{"cells":[{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"EvTuwbs9r4aw","executionInfo":{"status":"ok","timestamp":1709307950772,"user_tz":300,"elapsed":18530,"user":{"displayName":"清水幸","userId":"09251711040897455590"}},"outputId":"e4c04ebf-fb5a-4990-da77-a450598b3df7"},"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/drive\n","/content/drive/MyDrive/Colab_Notebooks/Marvel_network\n"]}],"source":["import numpy as np\n","import pandas as pd\n","import networkx as nx\n","import matplotlib.pyplot as plt\n","from tqdm import trange\n","from google.colab import drive\n","drive.mount('/content/drive')\n","%cd /content/drive/MyDrive/Colab_Notebooks/Marvel_network"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"QHxuWhh8r4ay","executionInfo":{"status":"ok","timestamp":1709308038937,"user_tz":300,"elapsed":1658,"user":{"displayName":"清水幸","userId":"09251711040897455590"}},"outputId":"ff562e1f-3640-49d7-bcf1-9f69c9f127ad"},"outputs":[{"output_type":"stream","name":"stdout","text":["96104\n","574467\n"]}],"source":["# Read datasets\n","elements=pd.read_csv('source_data/nodes.csv')\n","hero=elements[elements['type']=='hero']['node']\n","comic=elements[elements['type']=='comic']['node']\n","hero_comic=pd.read_csv('source_data/edges.csv')\n","print(len(hero_comic))\n","hero_hero=pd.read_csv('source_data/hero-network.csv')\n","print(len(hero_hero))"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"KFLbMoter4ay","executionInfo":{"status":"ok","timestamp":1709308042509,"user_tz":300,"elapsed":306,"user":{"displayName":"清水幸","userId":"09251711040897455590"}},"outputId":"f7898146-fca2-4056-b846-1151f5d34583"},"outputs":[{"output_type":"stream","name":"stdout","text":["82593\n","424270\n"]}],"source":["# Create hero and comic lists\n","hero=list((set(hero_hero['hero1']).union(\n","    set(hero_hero['hero2']))).intersection(\n","        set(hero_comic['hero'])).intersection(\n","            set(hero)\n","        ))\n","\n","comic=list(set(hero_comic['comic']).intersection(set(comic)))\n","\n","# Delete edges containing unknown hero/comic\n","hero_comic=hero_comic[hero_comic['comic'].isin(comic)]\n","hero_comic=hero_comic[hero_comic['hero'].isin(hero)]\n","print(len(hero_comic))\n","\n","hero_hero=hero_hero[hero_hero['hero1'].isin(hero)]\n","hero_hero=hero_hero[hero_hero['hero2'].isin(hero)]\n","print(len(hero_hero))"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"_BrGgTMMr4az","executionInfo":{"status":"ok","timestamp":1709308185730,"user_tz":300,"elapsed":140840,"user":{"displayName":"清水幸","userId":"09251711040897455590"}},"outputId":"8b2f9eea-5144-48e7-b33c-f17e8525610d"},"outputs":[{"output_type":"stream","name":"stderr","text":["100%|██████████| 6282/6282 [02:20<00:00, 44.62it/s]\n"]}],"source":["# Determine in which comics the hero pairs meet\n","hero_hero_comic=pd.DataFrame(columns=['hero1','hero2','comic'])\n","for i in trange(len(hero)):\n","    hero1=hero[i]\n","    pair1=hero_comic[hero_comic['hero']==hero1]\n","    hero_comic=hero_comic[hero_comic['hero']!=hero1]\n","    pair2=hero_comic[hero_comic['comic'].isin(pair1['comic'])]\n","    pair2.columns=['hero2', 'comic']\n","    pair2.insert(0,'hero1',hero1,True)\n","    hero_hero_comic=pd.concat([hero_hero_comic,pair2])"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"gBvjnLn0r4az","executionInfo":{"status":"ok","timestamp":1709308287123,"user_tz":300,"elapsed":101398,"user":{"displayName":"清水幸","userId":"09251711040897455590"}},"outputId":"c6757189-dd0f-4f67-9e92-709dcd87be0b"},"outputs":[{"output_type":"stream","name":"stderr","text":["100%|██████████| 142289/142289 [00:25<00:00, 5543.05it/s]\n","100%|██████████| 183645/183645 [01:15<00:00, 2442.47it/s]\n"]}],"source":["def flatten_list(matrix):\n","    flat_list = []\n","    for row in matrix:\n","        flat_list += row\n","    return flat_list\n","\n","# List unique pairs\n","existing_pairs=hero_hero_comic[['hero1','hero2']].drop_duplicates()\n","existing_pairs=[[(existing_pairs.iloc[i]['hero1'],existing_pairs.iloc[i]['hero2']),\n","                 (existing_pairs.iloc[i]['hero2'],existing_pairs.iloc[i]['hero1']) ]\n","                 for i in trange(len(existing_pairs))]\n","existing_pairs=flatten_list(existing_pairs)\n","\n","hero_hero=hero_hero.groupby(['hero1','hero2']).size().reset_index(name='counts')\n","adding_pairs=hero_hero.drop_duplicates()\n","adding_pairs=[(adding_pairs.iloc[i]['hero1'],adding_pairs.iloc[i]['hero2'])\n","                 for i in trange(len(adding_pairs))\n","                 if adding_pairs.iloc[i]['hero1']!