Network Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Social Network Analysis and Link Prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import networkx as nx\n",
    "from networkx.algorithms import bipartite\n",
    "from networkx.algorithms import link_prediction\n",
    "import collections\n",
    "import random\n",
    "#import nxviz as nv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>studio</th>\n",
       "      <th>title</th>\n",
       "      <th>genre</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Sunrise Beyond</td>\n",
       "      <td>Gundam Build Divers Re:Rise</td>\n",
       "      <td>[Action, Sci-Fi, Mecha]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Sunrise Beyond</td>\n",
       "      <td>Mobile Suit Gundam: Iron-Blooded Orphans - Urð...</td>\n",
       "      <td>[Action, Sci-Fi, Space, Drama, Mecha]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Sunrise Beyond</td>\n",
       "      <td>Gundam Build Divers Re:Rise 2nd Season</td>\n",
       "      <td>[Action, Sci-Fi, Mecha]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Sunrise Beyond</td>\n",
       "      <td>King's Raid: Ishi wo Tsugumono-tachi</td>\n",
       "      <td>[Action, Adventure, Magic, Fantasy]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>12 Diary Holders</td>\n",
       "      <td>Mirai Nikki</td>\n",
       "      <td>[Action, Mystery, Psychological, Shounen, Supe...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>24064</th>\n",
       "      <td>Zexcs</td>\n",
       "      <td>Fune wo Amu: Yokoku</td>\n",
       "      <td>[Slice of Life]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24065</th>\n",
       "      <td>Zexcs</td>\n",
       "      <td>Hikari: Kariya wo Tsunagu Monogatari</td>\n",
       "      <td>[Sports]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24066</th>\n",
       "      <td>Zexcs</td>\n",
       "      <td>Nameko: Sekai no Tomodachi</td>\n",
       "      <td>[Comedy, Kids]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24067</th>\n",
       "      <td>Zexcs</td>\n",
       "      <td>Shadowverse (TV) Recap</td>\n",
       "      <td>[Game, Fantasy]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24068</th>\n",
       "      <td>ZOOM ENTERPRISE</td>\n",
       "      <td>Boku wa Imouto ni Koi wo Suru</td>\n",
       "      <td>[Romance, Shoujo]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>24069 rows × 3 columns</p>\n",
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      ],
      "text/plain": [
       "                  studio                                              title  \\\n",
       "0        Sunrise Beyond                         Gundam Build Divers Re:Rise   \n",
       "1        Sunrise Beyond   Mobile Suit Gundam: Iron-Blooded Orphans - Urð...   \n",
       "2        Sunrise Beyond              Gundam Build Divers Re:Rise 2nd Season   \n",
       "3        Sunrise Beyond                King's Raid: Ishi wo Tsugumono-tachi   \n",
       "4      12 Diary Holders                                         Mirai Nikki   \n",
       "...                  ...                                                ...   \n",
       "24064             Zexcs                                 Fune wo Amu: Yokoku   \n",
       "24065             Zexcs                Hikari: Kariya wo Tsunagu Monogatari   \n",
       "24066             Zexcs                          Nameko: Sekai no Tomodachi   \n",
       "24067             Zexcs                              Shadowverse (TV) Recap   \n",
       "24068   ZOOM ENTERPRISE                       Boku wa Imouto ni Koi wo Suru   \n",
       "\n",
       "                                                   genre  \n",
       "0                                [Action, Sci-Fi, Mecha]  \n",
       "1                  [Action, Sci-Fi, Space, Drama, Mecha]  \n",
       "2                                [Action, Sci-Fi, Mecha]  \n",
       "3                    [Action, Adventure, Magic, Fantasy]  \n",
       "4      [Action, Mystery, Psychological, Shounen, Supe...  \n",
       "...                                                  ...  \n",
       "24064                                    [Slice of Life]  \n",
       "24065                                           [Sports]  \n",
       "24066                                     [Comedy, Kids]  \n",
       "24067                                    [Game, Fantasy]  \n",
       "24068                                  [Romance, Shoujo]  \n",
       "\n",
       "[24069 rows x 3 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_json('result.jl', lines=True) #with lines=True we specify that the objects are divided per line\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
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       "      <td>[Action, Sci-Fi, Mecha]</td>\n",
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       "      <td>Sunrise Beyond -studio</td>\n",
       "      <td>King's Raid: Ishi wo Tsugumono-tachi-title</td>\n",
       "      <td>[Action, Adventure, Magic, Fantasy]</td>\n",
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       "      <th>4</th>\n",
       "      <td>12 Diary Holders -studio</td>\n",
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       "      <th>24065</th>\n",
       "      <td>Zexcs -studio</td>\n",
       "      <td>Hikari: Kariya wo Tsunagu Monogatari-title</td>\n",
       "      <td>[Sports]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24066</th>\n",
       "      <td>Zexcs -studio</td>\n",
       "      <td>Nameko: Sekai no Tomodachi-title</td>\n",
       "      <td>[Comedy, Kids]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24067</th>\n",
       "      <td>Zexcs -studio</td>\n",
       "      <td>Shadowverse (TV) Recap-title</td>\n",
       "      <td>[Game, Fantasy]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24068</th>\n",
       "      <td>ZOOM ENTERPRISE -studio</td>\n",
       "      <td>Boku wa Imouto ni Koi wo Suru-title</td>\n",
       "      <td>[Romance, Shoujo]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>24069 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         studio  \\\n",
       "0        Sunrise Beyond -studio   \n",
       "1        Sunrise Beyond -studio   \n",
       "2        Sunrise Beyond -studio   \n",
       "3        Sunrise Beyond -studio   \n",
       "4      12 Diary Holders -studio   \n",
       "...                         ...   \n",
       "24064             Zexcs -studio   \n",
       "24065             Zexcs -studio   \n",
       "24066             Zexcs -studio   \n",
       "24067             Zexcs -studio   \n",
       "24068   ZOOM ENTERPRISE -studio   \n",
       "\n",
       "                                                   title  \\\n",
       "0                      Gundam Build Divers Re:Rise-title   \n",
       "1      Mobile Suit Gundam: Iron-Blooded Orphans - Urð...   \n",
       "2           Gundam Build Divers Re:Rise 2nd Season-title   \n",
       "3             King's Raid: Ishi wo Tsugumono-tachi-title   \n",
       "4                                      Mirai Nikki-title   \n",
       "...                                                  ...   \n",
       "24064                          Fune wo Amu: Yokoku-title   \n",
       "24065         Hikari: Kariya wo Tsunagu Monogatari-title   \n",
       "24066                   Nameko: Sekai no Tomodachi-title   \n",
       "24067                       Shadowverse (TV) Recap-title   \n",
       "24068                Boku wa Imouto ni Koi wo Suru-title   \n",
       "\n",
       "                                                   genre  \n",
       "0                                [Action, Sci-Fi, Mecha]  \n",
       "1                  [Action, Sci-Fi, Space, Drama, Mecha]  \n",
       "2                                [Action, Sci-Fi, Mecha]  \n",
       "3                    [Action, Adventure, Magic, Fantasy]  \n",
       "4      [Action, Mystery, Psychological, Shounen, Supe...  \n",
       "...                                                  ...  \n",
       "24064                                    [Slice of Life]  \n",
       "24065                                           [Sports]  \n",
       "24066                                     [Comedy, Kids]  \n",
       "24067                                    [Game, Fantasy]  \n",
       "24068                                  [Romance, Shoujo]  \n",
       "\n",
       "[24069 rows x 3 columns]"
      ]
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   "source": [
    "data['studio'] = data['studio'] + str('-studio')\n",
    "data['title'] = data['title'] + str('-title')\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
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       "      <td>King's Raid: Ishi wo Tsugumono-tachi-title</td>\n",
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       "      <td>Zexcs -studio</td>\n",
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       "    <tr>\n",
       "      <th>24068</th>\n",
       "      <td>ZOOM ENTERPRISE -studio</td>\n",
       "      <td>Boku wa Imouto ni Koi wo Suru-title</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>24069 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         studio  \\\n",
       "0        Sunrise Beyond -studio   \n",
       "1        Sunrise Beyond -studio   \n",
       "2        Sunrise Beyond -studio   \n",
       "3        Sunrise Beyond -studio   \n",
       "4      12 Diary Holders -studio   \n",
       "...                         ...   \n",
       "24064             Zexcs -studio   \n",
       "24065             Zexcs -studio   \n",
       "24066             Zexcs -studio   \n",
       "24067             Zexcs -studio   \n",
       "24068   ZOOM ENTERPRISE -studio   \n",
       "\n",
       "                                                   title  \n",
       "0                      Gundam Build Divers Re:Rise-title  \n",
       "1      Mobile Suit Gundam: Iron-Blooded Orphans - Urð...  \n",
       "2           Gundam Build Divers Re:Rise 2nd Season-title  \n",
       "3             King's Raid: Ishi wo Tsugumono-tachi-title  \n",
       "4                                      Mirai Nikki-title  \n",
       "...                                                  ...  \n",
       "24064                          Fune wo Amu: Yokoku-title  \n",
       "24065         Hikari: Kariya wo Tsunagu Monogatari-title  \n",
       "24066                   Nameko: Sekai no Tomodachi-title  \n",
       "24067                       Shadowverse (TV) Recap-title  \n",
       "24068                Boku wa Imouto ni Koi wo Suru-title  \n",
       "\n",
       "[24069 rows x 2 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = data.drop(columns=['genre'], axis=1)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
