_graph = []\nall_books = [b for b in os.scandir(\"/kaggle/input/witcher-books/data\") if '.txt' in b.name]\n# Load spacy English languague model\nnlp = spacy.load(\"en_core_web_sm\")\n\n# Sort dir entries by name\nall_books.sort(key=lambda x: x.name)","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:56:16.923120Z","iopub.execute_input":"2023-10-31T19:56:16.923618Z","iopub.status.idle":"2023-10-31T19:56:18.129963Z","shell.execute_reply.started":"2023-10-31T19:56:16.923575Z","shell.execute_reply":"2023-10-31T19:56:18.128655Z"},"trusted":true},"execution_count":76,"outputs":[]},{"cell_type":"code","source":"# Loop through book list and create graphs\nfor book in all_books:\n    book_text = ner(book)\n    \n    # Get list of entities per sentences\n    sent_entity_df = get_ne_list_per_sentence(book_text)\n    \n    # Select only character entities\n    sent_entity_df['character_entities'] = sent_entity_df['entities'].apply(lambda x: filter_entity(x, character_df))\n\n    # Filter out sentences that don't have any character entities\n    sent_entity_df_filtered = sent_entity_df[sent_entity_df['character_entities'].map(len) > 0]\n    \n    # Take only first name of characters\n    sent_entity_df_filtered['character_entities'] = sent_entity_df_filtered['character_entities'].apply(lambda x: [item.split()[0] \n                                                                                                               for item in x])\n\n    # Create relationship df\n    relationship_df = create_relationships(df = sent_entity_df_filtered, window_size = 5)                                                                                                               \n    \n    # Create a graph from a pandas dataframe\n    G = nx.from_pandas_edgelist(relationship_df, \n                                source = \"source\", \n                                target = \"target\", \n                                edge_attr = \"value\", \n                                create_using = nx.Graph())     \n    \n    books_graph.append(G) ","metadata":{"execution":{"iopub.status.busy":"2023-10-31T19:56:21.732383Z","iopub.execute_input":"2023-10-31T19:56:21.733347Z","iopub.status.idle":"2023-10-31T20:27:48.431837Z","shell.execute_reply.started":"2023-10-31T19:56:21.733300Z","shell.execute_reply":"2023-10-31T20:27:48.430530Z"},"trusted":true},"execution_count":77,"outputs":[{"name":"stderr","text":"/tmp/ipykernel_32/4223697425.py:15: SettingWithCopyWarning: \nA value is trying to be set on a copy of a slice from a DataFrame.\nTry using .loc[row_indexer,col_indexer] = value instead\n\nSee the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n  sent_entity_df_filtered['character_entities'] = sent_entity_df_filtered['character_entities'].apply(lambda x: [item.split()[0]\n/tmp/ipykernel_32/4223697425.py:15: SettingWithCopyWarning: \nA value is trying to be set on a copy of a slice from a DataFrame.\nTry using .loc[row_indexer,col_indexer] = value instead\n\nSee the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n  sent_entity_df_filtered['character_entities'] = sent_entity_df_filtered['character_entities'].apply(lambda x: [item.split()[0]\n/tmp/ipykernel_32/4223697425.py:15: SettingWithCopyWarning: \nA value is trying to be set on a copy of a slice from a DataFrame.\nTry using .loc[row_indexer,col_indexer] = value instead\n\nSee the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n  sent_entity_df_filtered['character_entities'] = sent_entity_df_filtered['character_entities'].apply(lambda x: [item.split()[0]\n/tmp/ipykernel_32/4223697425.py:15: SettingWithCopyWarning: \nA value is trying to be set on a copy of a slice from a DataFrame.\nTry using .loc[row_indexer,col_indexer] = value instead\n\nSee the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n  sent_entity_df_filtered['character_entities'] = sent_entity_df_filtered['character_entities'].apply(lambda x: [item.split()[0]\n/tmp/ipykernel_32/4223697425.py:15: SettingWithCopyWarning: \nA value is trying to be set on a copy of a slice from a DataFrame.\nTry using .loc[row_indexer,col_indexer] = value instead\n\nSee the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n  sent_entity_df_filtered['character_entities'] = sent_entity_df_filtered['character_entities'].apply(lambda x: [item.split()[0]\n/tmp/ipykernel_32/4223697425.py:15: SettingWithCopyWarning: \nA value is trying to be set on a copy of a slice from a DataFrame.\nTry using .loc[row_indexer,col_indexer] = value instead\n\nSee the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n  sent_entity_df_filtered['character_entities'] = sent_entity_df_filtered['character_entities'].apply(lambda x: [item.split()[0]\n/tmp/ipykernel_32/4223697425.py:15: SettingWithCopyWarning: \nA value is trying to be set on a copy of a slice from a DataFrame.\nTry using .loc[row_indexer,col_indexer] = value instead\n\nSee the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n  sent_entity_df_filtered['character_entities'] = sent_entity_df_filtered['character_entities'].apply(lambda x: [item.split()[0]\n/tmp/ipykernel_32/4223697425.py:15: SettingWithCopyWarning: \nA value is trying to be set on a copy of a slice from a DataFrame.\nTry using .loc[row_indexer,col_indexer] = value instead\n\nSee the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n  sent_entity_df_filtered['character_entities'] = sent_entity_df_filtered['character_entities'].apply(lambda x: [item.split()[0]\n","output_type":"stream"}]},{"cell_type":"code","source":"# Creating a list of degree centrality of all the books\nevol = [nx.degree_centrality(book) for book in books_graph]\n\n# Creating a DataFrame from the list of degree centralities in all the books\ndegree_evol_df = pd.DataFrame.from_records(evol)\n\n# Plotting the degree centrality evolution of 5 main characters\ndegree_evol_df[[\"Geralt\", \"Ciri\", \"Yennefer\", \"Dandelion\", \"Vesemir\"]].plot()","metadata":{"execution":{"iopub.status.busy":"2023-10-31T20:27:48.434206Z","iopub.execute_input":"2023-10-31T20:27:48.435345Z","iopub.status.idle":"2023-10-31T20:27:48.893949Z","shell.execute_reply.started":"2023-10-31T20:27:48.435295Z","shell.execute_reply":"2023-10-31T20:27:48.892648Z"},"trusted":true},"execution_count":78,"outputs":[{"execution_count":78,"output_type":"execute_result","data":{"text/plain":"<Axes: >"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}