=adding_pairs.iloc[i]['hero2']]\n"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":424},"id":"A07g1IEzr4az","executionInfo":{"status":"ok","timestamp":1709308287288,"user_tz":300,"elapsed":311,"user":{"displayName":"清水幸","userId":"09251711040897455590"}},"outputId":"b0a8969e-0f00-4f16-dbb8-590e5b77795c"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["                      hero1                 hero2    comic\n","0                     ZAKKA          BROTHER TODE      E 1\n","1                     ZAKKA    DAMIAN, DR. DANIEL      E 1\n","2                     ZAKKA         DAMIAN, MARGO      E 1\n","3                     ZAKKA  IKARIS/IKE HARRIS [E      E 1\n","4                     ZAKKA      KARKAS [DEVIANT]      E 1\n","...                     ...                   ...      ...\n","426553          BLAQUESMITH  PSYLOCKE/ELISABETH B    C2 31\n","426554          BLAQUESMITH  PSYLOCKE/ELISABETH B  X:PRIME\n","426555  PALADIN/PAUL DENNIS       FROST, ADRIENNE  GENX 52\n","426556  PALADIN/PAUL DENNIS       FROST, ADRIENNE  GENX 53\n","426557  PALADIN/PAUL DENNIS       FROST, ADRIENNE  GENX 54\n","\n","[426558 rows x 3 columns]"],"text/html":["\n","  <div id=\"df-b4b01ab8-6fb7-4024-9125-66d0a20d25a2\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>hero1</th>\n","      <th>hero2</th>\n","      <th>comic</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>ZAKKA</td>\n","      <td>BROTHER TODE</td>\n","      <td>E 1</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>ZAKKA</td>\n","      <td>DAMIAN, DR. 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HENRY J.       2\n","4       3-D MAN/CHARLES CHAN  ARABIAN KNIGHT/ABDUL       1\n","...                      ...                   ...     ...\n","142284                 ZZZAX      RODRIGUEZ, DEBRA       1\n","142285                 ZZZAX  SUMMERS, NATHAN CHRI       1\n","142286                 ZZZAX         TALBOT, GLENN       1\n","142287                 ZZZAX    TIGRA/GREER NELSON       1\n","142288                 ZZZAX  WONDER MAN/SIMON WIL       1\n","\n","[142289 rows x 3 columns]"],"text/html":["\n","  <div id=\"df-e9f051a8-cd6a-4272-8ea3-175415630edc\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>hero1</th>\n","      <th>hero2</th>\n","      <th>counts</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>3-D MAN/CHARLES CHAN</td>\n","      <td>AJAK/TECUMOTZIN [ETE</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>3-D MAN/CHARLES CHAN</td>\n","      <td>ANGEL/WARREN KENNETH</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>3-D MAN/CHARLES CHAN</td>\n","      <td>ANT-MAN II/SCOTT HAR</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>3-D MAN/CHARLES CHAN</td>\n","      <td>ANT-MAN/DR. 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HENRY J.                     2                     0   \n","...                                    ...                   ...   \n","YSSA                                     0                     0   \n","ZAKKA                                    0                     0   \n","ZCANN                                    0                     0   \n","ZEAKLAR                                  0                     0   \n","ZZZAX                                    0                     0   \n","\n","                      ANGEL/WARREN KENNETH  ANT-MAN II/SCOTT HAR  \\\n","3-D MAN/CHARLES CHAN                     1                     1   \n","AJAK/TECUMOTZIN [ETE                     1                     1   \n","ANGEL/WARREN KENNETH                  1083                     3   \n","ANT-MAN II/SCOTT HAR                     3                   383   \n","ANT-MAN/DR. HENRY J.                    25                    14   \n","...                                    ...                   ...   \n","YSSA                                     0                     0   \n","ZAKKA                                    0                     0   \n","ZCANN                                    0                     0   \n","ZEAKLAR                                  0                     0   \n","ZZZAX                                    0                     1   \n","\n","                      ANT-MAN/DR. HENRY J.  ARABIAN KNIGHT/ABDUL  \\\n","3-D MAN/CHARLES CHAN                     2                     1   \n","AJAK/TECUMOTZIN [ETE                     0                     1   \n","ANGEL/WARREN KENNETH                    25                     4   \n","ANT-MAN II/SCOTT HAR                    14                     1   \n","ANT-MAN/DR. HENRY J.                  1063                     0   \n","...                                    ...                   ...   \n","YSSA                                     0                     0   \n","ZAKKA                                    0                     0   \n","ZCANN                                    2                     0   \n","ZEAKLAR                                  0                     0   \n","ZZZAX                                    1                     0   \n","\n","                      BANNER, BETTY ROSS T  BEAST/HENRY &HANK& P  \\\n","3-D MAN/CHARLES CHAN                     2                     1   \n","AJAK/TECUMOTZIN [ETE                     0                     1   \n","ANGEL/WARREN KENNETH                     2                   305   \n","ANT-MAN II/SCOTT HAR                     1                     7   \n","ANT-MAN/DR. HENRY J.                     8                    98   \n","...                                    ...                   ...   \n","YSSA                                     0                     0   \n","ZAKKA                                    0                     0   \n","ZCANN                                    0                     0   \n","ZEAKLAR                                  0                     0   \n","ZZZAX                                    3                     0   \n","\n","                      BLACK BOLT/BLACKANTO  BLACK PANTHER/T'CHAL  ...  \\\n","3-D MAN/CHARLES CHAN                     1                     1  ...   \n","AJAK/TECUMOTZIN [ETE                     1                     1  ...   \n","ANGEL/WARREN KENNETH                     8                    11  ...   \n","ANT-MAN II/SCOTT HAR                     9                     8  ...   \n","ANT-MAN/DR. HENRY J.                     7                    86  ...   \n","...                                    ...                   ...  ...   \n","YSSA                                     0                     0  ...   \n","ZAKKA                                    0                     0  ...   \n","ZCANN                                    0                     1  ...   \n","ZEAKLAR                                  0                     0  ...   \n","ZZZAX                                    0                     0  ...   \n","\n","                      WOLFSBANE 2013  WOO, SONIA  XEMU  YELLOWJACKET II/RITA  \\\n","3-D MAN/CHARLES CHAN               0           0     0                     0   \n","AJAK/TECUMOTZIN [ETE               0           0     0                     0   \n","ANGEL/WARREN KENNETH               0           0     0                     0   \n","ANT-MAN II/SCOTT HAR               0           0     0                     3   \n","ANT-MAN/DR. HENRY J.               0           0     0                     2   \n","...                              ...         ...   ...                   ...   \n","YSSA                               0           0     0                     0   \n","ZAKKA                              0           0     0                     0   \n","ZCANN                              0           0     0                     0   \n","ZEAKLAR                            0           0     0                     0   \n","ZZZAX                              0           0     0                     0   \n","\n","                      YOUNG, KIM SUNG  YSSA  ZAKKA  ZCANN  ZEAKLAR  ZZZAX  \n","3-D MAN/CHARLES CHAN                0     0      0      0        0      0  \n","AJAK/TECUMOTZIN [ETE                0     0      0      0        0      0  \n","ANGEL/WARREN KENNETH                0     0      0      0        0      0  \n","ANT-MAN II/SCOTT HAR                0     0      0      0        0      1  \n","ANT-MAN/DR. HENRY J.                0     0      0      2        0      1  \n","...                               ...   ...    ...    ...      ...    ...  \n","YSSA                                0    12      0      0        0      0  \n","ZAKKA                               0     0     11      0        0      0  \n","ZCANN                               0     0      0     72        0      0  \n","ZEAKLAR                             0     0      0      0        2      0  \n","ZZZAX                               0     0      0      0        0     26  \n","\n","[6267 rows x 6267 columns]"],"text/html":["\n","  <div id=\"df-47725225-ed3b-4f6e-8a3e-c95927c29614\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>3-D MAN/CHARLES CHAN</th>\n","      <th>AJAK/TECUMOTZIN [ETE</th>\n","      <th>ANGEL/WARREN KENNETH</th>\n","      <th>ANT-MAN II/SCOTT HAR</th>\n","      <th>ANT-MAN/DR. 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HENRY J.</th>\n","      <td>2</td>\n","      <td>0</td>\n","      <td>25</td>\n","      <td>14</td>\n","      <td>1063</td>\n","      <td>0</td>\n","      <td>8</td>\n","      <td>98</td>\n","      <td>7</td>\n","      <td>86</td>\n","      <td>...</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>2</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>2</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      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<td>0</td>\n","    </tr>\n","    <tr>\n","      <th>ZCANN</th>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>2</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>...</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>72</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>ZEAKLAR</th>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>...</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>2</td>\n","      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