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       "      <td>10Gauge -studio</td>\n",
       "      <td>studio</td>\n",
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       "      <th>3</th>\n",
       "      <td>4Kids Entertainment -studio</td>\n",
       "      <td>studio</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5pb. -studio</td>\n",
       "      <td>studio</td>\n",
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       "      <th>...</th>\n",
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       "      <th>1116</th>\n",
       "      <td>ZERO-A -studio</td>\n",
       "      <td>studio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1117</th>\n",
       "      <td>Zero-G -studio</td>\n",
       "      <td>studio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1118</th>\n",
       "      <td>Zero-G Room -studio</td>\n",
       "      <td>studio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1119</th>\n",
       "      <td>Zexcs -studio</td>\n",
       "      <td>studio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1120</th>\n",
       "      <td>ZOOM ENTERPRISE -studio</td>\n",
       "      <td>studio</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1121 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                            Label Category\n",
       "0          Sunrise Beyond -studio   studio\n",
       "1        12 Diary Holders -studio   studio\n",
       "2                 10Gauge -studio   studio\n",
       "3     4Kids Entertainment -studio   studio\n",
       "4                    5pb. -studio   studio\n",
       "...                           ...      ...\n",
       "1116               ZERO-A -studio   studio\n",
       "1117               Zero-G -studio   studio\n",
       "1118          Zero-G Room -studio   studio\n",
       "1119                Zexcs -studio   studio\n",
       "1120      ZOOM ENTERPRISE -studio   studio\n",
       "\n",
       "[1121 rows x 2 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "studio_nodes = df[['studio']].drop_duplicates().reset_index(drop=True).rename(columns={'studio':'Label'})\n",
    "studio_nodes['Category'] = 'studio'\n",
    "studio_nodes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Label</th>\n",
       "      <th>Category</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Gundam Build Divers Re:Rise-title</td>\n",
       "      <td>title</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Mobile Suit Gundam: Iron-Blooded Orphans - Urð...</td>\n",
       "      <td>title</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Gundam Build Divers Re:Rise 2nd Season-title</td>\n",
       "      <td>title</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>King's Raid: Ishi wo Tsugumono-tachi-title</td>\n",
       "      <td>title</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Mirai Nikki-title</td>\n",
       "      <td>title</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10765</th>\n",
       "      <td>Umi Monogatari: Kanon to Iku Amamikoshima-title</td>\n",
       "      <td>title</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10766</th>\n",
       "      <td>Tokyo Juushouden-title</td>\n",
       "      <td>title</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10767</th>\n",
       "      <td>Sister Princess: Re Pure Character's-title</td>\n",
       "      <td>title</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10768</th>\n",
       "      <td>Fune wo Amu: Yokoku-title</td>\n",
       "      <td>title</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10769</th>\n",
       "      <td>Hikari: Kariya wo Tsunagu Monogatari-title</td>\n",
       "      <td>title</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10770 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   Label Category\n",
       "0                      Gundam Build Divers Re:Rise-title    title\n",
       "1      Mobile Suit Gundam: Iron-Blooded Orphans - Urð...    title\n",
       "2           Gundam Build Divers Re:Rise 2nd Season-title    title\n",
       "3             King's Raid: Ishi wo Tsugumono-tachi-title    title\n",
       "4                                      Mirai Nikki-title    title\n",
       "...                                                  ...      ...\n",
       "10765    Umi Monogatari: Kanon to Iku Amamikoshima-title    title\n",
       "10766                             Tokyo Juushouden-title    title\n",
       "10767         Sister Princess: Re Pure Character's-title    title\n",
       "10768                          Fune wo Amu: Yokoku-title    title\n",
       "10769         Hikari: Kariya wo Tsunagu Monogatari-title    title\n",
       "\n",
       "[10770 rows x 2 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "title_nodes = df[['title']].drop_duplicates().reset_index(drop=True).rename(columns={'title':'Label'})\n",
    "title_nodes['Category'] = 'title'\n",
    "title_nodes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Label</th>\n",
       "      <th>Category</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Sunrise Beyond -studio</td>\n",
       "      <td>studio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>12 Diary Holders -studio</td>\n",
       "      <td>studio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10Gauge -studio</td>\n",
       "      <td>studio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4Kids Entertainment -studio</td>\n",
       "      <td>studio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5pb. -studio</td>\n",
       "      <td>studio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11886</th>\n",
       "      <td>Umi Monogatari: Kanon to Iku Amamikoshima-title</td>\n",
       "      <td>title</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11887</th>\n",
       "      <td>Tokyo Juushouden-title</td>\n",
       "      <td>title</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11888</th>\n",
       "      <td>Sister Princess: Re Pure Character's-title</td>\n",
       "      <td>title</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11889</th>\n",
       "      <td>Fune wo Amu: Yokoku-title</td>\n",
       "      <td>title</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11890</th>\n",
       "      <td>Hikari: Kariya wo Tsunagu Monogatari-title</td>\n",
       "      <td>title</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>11891 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 Label Category\n",
       "0                               Sunrise Beyond -studio   studio\n",
       "1                             12 Diary Holders -studio   studio\n",
       "2                                      10Gauge -studio   studio\n",
       "3                          4Kids Entertainment -studio   studio\n",
       "4                                         5pb. -studio   studio\n",
       "...                                                ...      ...\n",
       "11886  Umi Monogatari: Kanon to Iku Amamikoshima-title    title\n",
       "11887                           Tokyo Juushouden-title    title\n",
       "11888       Sister Princess: Re Pure Character's-title    title\n",
       "11889                        Fune wo Amu: Yokoku-title    title\n",
       "11890       Hikari: Kariya wo Tsunagu Monogatari-title    title\n",
       "\n",
       "[11891 rows x 2 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nodes = pd.concat([studio_nodes, title_nodes], ignore_index=True)\n",
    "nodes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\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>Label</th>\n",
       "      <th>Category</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>index</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Sunrise Beyond -studio-studio</th>\n",
       "      <td>Sunrise Beyond -studio</td>\n",
       "      <td>studio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12 Diary Holders -studio-studio</th>\n",
       "      <td>12 Diary Holders -studio</td>\n",
       "      <td>studio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10Gauge -studio-studio</th>\n",
       "      <td>10Gauge -studio</td>\n",
       "      <td>studio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4Kids Entertainment -studio-studio</th>\n",
       "      <td>4Kids Entertainment -studio</td>\n",
       "      <td>studio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5pb. -studio-studio</th>\n",
       "      <td>5pb. -studio</td>\n",
       "      <td>studio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Umi Monogatari: Kanon to Iku Amamikoshima-title-title</th>\n",
       "      <td>Umi Monogatari: Kanon to Iku Amamikoshima-title</td>\n",
       "      <td>title</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tokyo Juushouden-title-title</th>\n",
       "      <td>Tokyo Juushouden-title</td>\n",
       "      <td>title</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sister Princess: Re Pure Character's-title-title</th>\n",
       "      <td>Sister Princess: Re Pure Character's-title</td>\n",
       "      <td>title</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fune wo Amu: Yokoku-title-title</th>\n",
       "      <td>Fune wo Amu: Yokoku-title</td>\n",
       "      <td>title</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hikari: Kariya wo Tsunagu Monogatari-title-title</th>\n",
       "      <td>Hikari: Kariya wo Tsunagu Monogatari-title</td>\n",
       "      <td>title</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>11891 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                              Label  \\\n",
       "index                                                                                                 \n",
       " Sunrise Beyond -studio-studio                                               Sunrise Beyond -studio   \n",
       "12 Diary Holders -studio-studio                                            12 Diary Holders -studio   \n",
       "10Gauge -studio-studio                                                              10Gauge -studio   \n",
       "4Kids Entertainment -studio-studio                                      4Kids Entertainment -studio   \n",
       "5pb. -studio-studio                                                                    5pb. -studio   \n",
       "...                                                                                             ...   \n",
       "Umi Monogatari: Kanon to Iku Amamikoshima-title...  Umi Monogatari: Kanon to Iku Amamikoshima-title   \n",
       "Tokyo Juushouden-title-title                                                 Tokyo Juushouden-title   \n",
       "Sister Princess: Re Pure Character's-title-title         Sister Princess: Re Pure Character's-title   \n",
       "Fune wo Amu: Yokoku-title-title                                           Fune wo Amu: Yokoku-title   \n",
       "Hikari: Kariya wo Tsunagu Monogatari-title-title         Hikari: Kariya wo Tsunagu Monogatari-title   \n",
       "\n",
       "                                                   Category  \n",
       "index                                                        \n",
       " Sunrise Beyond -studio-studio                       studio  \n",
       "12 Diary Holders -studio-studio                      studio  \n",
       "10Gauge -studio-studio                               studio  \n",
       "4Kids Entertainment -studio-studio                   studio  \n",
       "5pb. -studio-studio                                  studio  \n",
       "...                                                     ...  \n",
       "Umi Monogatari: Kanon to Iku Amamikoshima-title...    title  \n",
       "Tokyo Juushouden-title-title                          title  \n",
       "Sister Princess: Re Pure Character's-title-title      title  \n",
       "Fune wo Amu: Yokoku-title-title                       title  \n",
       "Hikari: Kariya wo Tsunagu Monogatari-title-title      title  \n",
       "\n",
       "[11891 rows x 2 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nodes = pd.concat([studio_nodes, title_nodes], ignore_index=True)\n",
    "nodes['index'] = nodes[['Label', 'Category']].agg('-'.join, axis=1)\n",
    "nodes.set_index('index', inplace=True, drop=True)\n",
    "nodes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "#To export data frames to csv to use it in Gephi (optional)\n",
    "#df.to_csv(path_or_buf='anime_adjacency.csv', index=False, header=False)\n",
    "#nodes.to_csv(path_or_buf='nodes.csv', index=True, index_label='Id', header=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# NetworkX Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def connected_component_subgraphs(G):\n",
    "    \"\"\"\n",
    "    Function to get the connected components of subgraphs.\n",
    "    This function was deployed as NetworkX version 2.4 removed the connected_components_subgraphs feature.\n",
    "    I have version 2.4 so I used this function. If you have a lower version, you may still have it.\n",
    "    \"\"\"\n",
    "    for c in nx.connected_components(G):\n",
    "        yield G.subgraph(c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def largest_node(centrality):\n",
    "    \"\"\"\n",
    "    Function to get the node with the largest value for centrality measures.\n",
    "    \"\"\"\n",
    "    return list(reversed(sorted((value, node) for (node, value) in centrality.items())))[0][1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "studio = df['studio'].unique()\n",
    "title = df['title'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1121\n",
      "10770\n"
     ]
    }
   ],
   "source": [
    "print(len(studio))\n",
    "print(len(title))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "edges = df.values.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "B = nx.Graph()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "B.add_nodes_from(studio, bipartite=0)\n",
    "B.add_nodes_from(title, bipartite=1)\n",
    "B.add_edges_from(edges)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "True\n",
      "True\n"
     ]
    }
   ],
   "source": [
    "print(bipartite.is_bipartite_node_set(B, studio))\n",
    "print(bipartite.is_bipartite_node_set(B, title))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "487\n"
     ]
    }
   ],
   "source": [
    "# TO get max degree\n",
    "degree_sequence = sorted([d for n, d in B.degree()], reverse=True)\n",
    "dmax = max(degree_sequence)\n",
    "print(dmax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#plt.figure(figsize=(30,30))\n",
    "#pos = nx.spring_layout(B)\n",
    "#nx.draw(B, pos=pos)\n",
    "#plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bipartite analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Basic characteristics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Does the network is directed?  False\n",
      "Does the network is planar?  (False, None)\n",
      "Does the network is bipartite?  True\n",
      "Does the network is connected?  False\n",
      "Number of connected components: 165\n",
      "Is weighted?  False\n"
     ]
    }
   ],
   "source": [
    "print(\"Does the network is directed? \", B.is_directed())\n",
    "print(\"Does the network is planar? \", nx.check_planarity(B, counterexample=False))\n",
    "print(\"Does the network is bipartite? \", bipartite.is_bipartite(B))\n",
    "print(\"Does the network is connected? \", nx.is_connected(B))\n",
    "print(\"Number of connected components:\", nx.number_connected_components(B))\n",
    "print(\"Is weighted? \", nx.is_weighted(B))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 11891\n",
      "Number of edges: 24069\n",
      "Average degree:   4.0483\n",
      "Network size: 24069\n",
      "Network density (studio partition):  0.0019935940602178216\n",
      "Network density (title partition):  0.0019935940602178216\n",
      "Average clustering coefficient: 0.07118483113889361\n",
      "Average clustering coefficient: 0.4224887440464933\n",
      "Average clustering coefficient: 0.3893702774440719\n"
     ]
    }
   ],
   "source": [
    "# Statistics Functions for two-mode not connected network\n",
    "\n",
    "print(nx.info(B))\n",
    "print(\"Network size:\", B.size()) # Return the number of edges\n",
    "print('Network density (studio partition): ', bipartite.density(B, studio))\n",
    "print('Network density (title partition): ', bipartite.density(B, title))\n",
    "print(\"Average clustering coefficient:\", bipartite.average_clustering(B, studio))\n",
    "print(\"Average clustering coefficient:\", bipartite.average_clustering(B, title))\n",
    "print(\"Average clustering coefficient:\", bipartite.average_clustering(B))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 11296\n",
      "Number of edges: 23636\n",
      "Average degree:   4.1848\n",
      "Network size: 23636\n",
      "Network density (studio partition):  0.0020722108857702077\n",
      "Network density (title partition):  0.004172271236465184\n",
      "Average clustering coefficient: 0.38164283930663856\n",
      "Diameter: 16\n",
      "Radius: 9\n",
      "Periphery:\n",
      " ['Velvet Underworld: Fragment Person-title', 'Mei Chuxi de Yinyangshi Yijia-title', 'Mei Chuxi de Yinyangshi Yijia 2-title', 'Gdleen-title']\n",
      "Center:\n",
      " ['81 Produce -studio', 'Artland -studio', 'Bandai Namco Arts -studio', 'Bandai Visual -studio', 'bilibili -studio', 'BS Fuji -studio', 'BS11 -studio', 'Bushiroad -studio', 'Crunchyroll SC Anime Fund -studio', 'Crunchyroll -studio', 'David Production -studio', 'DAX Production -studio', 'Digital Frontier -studio', 'DLE -studio', 'Docomo Anime Store -studio', 'Doga Kobo -studio', 'Evil Line Records -studio', 'Fields -studio', 'flying DOG -studio', 'Funimation -studio', 'Genco -studio', 'Gonzo -studio', 'Good Smile Company -studio', 'J.C.Staff -studio', 'Jinnan Studio -studio', 'Kadokawa -studio', 'Lantis -studio', 'LIDENFILMS -studio', 'Magic Capsule -studio', 'Mainichi Broadcasting System -studio', 'MAPPA -studio', 'NHK -studio', 'Nippon Television Network -studio', 'Pierrot Plus -studio', 'Pony Canyon -studio', 'Sanrio -studio', 'Sentai Filmworks -studio', 'Shochiku -studio', 'Shueisha -studio', 'Sotsu Music Publishing -studio', 'Sotsu -studio', 'Square Enix -studio', 'Studio Deen -studio', 'Studio Mausu -studio', 'TOHO animation -studio', 'Tohokushinsha Film Corporation -studio', 'Tokyo MX -studio', 'Trigger -studio', 'TV Tokyo -studio', 'Yomiuri Telecasting -studio', 'Yomiuri TV Enterprise -studio', 'Komori-san wa Kotowarenai!-title', 'Hangyakusei Million Arthur-title', 'Hangyakusei Million Arthur 2nd Season-title', 'Hangyakusei Million Arthur Special-title', 'Enen no Shouboutai-title', 'Gleipnir-title', 'Himouto! Umaru-chan R-title', 'Ao no Kanata no Four Rhythm-title', 'Uchuu Patrol Luluco-title', \"Akiba's Trip The Animation-title\", 'Gunjou no Magmell-title', 'Shikioriori-title', 'Ooyasan wa Shishunki!-title', 'Urahara-title', 'Infini-T Force Movie: Gatchaman - Saraba Tomo yo-title']\n",
      "Eccentricity:  {' Sunrise Beyond -studio': 11, '12 Diary Holders -studio': 11, '10Gauge -studio': 13, '4Kids Entertainment -studio': 11, '5pb. -studio': 11, '1st PLACE -studio': 11, '81 Produce -studio': 9, '8bit -studio': 11, '33 Collective -studio': 11, 'A-Craft -studio': 11, '3xCube -studio': 11, 'A-1 Pictures -studio': 11, 'A-Real -studio': 11, 'A-Sketch -studio': 11, 'A.C.G.T. -studio': 11, 'ABC Animation -studio': 11, 'Abe Shuuji Jimusho -studio': 11, 'AbemaTV -studio': 11, 'A-Line -studio': 11, 'AC Create -studio': 11, 'Academy Productions -studio': 11, 'ACC Production -studio': 13, 'Acca effe -studio': 13, 'Actas -studio': 11, 'Active -studio': 13, 'Adores -studio': 11, 'Aeon Entertainment -studio': 11, 'ADV Films -studio': 11, 'AG-ONE -studio': 11, 'Age -studio': 11, 'Age Global Networks -studio': 11, 'Agent 21 -studio': 11, 'Ai Addiction -studio': 11, 'Ai ga areba Daijobu -studio': 11, 'AIC A.S.T.A. -studio': 11, 'AIC Build -studio': 11, 'AIC -studio': 11, 'AIC Classic -studio': 11, 'AIC Frontier -studio': 11, 'AIC Plus+ -studio': 11, 'AIC Spirits -studio': 11, 'AIR AGENCY -studio': 11, 'Ajia-Do -studio': 11, 'Akabanten -studio': 13, 'AKABEiSOFT2 -studio': 11, 'Akatsuki -studio': 11, 'Akita Shoten -studio': 11, 'Albacrow -studio': 11, 'Alchemist -studio': 11, 'Alchemy Bros. -studio': 11, 'Alpha Animation -studio': 13, 'Amber Film Works -studio': 11, 'AMG MUSIC -studio': 11, 'Amino -studio': 13, 'Amuse -studio': 11, 'Anchor Bay Films -studio': 11, 'Anima -studio': 11, 'Anima&Co. -studio': 11, 'Animaruya -studio': 11, 'animate -studio': 13, 'animate Film -studio': 11, 'Animatic -studio': 11, 'Animation 21 -studio': 11, 'Animation Do -studio': 11, 'Animation Staff Room -studio': 13, 'Animatsu Entertainment -studio': 11, 'Animax -studio': 11, 'Anime Beans -studio': 11, 'Anime Consortium Japan -studio': 11, 'Anime Friend -studio': 11, 'Anime Midstream -studio': 13, 'Anime R -studio': 13, 'AnimEigo -studio': 11, 'Ankama -studio': 13, 'Aniplex -studio': 11, 'Aniplex of America -studio': 11, 'Annapuru -studio': 11, 'Anpro -studio': 11, 'Ankama Animations -studio': 13, 'Aoni Entertainment -studio': 11, 'Aoni Production -studio': 13, 'APDREAM -studio': 11, 'Apollon -studio': 11, 'APPP -studio': 11, 'AQUA ARIS -studio': 11, 'Aquamarine -studio': 11, 'AQUAPLUS -studio': 11, 'Arcs Create -studio': 13, 'Arcturus -studio': 11, 'Ark -studio': 11, 'arma bianca -studio': 11, 'Arms -studio': 11, 'Arquebuse -studio': 11, 'Artist Management Office -studio': 11, 'Artland -studio': 9, 'Aurum Production -studio': 13, 'Avex Entertainment -studio': 11, 'Avex Pictures -studio': 11, 'AXsiZ -studio': 11, 'AZ Creative -studio': 11, 'Azeta Pictures -studio': 13, 'Azumaker -studio': 11, 'B&T -studio': 12, 'B.CMAY PICTURES -studio': 11, 'Bakken Record -studio': 13, 'Baku Enterprise -studio': 11, 'Bandai -studio': 11, 'Bandai Channel -studio': 11, 'Bandai Namco Arts -studio': 9, 'Bandai Namco Entertainment -studio': 11, 'Bandai Entertainment -studio': 11, 'Bandai Namco Games -studio': 11, 'Bandai Namco Live Creative -studio': 11, 'Bandai Namco Online -studio': 11, 'Bandai Namco Pictures -studio': 11, 'Bandai Namco Rights Marketing -studio': 11, 'Bandai Spirits -studio': 11, 'Bandai Visual USA -studio': 11, 'Banpresto -studio': 11, 'Bandai Visual -studio': 9, 'Baramiri -studio': 11, 'Barnum Studio -studio': 11, 'BEAM Entertainment -studio': 11, 'Bee Media -studio': 11, 'Beat Frog -studio': 13, 'Bee Train -studio': 11, 'BeeWorks -studio': 11, 'Beijing Enlight Pictures -studio': 11, 'Beijing Huihuang Animation Company -studio': 15, 'Being -studio': 11, 'Benesse Corporation -studio': 11, 'BeSTACK -studio': 11, 'Beyond C. -studio': 11, 'Bibury Animation Studios -studio': 11, 'Big Bang -studio': 13, 'Big West -studio': 11, 'BIGFACE -studio': 11, 'BigFireBird Animation -studio': 13, 'BIGLOBE -studio': 11, 'bilibili -studio': 9, 'Bit grooove promotion -studio': 11, 'Bit Promotion -studio': 11, 'Blade -studio': 12, 'BMG Japan -studio': 11, 'Bouncy -studio': 11, 'Bones -studio': 11, 'Brave Hearts -studio': 11, \"Brain's Base -studio\": 11, 'Bridge -studio': 11, 'Brio Animation -studio': 11, 'Broccoli -studio': 11, 'BS Fuji -studio': 9, 'BS Japan -studio': 11, 'BS NTV -studio': 11, 'BS-i -studio': 13, 'BS-TBS -studio': 11, 'BS11 -studio': 9, 'Buemon -studio': 11, 'Bulls Eye -studio': 11, 'Bungeishunjuu -studio': 11, 'Bushiroad Music -studio': 11, 'Bushiroad -studio': 9, 'BYMENT -studio': 13, 'CBS -studio': 11, 'China Animation Characters -studio': 11, 'China Literature Limited -studio': 11, 'Chiptune -studio': 11, 'Chrono Gear Creative -studio': 11, 'Chugai Mining -studio': 11, 'Chukong Technologies -studio': 15, 'Chukyo TV Broadcasting -studio': 10, 'CIC -studio': 11, 'CinePix -studio': 13, 'Cloud22 -studio': 11, 'CloverWorks -studio': 11, 'Coamix -studio': 11, 'Cocoro Free -studio': 11, 'COLOPL -studio': 11, 'Colored-Pencil Animation Design -studio': 12, 'Comic Animation -studio': 13, 'Comic Umenohone -studio': 11, 'comico -studio': 11, 'CoMix Wave Films -studio': 10, 'Company AZA -studio': 11, 'Congzhuo Animation -studio': 11, 'Connect -studio': 11, 'Contents Seed -studio': 11, 'Cospa -studio': 11, 'Creative Bridge -studio': 11, 'Creators Dot Com -studio': 13, 'Creators in Pack -studio': 11, 'Creatures Inc. -studio': 11, 'Creek & River -studio': 13, 'CREi -studio': 11, 'Crimson Star Media -studio': 11, 'Cromea -studio': 11, 'Crown Records -studio': 11, 'Crunchyroll SC Anime Fund -studio': 9, 'CUCURI -studio': 13, 'Crunchyroll -studio': 9, 'Culture Entertainment -studio': 11, 'CyberAgent -studio': 11, 'CyberConnect2 -studio': 11, 'Daewon Media -studio': 13, 'Dai Nippon Printing -studio': 11, 'Dai-Ichi Douga -studio': 13, 'Daiei -studio': 11, 'Daiichi Shokai -studio': 11, 'Daiichikosho -studio': 11, 'DandeLion Animation Studio -studio': 11, 'Dangun Pictures -studio': 11, 'Darts -studio': 13, 'Datam Polystar -studio': 13, 'Daume -studio': 11, 'David Production -studio': 9, 'Dear Stage inc. -studio': 11, 'DAX Production -studio': 9, 'Deho Gallery -studio': 11, 'Delfi Sound -studio': 11, 'Delightworks -studio': 13, 'DeNA -studio': 11, 'Dentsu Eigasha Tokyo -studio': 13, 'Dentsu Entertainment USA -studio': 11, 'Dentsu -studio': 11, 'Dentsu Razorfish -studio': 11, 'Dentsu Tec -studio': 11, 'Design Factory -studio': 13, 'DiC Entertainment -studio': 13, 'Digital Frontier -studio': 9, 'Digital Media Lab -studio': 11, 'Digital Network Animation -studio': 13, 'Digital Works -studio': 13, 'Digiturbo -studio': 13, 'Diomedea -studio': 11, 'Directions -studio': 11, 'Discovery -studio': 13, 'DIVE II Entertainment -studio': 11, 'Discotek Media -studio': 11, 'DJI -studio': 11, 'DLE -studio': 9, 'Docomo Anime Store -studio': 9, 'DMM.futureworks -studio': 11, 'DMM.com -studio': 10, 'DMM pictures -studio': 10, 'Dongyang Animation -studio': 11, 'Doga Kobo -studio': 9, 'Dokidoki Factory -studio': 13, 'domerica -studio': 11, 'Dongwoo A&E -studio': 11, 'Dream Creation -studio': 10, 'Dream Force -studio': 11, 'Dream Shift -studio': 11, 'Drecom -studio': 13, 'DreamWorks -studio': 11, 'Donuts -studio': 11, 'DR Movie -studio': 13, 'DRAWIZ -studio': 13, 'Drive -studio': 11, 'drop -studio': 13, 'Duckbill Entertainment -studio': 11, 'dugout -studio': 11, 'Dwango -studio': 11, 'Dwango Music Entertainment -studio': 11, 'dwarf -studio': 11, 'Dynamic Planning -studio': 11, 'Dynamo Pictures -studio': 11, 'E&G Films -studio': 11, 'e-notion -studio': 11, 'Earth Star Entertainment -studio': 11, 'East Japan Marketing & Communications -studio': 11, 'eBooK Initiative Japan -studio': 11, 'Echo -studio': 11, 'Echoes -studio': 11, 'Egg -studio': 11, 'Egg Firm -studio': 11, 'Eiken -studio': 11, 'ElectromagneticWave -studio': 13, 'Eleven Arts -studio': 11, 'EMI -studio': 13, 'Emon -studio': 11, 'EMT Squared -studio': 10, 'Encourage Films -studio': 11, 'ENGI -studio': 11, 'Enishiya -studio': 14, 'Enjin Productions -studio': 11, 'Enoki Films -studio': 11, 'ensky -studio': 11, 'Enterbrain -studio': 11, 'Epicross -studio': 11, 'Epoch -studio': 13, 'Eswood -studio': 11, 'Evil Line Records -studio': 9, 'Exa International -studio': 10, 'Exit Tunes -studio': 11, 'Eye Move -studio': 11, 'Ezόla -studio': 11, 'F.M.F -studio': 11, 'famima.com -studio': 11, 'Fanworks -studio': 10, 'feel. -studio': 11, 'Felix Film -studio': 11, 'feng -studio': 11, 'Fenz -studio': 13, 'Fields -studio': 9, 'Fifth Avenue -studio': 11, 'Film Workshop -studio': 13, 'Filmlink International -studio': 13, 'FILMONY -studio': 12, 'Flat Studio -studio': 13, 'Flatiron Film Company -studio': 11, 'Flex Comix -studio': 10, 'Forecast Communications -studio': 11, 'FOREST Hunting One -studio': 11, 'flying DOG -studio': 9, 'Four Some -studio': 11, 'Free-Will -studio': 13, 'Friendly Land -studio': 11, 'Front Line -studio': 11, 'Fuji Creative -studio': 11, 'Frontier Works -studio': 11, 'Fuji TV -studio': 11, 'Fujiko F. Fujio Pro -studio': 13, 'Fujimi Shobo -studio': 11, 'Fujio Production -studio': 11, 'Fujipacific Music -studio': 11, 'Fujishouji -studio': 11, 'Fukuoka Broadcasting System -studio': 10, 'Furyu -studio': 11, 'Futabasha -studio': 11, 'Funimation -studio': 9, 'Future Planet -studio': 13, 'G&G Entertainment -studio': 11, 'GAGA -studio': 11, 'G-mode -studio': 11, 'Gakken Eigakyoku -studio': 13, 'Gaina -studio': 11, 'Gakken -studio': 11, 'Gainax -studio': 11, 'GEEK TOYS -studio': 11, 'Gallop -studio': 11, 'Gamegate -studio': 11, 'GANSIS -studio': 11, 'GARDEN LODGE -studio': 15, 'Gathering -studio': 11, 'GDH -studio': 11, 'Genco -studio': 9, 'GEMBA -studio': 11, 'Geneon Entertainment USA -studio': 11, 'GEN Productions -studio': 13, \"Gen'ei -studio\": 11, 'Geno Studio -studio': 11, 'Gentosha Comics -studio': 11, 'Giga Production -studio': 13, 'Gigno Systems -studio': 11, 'Geneon Universal Entertainment -studio': 11, 'Glovision -studio': 11, 'GoGo Visual Planning -studio': 11, 'GoHands -studio': 11, 'gimik -studio': 11, 'Ginga Ya -studio': 11, 'GKIDS -studio': 11, 'Gonzo -studio': 9, 'Good Smile Film -studio': 10, 'Graduate School of Film Producing -studio': 13, 'Good Smile Company -studio': 9, 'Graphinica -studio': 11, 'Green Monster Team -studio': 15, 'Greenwood -studio': 11, 'Grom -studio': 13, 'Grouper Productions -studio': 11, 'Guton Animation Studio -studio': 13, 'Group TAC -studio': 11, 'GYAO! -studio': 11, 'Gzbrain -studio': 11, 'Hakoniwa Academy Student Council -studio': 11, 'Hakuhodo DY Music & Pictures -studio': 11, 'Haoliners Animation League -studio': 10, 'Happinet -studio': 10, 'Happinet Pictures -studio': 11, 'Happy Elements -studio': 11, 'Harappa -studio': 13, 'Hasbro -studio': 11, 'Hawkeye -studio': 11, 'I Will -studio': 11, \"I'm Enterprise -studio\": 13, 'I-move -studio': 13, 'I.Gzwei -studio': 11, 'I.Toon -studio': 11, 'i0+ -studio': 11, 'Ichigo Animation -studio': 13, 'Ichijinsha -studio': 11, 'Idea Factory -studio': 11, 'Idol -studio': 11, 'ILCA -studio': 11, 'Ima Group -studio': 11, 'Image Kei -studio': 11, 'Imagi -studio': 11, 'Imagica -studio': 11, 'Imagin -studio': 11, 'Imagineer -studio': 11, 'INCS toenter -studio': 11, 'Indeprox -studio': 13, 'Index -studio': 11, 'indigo line -studio': 13, 'Infinite -studio': 11, 'ING -studio': 11, 'International Digital Artist -studio': 13, 'iQIYI -studio': 11, 'Ishikawa Pro -studio': 13, 'Ishimori Entertainment -studio': 13, 'Ishimori Pro -studio': 11, 'Issen -studio': 11, 'Iwatobi High School Swimming Club -studio': 11, 'ixtl -studio': 11, 'Jade Animation -studio': 13, 'J.C.Staff -studio': 9, 'Japan Home Video -studio': 11, 'Japan Sleeve -studio': 13, 'Japan Vistec -studio': 13, 'Jay Zone Comic -studio': 14, 'JCF -studio': 11, 'Jidaigeki Channel -studio': 13, 'Jinnan Studio -studio': 9, 'Jinnis Animation Studios -studio': 11, 'JM Animation -studio': 11, 'Joker Films -studio': 11, 'JP Room -studio': 11, 'JTB Entertainment -studio': 11, 'JTB Next Creation -studio': 11, 'Jumondo -studio': 11, 'Jumonji -studio': 13, 'Just Production -studio': 11, 'JY Animation -studio': 11, 'K-Factory -studio': 11, 'Kachidoki Studio -studio': 11, 'Kadokawa Animation -studio': 13, 'Kadokawa Contents Gate -studio': 11, 'Kadokawa -studio': 9, 'Kadokawa Daiei Studio -studio': 11, 'Kadokawa Haruki Corporation -studio': 13, 'Kadokawa Media (Taiwan) -studio': 11, 'Kadokawa Pictures USA -studio': 11, 'KEN ON -studio': 11, 'KeyEast -studio': 13, 'Kyotoma -studio': 11, 'l-a-unch・BOX -studio': 13, 'LandQ studios -studio': 11, 'Lapin Track -studio': 11, 'Lapis -studio': 13, 'Lantis -studio': 9, 'Larx Entertainment -studio': 11, 'Lawson -studio': 11, 'Lawson Entertainment -studio': 11, 'Lawson HMV Entertainment -studio': 11, 'Lay-duce -studio': 11, 'L²Studio -studio': 11, 'Legs -studio': 11, 'Lerche -studio': 11, 'Lesprit -studio': 11, 'Level-5 -studio': 11, 'Liberty Animation Studio -studio': 13, 'Libre -studio': 13, 'Lide -studio': 13, 'LIDENFILMS -studio': 9, 'LIDENFILMS Osaka Studio -studio': 11, 'Life Work -studio': 11, 'Light Chaser Animation Studios -studio': 13, 'Lilix -studio': 13, 'LINE Corporation -studio': 11, 'LinkedBrain -studio': 13, 'Links -studio': 11, 'Live Viewing Japan -studio': 11, 'Liverpool -studio': 11, 'LMD -studio': 11, 'Lucent Pictures Entertainment -studio': 11, 'Lucky Paradise -studio': 11, 'm.o.e. -studio': 11, 'M.S.C -studio': 11, 'Mad Box -studio': 11, 'Mag Garden -studio': 11, 'MAGES. -studio': 10, 'Madhouse -studio': 11, 'Magia Doraglier -studio': 12, 'Magic Bus -studio': 11, 'Magic Lantern Film -studio': 11, 'Magnet -studio': 11, 'Magic Capsule -studio': 9, 'Maho Film -studio': 11, 'Maiden Japan -studio': 11, 'Mainichi Shimbun -studio': 11, 'Mainichi Broadcasting System -studio': 9, 'Making Animation -studio': 11, 'Manga Entertainment -studio': 11, 'Marine Entertainment -studio': 11, 'MAPPA -studio': 9, 'Manglobe -studio': 11, 'Marvel Entertainment -studio': 11, 'Marubeni -studio': 11, 'Marui Group -studio': 11, 'Media Do -studio': 11, 'Media Blasters -studio': 11, 'Media Rings -studio': 13, 'Micro Magazine Publishing -studio': 11, 'Mili Pictures -studio': 13, 'Milky Cartoon -studio': 11, 'Minakata Laboratory -studio': 13, 'Mippei Eigeki Kiryuukan -studio': 13, 'Miracle Bus -studio': 11, 'Miracle Robo -studio': 11, 'Miramax Films -studio': 13, 'Misseri Studio -studio': 11, 'Mitsubishi -studio': 13, 'Miyagi Television Broadcasting -studio': 10, 'MK Pictures -studio': 13, 'MMDGP -studio': 11, 'Mobcast -studio': 11, 'monofilmo -studio': 11, 'MooGoo -studio': 13, 'Mook DLE -studio': 13, 'Moonbell -studio': 11, 'Myrica Music -studio': 11, 'Myung Films -studio': 15, 'NADA Holdings -studio': 11, 'Nagoya Broadcasting Network -studio': 11, 'Nelke Planning -studio': 11, 'Nelvana -studio': 11, 'Netflix -studio': 10, 'Network -studio': 11, 'NewGin -studio': 11, 'Nexon -studio': 11, 'NHK -studio': 9, 'NichiNare -studio': 11, 'Nichion -studio': 11, 'Nihon Eizo -studio': 11, 'Nihon Falcom -studio': 11, 'Nihon Ad Systems -studio': 11, 'Nikkatsu -studio': 11, 'Nintendo -studio': 13, 'Nintendo of America -studio': 13, 'Nippon Animation -studio': 11, 'Nippon Cultural Broadcasting -studio': 11, 'Nippon Ichi Software -studio': 11, 'Nippon Columbia -studio': 11, 'Nippon Shuppan Hanbai (Nippan) K.K. -studio': 11, 'Nippon Television Music -studio': 10, 'Nippon Television Network -studio': 9, 'NIS America, Inc. -studio': 11, 'Nishinippon Broadcasting -studio': 11, 'Nitroplus -studio': 11, 'Nomad -studio': 11, 'North Stars Pictures -studio': 11, 'Notes -studio': 11, 'NTT Plala -studio': 11, 'Nozomi Entertainment -studio': 11, 'NTT Docomo -studio': 11, 'NOTTV -studio': 13, 'Nut -studio': 11, 'NYAV Post -studio': 11, 'OB Planning -studio': 11, 'OCC -studio': 13, 'Oddjob -studio': 11, 'Odolttogi -studio': 15, 'Office Nobu -studio': 13, 'Oh! Production -studio': 11, 'Okuruto Noboru -studio': 11, 'OLM Digital -studio': 11, 'Omnibus Japan -studio': 11, 'OLM -studio': 11, 'On The Run -studio': 11, 'On-Lead -studio': 11, 'ONEMUSIC -studio': 11, 'Onionskin -studio': 13, 'Opera House -studio': 11, 'Orange -studio': 11, 'Orchid Seed -studio': 11, 'Ordet -studio': 11, 'Original Force -studio': 11, 'Orix -studio': 11, 'Otogi Production -studio': 11, 'Overlap -studio': 11, 'Oxybot -studio': 11, 'Oz -studio': 13, 'P Productions -studio': 13, 'P.A. Works -studio': 11, 'P.I.C.S. -studio': 13, 'Palm Studio -studio': 11, 'Panasonic Digital Contents -studio': 13, 'Panda Factory -studio': 11, 'Panmedia -studio': 13, 'PansonWorks -studio': 13, 'Parco -studio': 11, 'Passione -studio': 11, 'Pastel -studio': 11, 'Pazzy Entertainment -studio': 11, 'Pb Animation Co. 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Katsu!!: Damasarenaide yo!!-title': 10, 'Joshikousei Nobunaga-chan!!-title': 12, 'Seiyuu Deka-title': 14, 'Mobile Suit Gundam ZZ-title': 10, 'Code-E-title': 10, 'Wellber no Monogatari: Sisters of Wellber-title': 12, 'Kikou Senki Dragonar-title': 10, 'Densetsu no Yuusha Da Garn-title': 12, 'Muteki Choujin Zanbot 3-title': 10, 'Battle Spirits: Brave-title': 12, 'Battle Spirits: Shounen Toppa Bashin-title': 10, 'Taiyou no Yuusha Fighbird-title': 12, 'Yuusha Keisatsu J-Decker-title': 12, 'Yuusha Tokkyuu Might Gaine-title': 12, 'Ougon Yuusha Goldran-title': 12, 'Battle Spirits: Sword Eyes-title': 12, 'Yuusha Exkaiser-title': 12, 'Battle Spirits: Heroes-title': 12, 'Yuusha Shirei Dagwon-title': 12, 'Saikyou Ginga Ultimate Zero: Battle Spirits-title': 12, 'Yuusha Shirei Dagwon: Suishou no Hitomi no Shounen-title': 12, 'Saikyou Robot Daiouja-title': 10, 'Majime ni Fumajime Kaiketsu Zorori: Nazo no Otakara Daisakusen-title': 12, 'Bakugan Battle Brawlers-title': 12, 'Metal Fight Beyblade-title': 12, 'Bakugan Battle Brawlers: New Vestroia-title': 12, 'Bakugan Battle Brawlers: Gundalian Invaders-title': 12, 'B: The Beginning-title': 11, 'Bakugan Battle Brawlers: Mechtanium Surge-title': 12, 'Metal Fight Beyblade: Baku-title': 12, 'Bakuten Shoot Beyblade the Movie: Gekitou!! 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Onigirizu-title': 12, 'Pokemon Diamond & Pearl-title': 12, 'Baby Felix-title': 10, 'Akai Hana Shiroi Hana-title': 10, 'Kingdom 3rd Season-title': 10, 'Bucket no Ana-title': 10, 'Moonfesta-title': 10, 'The Night Game: Neko no Sakusen-title': 10, 'Yukidaruma Kazoku-title': 10, 'Candy no Yume-title': 10, 'Fushigina Ano Ko wa Sutekina Kono Ko-title': 10, \"Cookin' Idol Ai! Mai! Main!-title\": 10, 'Dragon League-title': 12, 'Ai Tenshi Densetsu Wedding Peach Specials-title': 12, 'Sasuga no Sarutobi-title': 12, 'Hikari no Megami-title': 12, 'Star Fox Zero: The Battle Begins-title': 12, 'Pokemon Fushigi no Dungeon: Magnagate to Mugendai Meikyu-title': 12, 'Pokemon Fushigi no Dungeon: Shutsudou Pokemon Kyuujotai Ganbaruzu!-title': 12, 'Kasumin 3rd Season-title': 10, 'Arigatou Thank You-title': 10, 'Oshiri Kajiri Mushi (TV) 4th Season-title': 10, 'Oshiri Tantei-title': 10, 'Oniisama e...-title': 10, 'Suteki Desu wa, Sakura-chan! Tomoyo no Cardcaptor Sakura Katsuyaku Video Nikki!-title': 10, 'Straw-saurus Neo-title': 10, 'Washimo 3rd Season-title': 10, 'Uchuujin Pipi-title': 10, 'Chiisana Kinomi (1995)-title': 10, 'Frypan Jiisan-title': 10, 'Hasu no Yousei: Bonyo Bonyo-title': 10, 'Kabocha no Oji-san-title': 10, 'Kyouryou Pikora-title': 10, 'Pa Para Papa-title': 10, 'Asa wo Kitan-title': 10, 'Koutetsu Sangokushi Special-title': 12, 'Fushigiboshi no☆Futagohime Gyu! Recap-title': 12, 'Eievui to Colorful Friends-title': 14, 'Hoshi no Kirby:  Taose!! 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Kasou Taikai-title': 10, 'Hello Kitty no Yume Dorobou-title': 10, 'Hello Kitty no Kieta Santa-san no Okurimono-title': 10, 'Jewelpet Sunshine-title': 10, 'Onegai My Melody: Kuru Kuru Shuffle!-title': 10, 'Kero Kero Keroppi no Ganbare! Keroppooz-title': 10, 'Bad Badtz-Maru no Ore no Pochi wa Sekaiichi-title': 10, 'Hello Kitty no London ni Orita Uchuujin-title': 10, 'Pochacco no Jack to Mame no Ki-title': 10, 'Hello Kitty no Shiawase no Aoi Hotaru-title': 10, 'Jewelpet Kira☆Deco!-title': 10, 'Gundam vs Hello Kitty-title': 10, 'Pom Pom Purin no Usagi to Kame-title': 10, 'Kiki to Lala no Papa to Mama ni Aitai-title': 10, 'Oban Star-Racers-title': 12, 'Jewelpet Happiness-title': 10, 'JRA x Gudetama-title': 10, 'Hello Kitty no Shoukoujo-title': 10, 'Molly Star-Racer-title': 14, 'Jewelpet Magical Change-title': 10, 'Onegai My Melody Sukkiri♪-title': 10, 'Kero Kero Keroppi no Aladdin to Mahou no Lamp-title': 10, 'Marumofubiyori-title': 10, 'Sawatte! Gudetama: 3-dome no Shoujiki-title': 10, 'Kero Kero Keroppi no Yowamushi-ouji no Daibouken-title': 10, 'Show By Rock!!: Legend of Shingan Crimsonz-title': 10, 'Show By Rock!! x Joysound-title': 10, 'Hello Kitty no Yume no Oshiro no Ouji-sama-title': 10, 'Kiki to Lala no Hoshi no Dance Shoes-title': 10, 'Kero Kero Keroppi no Daibouken: Fushigi na Mame no Ki-title': 10, 'Hello Kitty no Fushigi na Mizuumi-title': 10, 'Hangyodon no Hadaka no Ou-sama-title': 10, 'White Album 2-title': 12, 'Somali to Mori no Kamisama-title': 12, 'Show By Rock!!: Plasmagica na Gogo-title': 10, 'Onegai♪My Melody Kirara★-title': 10, 'Tanpen Unico: Kuroi Kumo to Shiroi Hane-title': 10, 'Sanrio Anime Sekai Meisaku Gekijou-title': 10, 'Koro Koro Kuririn no Inaka no Nezumi Tokai no Nezumi-title': 10, 'Kero Kero Keroppi no Kero Kero House no Himitsu-title': 10, 'Pom Pom Purin no Kitakaze to Taiyou-title': 10, 'Kero Kero Keroppi no Dai Bouken-title': 10, 'Kitty to Mimmy no Happy Birthday-title': 10, 'My Melody no Akazukin (OVA)-title': 10, 'Kero Kero Keroppi no Tomodachi wa Mahoutsukai-title': 10, 'Osaru no Monkichi no Kin no Ono Gin no Ono-title': 10, 'Kero Kero Keroppi no Tomodachi ni Narou yo-title': 10, 'Kiki to Lala no Hansel to Gretel-title': 10, 'Hello Kitty no Cinderella-title': 10, 'Santa-san to Tonakai Kuppi-title': 10, 'Hello Kitty no Oyayubi-hime-title': 10, 'Kero Kero Keroppi no Bikkuri! Obakeyashiki-title': 10, 'Shugo Chara!! Doki-title': 10, 'Phantasy Star Online 2 The Animation-title': 10, 'Hot Minute: Gudetama-title': 10, 'Bara no Hana to Joe-title': 10, 'Hoshi no Orpheus-title': 10, 'Yume no Hoshi no Button Nose-title': 10, 'Patty & Jimmy no Kimikoso Superstar-title': 10, 'Hello Kitty to Miyou: Aesop Monogatari-title': 10, 'Kero Kero Keroppi: Hasunoue Town Kiki Ippatsu!-title': 10, 'Pochacco no Wakuwaku Birthday-title': 10, 'Kero Kero Keroppi no Tomodachitte Ii na-title': 10, 'World Destruction: Sekai Bokumetsu no Rokunin-title': 12, 'Ange Vierge-title': 10, 'Sugar Bunnies-title': 10, 'Kero Kero Keroppi no Sanjuushi-title': 10, 'Pochacco no Ninjin Hata wa Oosawagi-title': 10, 'Hello Kitty no Hajimete no Christmas Cake-title': 10, 'Oshin-title': 10, 'Hello Kitty no Kaguya-hime-title': 10, 'Taabou no Ryuuguusei Daitanken-title': 10, 'Hello Kitty no Okaze wo Hiita Santa-san-title': 10, 'Bad Badtz-Maru no Otoko Dokyou no Omoiyari-title': 10, 'Hello Kitty no Minna no Tanoshii Natsuyasumi-title': 10, 'Shugo Chara! Party!-title': 10, 'Air Gear: Kuro no Hane to Nemuri no Mori - Break on the Sky-title': 12, 'Hello Kitty no Alps no Shoujo Heidi-title': 10, 'Hello Kitty no Stump Village-title': 10, 'Kero Kero Keroppi no Sora Tobu Yume no Fune-title': 10, 'Kero Kero Keroppi no Sora wo Tobetara-title': 10, 'Sam to Chip no wa Hachamecha Dai Race-title': 10, 'Kero Kero Keroppi no Kyouryuu ga Deta-title': 10, 'Chain Chronicle: Short Animation-title': 10, 'Hello Kitty no Fushigi no Kuni no Alice-title': 10, 'Hello Kitty: Ringo no Mori no Fantasy-title': 10, 'Chiisana Jumbo-title': 10, 'Sugar Bunnies Fleur-title': 10, 'Chikin Ramen x Gudetama-title': 10, 'Sugar Bunnies Chocolate! 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Mirai ni Tsunagu Kibou no Dress-title': 12, 'Ashita no Nadja-title': 12, 'One Piece: Straw Hat Theater-title': 12, 'Chuuchuu Banban-title': 12, 'Naniwa Yuukyouden: Chou Gokudou! Yoru no Bat wa Manrui-hen-title': 12, 'Time Ranger Cesar Boy no Bouken: Roma Teikoku-hen-title': 12, 'Hyokkori Hyoutan Shima-title': 12, 'Konpora Kid-title': 12, 'Buzzer Beater 2nd Season-title': 12, 'Sengoku Otome: Momoiro Paradox-title': 12, 'Detective Conan Movie 07: Crossroad in the Ancient Capital-title': 12, 'Detective Conan Movie 09: Strategy Above the Depths-title': 12, 'Yowamushi Pedal: Glory Line-title': 12, 'Monkey Punch: Manga Katsudou Daishashin - Crime Mate Special-title': 12, 'Dededen-title': 12, 'Hokuto no Ken: Raoh Gaiden Gekitou-hen-title': 12, 'Abarenbou Rikishi!! 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Saigo no Dai Butai-title': 12, 'Heartcatch Precure!-title': 12, 'Zokuzoku Mura no Obake-tachi-title': 12, 'Yama ni Kagayaku: Guide-ken Heiji Gou-title': 12, 'Oshiri Tantei: Mina to Machi no Tuk-tuk Chase-title': 12, 'Haruniwa Ie no 3 Nin-me-title': 12, 'Pink Lady Monogatari: Eikou no Tenshi-tachi Recaps-title': 12, 'Kamisama Hajimemashita: Kamisama, Shiawase ni Naru-title': 12, 'Broots-title': 12, 'Hal no Fue-title': 12, 'Scarecrowman-title': 12, 'Tengai Makyou: Jiraiya Oboro-hen-title': 12, 'Tezuka Osamu no Buddha: Akai Sabaku yo! Utsukushiku-title': 12, 'Tiger Mask-title': 12, 'Seikaisuru Kado-title': 12, 'Dragon Ball Z Movie 13: Ryuuken Bakuhatsu!! Gokuu ga Yaraneba Dare ga Yaru-title': 12, 'Dragon Ball Z Movie 07: Kyokugen Battle!! Sandai Super Saiyajin-title': 12, 'Hello! 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Nokosareta Chousenshi - Gohan to Trunks-title': 12, 'Precure All Stars GoGo Dream Live!-title': 12, 'Transformers: The☆Headmasters-title': 12, 'Mahoutsukai Sally-title': 12, 'Candy Candy-title': 12, 'Ginga Nagareboshi Gin-title': 12, 'Hidamari no Ie-title': 12, 'Hanitarou Desu.-title': 12, 'Chibi Neko Chobi/Chibi Neko Kobi to Tomodachi-title': 12, 'Ushiro no Seki no Ochiai-kun-title': 12, 'Yume no Tsuzuki-title': 12, 'Nobunaga no Shinobi: Anegawa Ishiyama-hen-title': 12, 'Cardfight!! Vanguard G: Stride Gate-hen-title': 12, 'Glass no Kamen (2005)-title': 12, 'Detective Conan Movie 16: The Eleventh Striker-title': 12, 'Detective Conan Movie 18: The Sniper from Another Dimension-title': 12, 'Anpanman to Hajime yo! Iro, Kazu, Katachi Wakarukana Iro, Katachi-title': 12, \"Rose O'Neill Kewpie-title\": 12, 'Sore Ike! 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Gachimuchi Sankyoudai-title': 12, 'Kouchuu Ouja Mushiking: Greatest Champion e no Michi-title': 12, 'Marvel Disk Wars: The Avengers-title': 12, 'Yami no Teio: Kyuuketsuki Dracula-title': 12, 'TOHO Cinemas x One Piece Film: Gold - Tokubetsu Eizou-title': 12, 'Yume no Crayon Oukoku-title': 12, 'Robot Girls Z Episode 0-title': 12, 'Bishoujo Senshi Sailor Moon SuperS Specials-title': 12, 'Tiger Mask W-title': 12, 'Genkichi Jiisan to Kogitsune-title': 12, 'Kokoro no Koukyougaku-title': 12, 'Miitsuketa!-title': 12, 'Namae... Sore wa Moeru Inochi-title': 12, 'Kagaku Manga Survival-title': 12, 'Detective Conan Movie 17: Private Eye in the Distant Sea-title': 12, 'Meiji Tokyo Renka-title': 12, 'Sore Ike! Anpanman: Baikinman no Gyakushuu-title': 12, 'Sore Ike! Anpanman: Ningyohime no Namida-title': 12, 'Digimon Savers: Agumon! Gaomon! Lalamon! Bakuretsu! Jougai Last Battle!-title': 12, 'Aishite Knight-title': 12, 'One Piece Film: Strong World Episode 0-title': 12, 'Digimon Adventure: Bokura no War Game!-title': 12, 'Yamato yo Towa ni-title': 12, 'Go! Princess Precure Movie: Go! Go!! Gouka 3-bondate!!!-title': 12, 'Transformers: Choujin Master Force-title': 12, 'Akame ga Kill!: AkaKill! Gekijou-title': 10, 'Kaiketsu Zorro-title': 12, 'Binbou Shimai Monogatari-title': 12, 'Digimon Frontier: Ornismon Fukkatsu!!-title': 12, 'Digimon Adventure: Last Evolution Kizuna-title': 10, 'Kono Sora no Shita de-title': 12, 'Kyoushitsu wa Obake ga Ippai/Boku wa Yuusha da zo-title': 12, 'Gomen ne, Mii-chan-title': 12, 'Nezumi-kun no Chokki-title': 12, 'Kie Saranu Kizuato: Hi no Umi Osaka-title': 12, 'Detective Conan: The Fugitive Kogorou Mouri-title': 12, 'Detective Conan Movie 20: The Darkest Nightmare-title': 12, 'Detective Conan Movie 19: The Hellfire Sunflowers-title': 12, 'Tenshi na Konamaiki-title': 12, 'Sore Ike! 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Two-title': 12, 'To LOVE-Ru Darkness OVA-title': 12, 'Shousei Shikisai Gensou-title': 12, 'Tsuru Shitae Waka Kan-title': 12, 'Fushigi na Elevator-title': 12, 'Five Fire Fish-title': 12, 'Kaibutsu Gakushou-title': 12, 'Yumemi no E-title': 12, 'Full Metal Panic! Invisible Victory-title': 12, 'Kemono Friends: Bus-teki-title': 12, 'Hentatsu (TV)-title': 12, 'Hentatsu (TV) Recap-title': 12, 'Giovanni no Shima-title': 12, 'Saru Getchu: On Air-title': 12, 'To LOVE-Ru Darkness 2nd OVA-title': 12, 'Bakukyuu Renpatsu!! Super B-Daman-title': 12, 'Busou Renkin: Mahiro no Busou Renkin Kouza-title': 12, \"Bakusou Kyoudai Let's & Go Special-title\": 12, 'Feng Wei Ying Xiong-title': 12, 'Huan Jing Nuo De Lin-title': 12, 'Lemon Angel YJ-ban-title': 12, 'Saru Getchu: On Air 2nd-title': 12, 'Bakukyuu Renpatsu! Super B-Daman Specials-title': 12, 'Miru Tights: Cosplay Satsuei Tights-title': 12, 'Jujutsu Kaisen-title': 12, 'Magatsu Wahrheit: Zuerst-title': 12, 'Neko ga Kureta Marui Shiawase-title': 12, 'Nameless-title': 12, 'HenSemi (TV)-title': 12, 'Yuragi-sou no Yuuna-san OVA-title': 12, 'Jikuu Bouken Nuumamonjaa-title': 12, 'MM! Specials-title': 12, 'Ladies versus Butlers! Specials-title': 12, 'B-Legend! Battle B-Daman Fire Spirits!-title': 12, 'Chouon Senshi Borgman-title': 12, 'Kanokon Specials-title': 12, 'To LOVE-Ru: Multiplication - Mae kara Ushiro kara-title': 12, 'Nekketsu Saikyou Go-Saurer-title': 12, 'Genki Bakuhatsu Ganbaruger-title': 12, 'Time Bokan 2000: Kaitou Kiramekiman-title': 12, 'Haiyore! Nyaruko-san: Yasashii Teki no Shitome-kata-title': 12, 'Zoids Shinseiki/Zero-title': 12, 'Maken-Ki! Two Specials-title': 12, 'Black Jack (TV)-title': 10, 'Slow Step-title': 12, 'Mahou no Angel Sweet Mint-title': 12, 'Yami no Purple Eye-title': 12, 'Lightning Trap: Leina & Laika-title': 12, 'Tatakae!! Ramenman-title': 12, 'Houkago no Tinker Bell-title': 12, 'Kanokon: Manatsu no Dai Shanikusai Specials-title': 12, 'Toushi Gordian-title': 12, 'Mahou no Princess Minky Momo: Hitomi no Seiza - Minky Momo Song Special-title': 12, 'Akkun to Kanojo-title': 11, 'Neo Angelique Abyss-title': 11, 'Kiniro no Corda: Secondo Passo-title': 11, 'Upotte!!: Miatte Waratte-title': 12, 'Miracle Giants Doumu-kun Special-title': 12, 'Neo Angelique Abyss: Second Age-title': 11, 'Harukanaru Toki no Naka de: Maihitoyo-title': 11, 'Angelique-title': 11, 'Soukyuu no Fafner: Dead Aggressor - Heaven and Earth-title': 12, 'Ryuusei no Rockman-title': 12, 'Massugu ni Ikou.-title': 10, 'Miracle Train: Chuo-sen e Youkoso-title': 11, 'Harukanaru Toki no Naka de 3: Kurenai no Tsuki-title': 11, 'Harukanaru Toki no Naka de 2: Shiroki Ryuu no Miko-title': 11, 'Angelique: Shiroi Tsubasa no Memoire-title': 11, 'Angelique: Seichi yori Ai wo Komete-title': 11, 'Mahou Sensei Negima!: Introduction Film-title': 12, 'Harukanaru Toki no Naka de 3: Owarinaki Unmei-title': 11, 'Harukanaru Toki no Naka de: Hachiyou Shou Specials-title': 11, 'Harukanaru Toki no Naka de: Hachiyou Shou OVA-title': 11, 'Massugu ni Ikou. 2nd Season-title': 10, 'Harukanaru Toki no Naka de 3: Kurenai no Tsuki Special-title': 11, 'Angelique: Twin Collection-title': 11, 'Harukanaru Toki no Naka de: Hachiyou Shou Recap-title': 11, 'Time Bokan: Gyakushuu no San Akunin-title': 10, 'Kindaichi Shounen no Jikenbo Returns 2nd Season: Akechi Keibu no Jikenbo-title': 10, 'Michiru Rescue!-title': 11, 'Muu no Hakugei-title': 10, 'Onbu Obake-title': 10, 'Uwabaki Cook no Tekitou Uranai!-title': 10, 'Uwabaki Cook-title': 10, 'Rikei ga Koi ni Ochita no de Shoumei shitemita.-title': 12, 'Doukyonin wa Hiza, Tokidoki, Atama no Ue.-title': 12, 'One Room Second Season-title': 12, 'One Room Second Season: Hanasaka Yui no Prologue-title': 12, 'One Room Third Season-title': 12, 'One Room Second Season Special-title': 12, 'Zashiki Warashi no Tatami-chan-title': 12, 'The iDOLM@STER SideM: Wake Atte Mini! OVA-title': 12, 'Kukuriraige: Sanseitai Denki-title': 12, 'Sukitte Ii na yo.: Dareka ga-title': 12, 'Macademi Wasshoi!-title': 12, 'Nozo x Kimi-title': 12, 'Arve Rezzle: Kikaijikake no Yousei-tachi-title': 12, 'Mamoru-kun ni Megami no Shukufuku wo!-title': 12, 'Rokuhoudou Yotsuiro Biyori-title': 12, 'Itsuka Tenma no Kuro Usagi: Kokoro Utsuri no Toukoubi - School Attendance Day-title': 12, 'D.C.if: Da Capo if-title': 12, 'Shounen Hollywood: Holly Stage for 49-title': 12, 'Oniichan no Koto nanka Zenzen Suki ja Nai n da kara ne!! Special-title': 12, 'Legend of Regios-title': 12, 'Itsuka Tenma no Kuro Usagi Picture Drama-title': 12, 'D.C. I&II P.S.P. Re-Animated-title': 12, 'Itsuka Tenma no Kuro Usagi Special-title': 12, 'Frame Arms Girl Movie: Kyakkya Ufufu na Wonderland-title': 12, 'Umi Monogatari: Anata ga Ite Kureta Koto - Shinjiau Kokoro-title': 12, '\"Eiyuu\" Kaitai-title': 12, 'Harukanaru Toki no Naka de: Ajisai Yumegatari-title': 12, 'Umi Monogatari: Marin no Kore Naani?-title': 12, 'Umi Monogatari: Kanon to Iku Amamikoshima-title': 12, 'Tokyo Juushouden-title': 12, \"Sister Princess: Re Pure Character's-title\": 12, 'Fune wo Amu: Yokoku-title': 12, 'Hikari: Kariya wo Tsunagu Monogatari-title': 12}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Synergy Japan -studio': 'Mermaid Melody Pichi Pichi Pitch-title', 'Tokuma Shoten -studio': 'Samurai Champloo-title', 'Daiichi Shokai -studio': 'Ushio to Tora (TV)-title', 'Studio Rikka -studio': 'Sakasama no Patema-title', 'Kadokawa Animation -studio': 'Youjo Senki Movie-title', 'Studio OX -studio': 'Jinzou Ningen Kikaider The Animation-title', 'teamKG -studio': 'BlazBlue: Alter Memory-title', 'LIDENFILMS Osaka Studio -studio': 'Rebirth-title', 'P.I.C.S. -studio': 'Space Bug-title', 'GEMBA -studio': 'Berserk-title', 'LinkedBrain -studio': 'Himote House-title', 'Piso Studio -studio': 'Yankee Hamster-title', 'Studio Ponoc -studio': 'Chiisana Eiyuu: Kani to Tamago to Toumei Ningen-title', 'CinePix -studio': 'Saiko Robot Kombock-title', 'Nihon Ad Systems -studio': 'Wakaokami wa Shougakusei!-title', 'Animatsu Entertainment -studio': 'Kono Sekai no Katasumi ni-title', 'Toshiba Entertainment -studio': 'Shakugan no Shana-title', 'Index -studio': 'Persona 4 the Animation-title', 'Studio Wombat -studio': 'Kino no Tabi: The Beautiful World-title', 'SME Visual Works -studio': 'Rurouni Kenshin: Meiji Kenkaku Romantan-title', 'Jinnis Animation Studios -studio': 'Fireball-title', 'Banpresto -studio': 'One Punch Man-title', 'Tama Production -studio': 'Gotou ni Naritai.-title', 'Signal.MD -studio': 'Net-juu no Susume-title', 'Rockwell Eyes -studio': 'Hana to Alice: Satsujin Jiken-title', 'Yomiuri Telecasting -studio': 'Boku no Hero Academia 2nd Season-title', 'Live Viewing Japan -studio': 'Sengoku Night Blood-title', 'Tohan Corporation -studio': 'Ousama Game The Animation-title', 'Sapporo Television Broadcasting -studio': 'Hirune Hime: Shiranai Watashi no Monogatari-title', 'David Production -studio': 'JoJo no Kimyou na Bouken (TV)-title', 'Comic Animation -studio': 'Vlad Love-title', 'Cromea -studio': 'Grancrest Senki-title', 'Magic Bus -studio': 'Ginga Eiyuu Densetsu-title', 'Marine Entertainment -studio': 'Hoshi wo Ou Kodomo-title', 'Making Animation -studio': 'Qing Chi Hong Xiaodou Ba!-title', 'Teichiku Entertainment -studio': 'Francesca-title', 'DiC Entertainment -studio': 'Bishoujo Senshi Sailor Moon-title', 'Studio Hibari -studio': 'Ansatsu Kyoushitsu-title', 'Daiichikosho -studio': 'Yamada-kun to 7-nin no Majo (TV)-title', 'Drive -studio': 'Uzumaki-title', 'GKIDS -studio': 'Sen to Chihiro no Kamikakushi-title', 'Green Monster Team -studio': 'Yingxiong Zai Lin-title', 'Sammy -studio': 'Nanatsu no Taizai: Imashime no Fukkatsu-title', 'Zack Promotion -studio': 'Ikkitousen: Great Guardians-title', 'Diomedea -studio': 'Mondaiji-tachi ga Isekai kara Kuru Sou Desu yo?-title', 'Lapin Track -studio': 'Sarazanmai-title', 'I-move -studio': 'Pia Carrot e Youkoso!!: Sayaka no Koi Monogatari-title', 'Creek & River -studio': 'Neko to Mata-title', 'FILMONY -studio': 'Hakumei no Tsubasa-title', 'Shinchosha -studio': 'Shoujo Shuumatsu Ryokou-title', 'CIC -studio': 'Yuri!!! on Ice-title', 'AIC Plus+ -studio': 'Date A Live-title', 'Wargaming Japan -studio': 'Shuumatsu no Izetta-title', 'Epoch -studio': 'Sylvanian Families-title', 'Blade -studio': 'Cheating Craft-title', 'Platinum Vision -studio': 'Servamp-title', 'Oxybot -studio': 'Vexille: 2077 Nihon Sakoku-title', 'Bibury Animation Studios -studio': '5-toubun no Hanayome ∬-title', 'Studio Core -studio': 'Vampire Hunter D-title', 'CUCURI -studio': 'Sakkai Eightraid-title', 'Dream Creation -studio': 'Danna ga Nani wo Itteiru ka Wakaranai Ken-title', 'Kadokawa Haruki Corporation -studio': 'Alexander Senki-title', 'Annapuru -studio': 'Ashita no Joe 2-title', 'DIVE II Entertainment -studio': 'Kakegurui-title', 'Nut -studio': 'Youjo Senki-title', 'Toho Interactive Animation -studio': 'Ninja Collection-title', 'A.C.G.T. -studio': 'Freezing-title', 'GYAO! -studio': 'Magi: The Labyrinth of Magic-title', 'Sunrise -studio': 'Code Geass: Hangyaku no Lelouch-title', 'Xing -studio': 'Inu to Hasami wa Tsukaiyou-title', 'GoGo Visual Planning -studio': 'Chikyuu ga Ugoita Hi-title', 'Stardust Promotion -studio': 'Seiren-title', 'Peter Pan Creation -studio': 'Furusato Saisei: Nippon no Mukashibanashi-title', 'Shin-Ei Animation -studio': 'Karakai Jouzu no Takagi-san-title', 'Soyuzmultfilm -studio': 'Chiisana Penguin Lolo no Bouken-title', 'Mitsubishi -studio': 'Himiko-den-title', 'Akita Shoten -studio': 'Beastars-title', 'YHKT Entertainment -studio': 'Ling Long: Incarnation-title', 'Studio LAN -studio': 'To Be Hero-title', 'Shelty -studio': 'Cardcaptor Sakura Movie 2: Fuuin Sareta Card-title', 'World Cosplay Summit -studio': 'ID-0-title', 'Nintendo of America -studio': 'Pokemon Fushigi no Dungeon: Shutsudou Pokemon Kyuujotai Ganbaruzu!-title', 'Fields -studio': 'SSSS.Gridman-title', 'Crunchyroll -studio': 'Kono Subarashii Sekai ni Shukufuku wo!-title', 'SoftX -studio': 'Slayers-title', 'Brio Animation -studio': 'Ladyspo-title', 'Ankama Animations -studio': 'Mutafukaz-title', 'Studio Saki Makura -studio': 'Brave 10-title', 'Delightworks -studio': 'Fate/Grand Order: Zettai Majuu Sensen Babylonia-title', 'TOCSIS -studio': 'Ohayou! Kokekkou-san-title', 'Glovision -studio': 'Tate no Yuusha no Nariagari-title', 'A-Real -studio': 'Kenka Banchou Otome: Girl Beats Boys-title', 'Genco -studio': 'Kochouki: Wakaki Nobunaga-title', 'Mainichi Shimbun -studio': 'Momo e no Tegami-title', 'SPO Entertainment -studio': 'Choboraunyopomi Gekijou Ai Mai Mii-title', 'Studio Zain -studio': 'Mai-HiME-title', 'Yoshimoto Creative Agency -studio': 'Itsudatte Bokura no Koi wa 10 cm Datta.-title', 'Magia Doraglier -studio': 'Ore ga Suki nano wa Imouto dakedo Imouto ja Nai-title', 'Agent 21 -studio': 'Dominion-title', 'Studio Zero -studio': 'Osomatsu-kun-title', 'm.o.e. -studio': 'Hanaukyou Maid-tai-title', 'Myrica Music -studio': 'Darker than Black: Kuro no Keiyakusha-title', 'Gigno Systems -studio': 'Hyakka Ryouran: Samurai Girls-title', 'Otogi Production -studio': 'Instant History-title', 'Gamegate -studio': 'Akanesasu Shoujo-title', 'Stray Cats -studio': 'Dixia Cheng Yu Yongshi: Nizhuan Zhi Lun-title', 'JCF -studio': 'Salaryman Kintarou-title', 'AXsiZ -studio': 'Ulysses: Jehanne Darc to Renkin no Kishi-title', 'OB Planning -studio': 'Initial D First Stage-title', 'Tencent Penguin Pictures -studio': 'Quanzhi Gaoshou-title', 'ZOOM ENTERPRISE -studio': 'Boku wa Imouto ni Koi wo Suru-title', 'Dongwoo A&E -studio': 'PriPara-title', 'Design Factory -studio': 'Hametsu no Mars-title', 'Connect -studio': 'Strike the Blood-title', 'Gentosha Comics -studio': 'Yuri Kuma Arashi-title', 'Studio Flag -studio': 'Futakoi Alternative-title', 'Barnum Studio -studio': 'Netoge no Yome wa Onnanoko ja Nai to Omotta?-title', 'Fifth Avenue -studio': 'Aoi Sekai no Chuushin de-title', 'Avex Pictures -studio': 'Noragami Aragoto-title', 'Hakoniwa Academy Student Council -studio': 'Medaka Box-title', 'Docomo Anime Store -studio': 'Trinity Seven-title', 'Sparky Animation -studio': 'Arashi no Yoru ni: Himitsu no Tomodachi-title', 'Maho Film -studio': 'Uchi no Ko no Tame naraba, Ore wa Moshikashitara Maou mo Taoseru kamo Shirenai.-title', 'Studio Meditation With a Pencil -studio': 'Mianhada Saranghanda-title', 'TV Tokyo Music -studio': 'Toradora!-title', 'Daewon Media -studio': 'Iron Kid-title', 'Arcs Create -studio': 'Phantom The Animation-title', 'Liberty Animation Studio -studio': 'TOTO Green Challenge-title', 'DandeLion Animation Studio -studio': 'Pingu in the City-title', 'Sony Music Entertainment -studio': '\"0\"-title', 'Picture Magic -studio': 'Saki-title', 'EMT Squared -studio': 'Renai Boukun-title', ' Sunrise Beyond -studio': 'Gundam Build Divers Re:Rise-title', 'Tokyo Kids -studio': 'Terra e... (TV)-title', 'Ai Addiction -studio': 'Noragami-title', 'Arcturus -studio': 'Mahou Yuugi 2D-title', 'Chrono Gear Creative -studio': 'Tantei Opera Milky Holmes-title', 'Nihon Eizo -studio': 'Osu!! Karate-bu-title', 'Wit Studio -studio': 'Shingeki no Kyojin-title', 'Dynamo Pictures -studio': 'Egao no Daika-title', 'Sotsu -studio': 'Hataraku Maou-sama!-title', 'Studio CHANT -studio': 'Okusama ga Seitokaichou!-title', 'Gonzo -studio': 'Red Garden: Dead Girls-title', 'TAKI Corporation -studio': 'Seikon no Qwaser-title', 'INCS toenter -studio': 'Kawaikereba Hentai demo Suki ni Natte Kuremasu ka?-title', 'Nikkatsu -studio': 'Isekai Shokudou-title', 'Original Force -studio': 'Fanren Xiu Xian Chuan Zhi Fanren Feng Qi Tian Nan-title', 'Sony PCL -studio': 'Bungou Stray Dogs-title', 'Bee Media -studio': 'Night Head Genesis-title', 'Studio 4°C -studio': 'Detroit Metal City-title', 'SoftBank Creative -studio': 'Dungeon ni Deai wo Motomeru no wa Machigatteiru Darou ka-title', 'Pioneer LDC -studio': 'Hellsing-title', 'Joker Films -studio': 'Neko Neko Nihonshi-title', 'VV-ALKLINE -studio': 'Promare-title', 'Sega -studio': 'Neon Genesis Evangelion: The End of Evangelion-title', 'I.Toon -studio': \"Norabbits' Minutes-title\", 'GEN Productions -studio': 'Hadashi no Gen 2-title', 'Fujipacific Music -studio': 'Ano Hi Mita Hana no Namae wo Bokutachi wa Mada Shiranai.-title', 'Nomad -studio': 'Kämpfer-title', 'Poncotan -studio': '6HP (Six Hearts Princess)-title', 'Lapis -studio': 'Toufu Kozou-title', 'Legs -studio': 'Release the Spyce-title', 'Darts -studio': 'Bubblegum Crisis-title', 'Bandai Namco Pictures -studio': 'Gintama°-title', 'Studio Izena -studio': 'Ueki no Housoku-title', 'Anime Consortium Japan -studio': 'God Eater-title', 'I.Gzwei -studio': 'Soukyuu no Fafner: Dead Aggressor - Exodus-title', 'Animax -studio': 'Sakura-sou no Pet na Kanojo-title', 'Studio Fantasia -studio': 'Tonari no Totoro-title', 'AIC -studio': 'Special A-title', 'Fuji TV -studio': 'Shigatsu wa Kimi no Uso-title', 'Shogakukan Music & Digital Entertainment -studio': 'Hayate no Gotoku!!-title', 'Plus One -studio': 'Fate/kaleid liner Prisma☆Illya 3rei!!-title', 'Anime Friend -studio': 'Macross-title', 'Happy Elements -studio': 'Ensemble Stars!-title', 'NTT Plala -studio': 'Overlord II-title', 'Tamura Shigeru Studio -studio': 'Kujira no Chouyaku-title', 'T.O Entertainment -studio': 'Baka to Test to Shoukanjuu-title', 'Trinity Sound -studio': 'Kuroshitsuji-title', 'Bridge -studio': 'Fairy Tail (2014)-title', 'Phoenix Entertainment -studio': 'Giant Robo the Animation: Chikyuu ga Seishi Suru Hi-title', 'Age -studio': 'Kimi ga Nozomu Eien-title', 'Big Bang -studio': 'Detective Conan Movie 12: Full Score of Fear-title', 'Studio VOLN -studio': 'Kimi no Suizou wo Tabetai-title', 'Oddjob -studio': 'Zannen Onna Kanbu Black General-san-title', 'Takeshobo -studio': 'Made in Abyss-title', 'Pollyanna Graphics -studio': '47 Todoufuken-title', 'Egg -studio': 'Chameleon (OVA)-title', 'Pencil -studio': 'Prism Ark-title', 'Dwango Music Entertainment -studio': 'Yurumates 3D-title', 'P.A. Works -studio': 'Angel Beats!-title', 'Oh! Production -studio': 'Tsumiki no Ie-title', 'TOMY Company -studio': 'Saikyou Bushouden: Sangoku Engi-title', 'P Productions -studio': '0-sen Hayato-title', 'Tohokushinsha Film Corporation -studio': 'Zankyou no Terror-title', \"Brain's Base -studio\": 'Durarara!!-title', 'Tsuchida Productions -studio': 'Captain Tsubasa-title', 'Wawayu Animation -studio': 'Meng Qi Shi Shen-title', 'Bandai Namco Rights Marketing -studio': 'Magic-Kyun! Renaissance-title', 'Studio Take Off -studio': 'Dragon Ball Z Movie 12: Fukkatsu no Fusion!! Gokuu to Vegeta-title', 'Mainichi Broadcasting System -studio': 'Fullmetal Alchemist: Brotherhood-title', 'Sankyo Planning -studio': 'Nagato Yuki-chan no Shoushitsu-title', 'Nexon -studio': 'Kuutei Dragons-title', 'Seven Stone Entertainment -studio': 'Di Wang Gong Lue-title', 'CREi -studio': 'Fate/stay night Movie: Unlimited Blade Works-title', 'Tomason -studio': 'Kemono Friends 2-title', 'North Stars Pictures -studio': 'Arte-title', 'BS-TBS -studio': 'Sankarea-title', '33 Collective -studio': 'Chara to Otamajakushi Shima-title', 'BIGLOBE -studio': 'Ryuugajou Nanana no Maizoukin (TV)-title', 'AbemaTV -studio': 'Yesterday wo Utatte-title', 'Hakuhodo DY Music & Pictures -studio': 'Re:Zero kara Hajimeru Isekai Seikatsu-title', 'Digital Works -studio': 'Yu☆Gi☆Oh! Zexal-title', 'Ichijinsha -studio': 'Masamune-kun no Revenge-title', 'Mag Garden -studio': 'Mahoutsukai no Yome-title', 'animate -studio': 'Ikebukuro PR Anime-title', 'Alpha Animation -studio': 'Nana Moon-title', 'BeeWorks -studio': 'Nameko-ke no Ichizoku-title', 'Yamasa -studio': 'A.I.C.O.: Incarnation-title', 'Graphinica -studio': 'Hellsing Ultimate-title', 'Imagi -studio': 'Highlander: The Search for Vengeance-title', 'Funimation -studio': 'Suzumiya Haruhi no Shoushitsu-title', 'Sparkly Key Animation Studio -studio': 'Douluo Dalu-title', '12 Diary Holders -studio': 'Mirai Nikki-title', 'Maiden Japan -studio': 'Corpse Party: Tortured Souls - Bougyakusareta Tamashii no Jukyou-title', 'Minakata Laboratory -studio': 'Suna no Wakusei feat. Hatsune Miku-title', 'Animaruya -studio': 'Miami Guns-title', 'Light Chaser Animation Studios -studio': 'Bai She: Yuan Qi-title', 'Buemon -studio': 'Kaze no Matasaburou (Movie)-title', 'Akatsuki -studio': 'Hinamatsuri-title', 'STORY -studio': 'Tenki no Ko-title', \"Steve N' Steven -studio\": 'Mou Hitotsu no Mirai wo.-title', 'SIDO LIMITED -studio': 'Houkago no Shokuinshitsu-title', 'Netflix -studio': 'Neon Genesis Evangelion-title', 'Brave Hearts -studio': 'Dies Irae-title', 'Futabasha -studio': 'Tsugumomo-title', 'CoMix Wave Films -studio': 'Kimi no Na wa.-title', 'XFLAG -studio': 'Promare: Galo-hen-title', 'feel. -studio': 'Yahari Ore no Seishun Love Comedy wa Machigatteiru. Zoku-title', 'Lawson -studio': 'Boku dake ga Inai Machi-title', 'LandQ studios -studio': 'Bem-title', 'Trigger -studio': 'Kill la Kill-title', 'Hasbro -studio': 'Duel Masters-title', 'SKY Perfect Well Think -studio': 'Mushishi-title', 'Sony Pictures Worldwide Acquisitions -studio': 'Starship Troopers: Invasion-title', 'XFLAG Pictures -studio': 'Monster Strike The Movie: Hajimari no Basho e-title', 'Age Global Networks -studio': 'Akatsuki no Yona OVA-title', 'feng -studio': 'Absolute Duo-title', 'Studio Ghibli -studio': 'Mononoke Hime-title', 'Shirogumi -studio': 'Etotama-title', 'Warner Bros. Pictures -studio': 'Pokemon Movie 01: Mewtwo no Gyakushuu-title', 'Fujishouji -studio': 'Hidan no Aria AA-title', 'Anpro -studio': 'Bus Gamer-title', 'Takara -studio': 'Transformers: Scramble City-title', 'TCJ -studio': 'Alps no Shoujo Heidi Pilot-title', 'OCC -studio': 'Chocolate Underground-title', 'Yumeta Company -studio': 'Kiniro no Corda: Primo Passo-title', 'Tsubasa Entertainment -studio': 'Chokkyuu Hyoudai Robot Anime: Straight Title-title', 'Office Nobu -studio': 'JK Meshi!-title', 'Animation 21 -studio': 'Honoo no Toukyuuji: Dodge Danpei-title', 'Bushiroad -studio': 'Zero no Tsukaima-title', 'Okuruto Noboru -studio': 'Isekai Maou to Shoukan Shoujo no Dorei Majutsu Ω-title', 'Ajia-Do -studio': 'Isekai Maou to Shoukan Shoujo no Dorei Majutsu-title', 'Studio Unicorn -studio': 'California Crisis: Tsuigeki no Juuka-title', 'Nitroplus -studio': 'Steins;Gate-title', 'Anime R -studio': 'Dream Hunter Rem-title', 'BYMENT -studio': 'Xixing Ji-title', 'Top-Insight International -studio': 'Akatsuki no Yona-title', 'ZERO-A -studio': 'Kimi no Iru Machi-title', 'TV Osaka -studio': 'Fruits Basket 1st Season-title', 'Wonder Kids -studio': 'Chuuhai Lemon: Love 30s - Ame ni Nurete mo-title', 'Shogakukan -studio': 'Mob Psycho 100-title', \"Yoon's Color -studio\": 'Fuyu no Sonata-title', 'Tonko House -studio': 'Pig: Oka no Ue no Dam Keeper-title', 'gimik -studio': 'Kiddy Grade-title', 'Triangle Staff -studio': 'Serial Experiments Lain-title', \"Toy's Factory -studio\": 'Kekkai Sensen-title', 'AQUAPLUS -studio': 'Utawarerumono-title', 'Takahashi Studio -studio': 'Umezu Kazuo no Noroi-title', 'Discotek Media -studio': 'Zombie-Loan Specials-title', 'Directions -studio': 'Eve no Jikan-title', 'Kadokawa Daiei Studio -studio': 'Vatican Kiseki Chousakan-title', 'Miracle Bus -studio': \"Gintama': Enchousen-title\", 'GANSIS -studio': 'FLCL-title', 'Daiei -studio': 'Heisei Tanuki Gassen Ponpoko-title', 'Gakken Eigakyoku -studio': 'Kaguya-hime-title', 'Enoki Films -studio': 'Slayers Next-title', 'Ishimori Entertainment -studio': '009-1-title', 'JM Animation -studio': 'Arata Kangatari-title', 'Nippon Television Music -studio': 'Chihayafuru 3-title', 'TAP -studio': 'One Piece-title', 'Pastel -studio': 'Initial D Second Stage-title', 'W-Toon Studio -studio': 'Animegataris-title', 'Tri-Slash -studio': 'Momo Kyun Sword-title', 'OLM Digital -studio': 'Shin Angyo Onshi-title', 'Tong Ming Xuan -studio': 'Guan Hai Ce-title', 'Sony Interactive Entertainment -studio': 'Blood: The Last Vampire-title', 'Network -studio': 'Black Magic M-66-title', 'Soyep -studio': 'Ling Jian Zun-title', 'Shuka -studio': 'Durarara!!x2 Shou-title', 'Dwango -studio': 'Blood-C-title', 'Chugai Mining -studio': 'Gamers!-title', 'Front Line -studio': 'Black Lagoon: The Second Barrage-title', 'Gallop -studio': 'Yu☆Gi☆Oh! Duel Monsters-title', 'Panasonic Digital Contents -studio': 'Ao no Strada-title', 'Studio Kyuuma -studio': 'Urusei Yatsura Movie 2: Beautiful Dreamer-title', 'Akabanten -studio': 'Anime Douyou-title', 'AIR AGENCY -studio': 'Maji de Otaku na English! Ribbon-chan: Eigo de Tatakau Mahou Shoujo-title', 'Graduate School of Film Producing -studio': 'Chocolate Underground: Bokura no Chocolate Sensou-title', 'Arms -studio': 'Elfen Lied-title', '81 Produce -studio': 'Kono Subarashii Sekai ni Shukufuku wo! 2-title', 'Libre -studio': 'Dakaretai Otoko 1-i ni Odosarete Imasu.-title', 'Bandai -studio': 'Code Geass: Hangyaku no Lelouch R2-title', 'e-notion -studio': 'Sakurada Reset-title', 'TV Asahi -studio': 'Wakakusa no Charlotte-title', 'Eleven Arts -studio': 'Koe no Katachi-title', 'Good Smile Company -studio': 'One Punch Man 2nd Season-title', 'Toppan Printing -studio': 'Toaru Hikuushi e no Koiuta-title', 'Milky Cartoon -studio': 'Keitai Shoujo-title', 'DeNA -studio': 'Kuroshitsuji: Book of Circus-title', 'Shimogumi -studio': 'Four Seasons: Fuuka to Nanami-title', 'Nelvana -studio': 'Cardcaptor Sakura-title', 'Studio Moriken -studio': 'Fullmetal Alchemist: Brotherhood - 4-Koma Theater-title', 'Congzhuo Animation -studio': 'Wang Gu Shenhua Zhi Tian Xuanzhe-title', 'Mook DLE -studio': 'Rocket Girls-title', 'W+K Tokyo -studio': '24H-title', 'Miyagi Television Broadcasting -studio': 'Infini-T Force-title', 'Shogakukan Productions -studio': 'Duel Masters Movie 1: Yami no Shiro no Maryuuou-title', '5pb. -studio': 'Myself; Yourself-title', 'Trick Block -studio': 'Kihei Senki Legacies-title', 'Nagoya Broadcasting Network -studio': 'Darling in the FranXX-title', 'Warner Music Japan -studio': 'Eizouken ni wa Te wo Dasu na!-title', 'Pierrot Plus -studio': 'Tokyo Ghoul:re-title', 'MooGoo -studio': 'Gokicha!!-title', 'Peak Hunt -studio': 'Ookami-san wa Taberaretai-title', 'Acca effe -studio': 'Strike Witches: 501 Butai Hasshin Shimasu!-title', 'Orange -studio': 'Black Bullet-title', 'Tosho Printing -studio': 'Konbini Kareshi-title', 'Abe Shuuji Jimusho -studio': 'Lupin III: The First-title', 'Bandai Visual USA -studio': 'True Tears-title', 'AIC A.S.T.A. -studio': 'Sora no Otoshimono-title', 'Amber Film Works -studio': 'Fantasista Doll-title', 'Creatures Inc. -studio': 'Zuruggu to Mimikkyu-title', 'L²Studio -studio': 'Zhen Hun Jie-title', 'Grouper Productions -studio': 'Ike! Ina-chuu Takkyuubu-title', 'Tose -studio': 'Bubuki Buranki-title', 'Dear Stage inc. -studio': 'Saiki Kusuo no Ψ-nan-title', 'Dangun Pictures -studio': 'Arad: Suming Zhi Men-title', 'AC Create -studio': 'Kemeko Deluxe!-title', 'GoHands -studio': 'K-title', 'Studio Tulip -studio': 'K: Return of Kings-title', 'Fujiko F. Fujio Pro -studio': 'Doraemon Movie 38: Nobita no Takarajima-title', 'CyberAgent -studio': 'Endride-title', 'Mad Box -studio': 'Koko ni Iru-title', 'Tencent Japan -studio': 'ēlDLIVE-title', 'Studio Mausu -studio': 'Yosuga no Sora: In Solitude, Where We Are Least Alone.-title', 'Starchild Records -studio': 'Slayers Premium-title', 'Dentsu Tec -studio': 'Inazuma Eleven: Saikyou Gundan Ogre Shuurai-title', 'I Will -studio': 'Shokugeki no Souma-title', 'Digital Frontier -studio': 'Appleseed (Movie)-title', 'Toho Visual Entertainment -studio': 'FLCL Alternative-title', 'Shizuoka Broadcasting System -studio': 'Panpaka Pants O-New!-title', 'drop -studio': 'Clione no Akari-title', 'Studio Z5 -studio': 'Herlock Saga: Nibelung no Yubiwa-title', 'Level-5 -studio': 'Layton Mystery Tanteisha: Katri no Nazotoki File-title', 'Felix Film -studio': 'Daitoshokan no Hitsujikai-title', 'Digiturbo -studio': 'Kishin Houkou Demonbane-title', 'BS11 -studio': 'Charlotte-title', 'Lucky Paradise -studio': 'Lucky☆Star-title', 'Shizuoka Daiichi Television -studio': 'Infini-T Force Movie: Gatchaman - Saraba Tomo yo-title', 'Beijing Enlight Pictures -studio': 'Qin Shi Ming Yue 3D: Dianying Longteng Wanli-title', 'Smiral Animation -studio': 'Itou Junji: Collection-title', 'Animation Staff Room -studio': \"Penguin's Memory: Shiawase Monogatari-title\", 'ixtl -studio': 'Schwarzesmarken-title', 'Yokohama Animation Lab -studio': 'Lapis Re:LiGHTs-title', 'Gaina -studio': 'Piano no Mori (TV)-title', 'Crimson Star Media -studio': 'Hanbun no Tsuki ga Noboru Sora-title', 'Coamix -studio': 'Chiruran: Nibun no Ichi-title', 'Oz -studio': 'Teito Monogatari-title', 'Pink Pineapple -studio': 'Buttobi!! CPU-title', 'Tablier Communications -studio': 'Nishi no Yoki Majo: Astraea Testament-title', 'Pie in the sky -studio': 'Seizei Ganbare! Mahou Shoujo Kurumi-title', 'Toei Video -studio': 'Amaama to Inazuma-title', '8bit -studio': 'Grisaia no Kajitsu-title', 'Guton Animation Studio -studio': 'Zuori Qing Kong-title', 'U/M/A/A Inc. -studio': 'Egomama-title', 'DR Movie -studio': 'Elsword: El-ui Yeoin-title', 'Nishinippon Broadcasting -studio': 'Udon no Kuni no Kiniro Kemari-title', 'Artist Management Office -studio': 'Goblin Slayer-title', 'Marvel Entertainment -studio': 'Majutsushi Orphen Hagure Tabi-title', 'Solid Vox -studio': 'Komachi to Dangorou-title', 'Enishiya -studio': 'Tenki no Ko CMs-title', 'Eswood -studio': 'Freezing Vibration-title', 'FOREST Hunting One -studio': 'Peeping Life TV: Season 1??-title', 'Dream Shift -studio': 'Choujin Koukousei-tachi wa Isekai demo Yoyuu de Ikinuku you desu!-title', 'Techno Sound -studio': 'Shingeki no Kyojin Season 2-title', 'Orchid Seed -studio': 'Sin: Nanatsu no Taizai-title', 'AQUA ARIS -studio': 'Katarina to Manabou-title', 'Topcraft -studio': 'Kaze no Tani no Nausicaä-title', 'RAB Aomori Broadcasting -studio': 'Flying Witch-title', 'International Digital Artist -studio': 'Cat Shit One-title', 'Life Work -studio': 'Shonan Junai Gumi!-title', 'TNK -studio': 'High School DxD-title', 'Flex Comix -studio': 'Nyan Koi!-title', 'On The Run -studio': 'Akahori Gedou Hour Rabuge-title', 'Four Some -studio': 'Tekken-title', 'DAX Production -studio': 'Komori-san wa Kotowarenai!-title', 'Bandai Entertainment -studio': 'Tengen Toppa Gurren Lagann-title', 'On-Lead -studio': 'Choboraunyopomi Gekijou Dai San Maku Ai Mai Mii: Surgical Friends-title', 'Forecast Communications -studio': 'Kiseijuu: Sei no Kakuritsu-title', 'Anima -studio': '.hack//The Movie: Sekai no Mukou ni-title', 'Wolfsbane -studio': 'Peter Grill to Kenja no Jikan-title', 'Geno Studio -studio': 'Golden Kamuy-title', 'Madhouse -studio': 'Death Note-title', 'Gakken -studio': 'Oyayubi-hime-title', 'Sprite Animation Studios -studio': 'Rudolf to Ippaiattena-title', 'Production GoodBook -studio': 'FLCL Progressive-title', 'Pony Canyon -studio': 'Fairy Tail-title', 'Romantica club !! -studio': 'Junjou Romantica-title', 'Shanghai Tiantan Culture & Media -studio': 'Minami Kamakura Koukou Joshi Jitenshabu-title', 'GAGA -studio': 'Flip Flappers-title', 'G-mode -studio': 'Tenshi no Drop-title', 'Datam Polystar -studio': 'Makeruna! Makendou-title', 'Radio Osaka -studio': 'Keijo!!!!!!!!-title', 'Adores -studio': 'Uchuu Senkan Tiramisù-title', 'Bandai Channel -studio': 'Koukyoushihen Eureka Seven-title', 'APDREAM -studio': 'Shoujo☆Kageki Revue Starlight-title', 'TC Entertainment -studio': 'Tokyo Ghoul-title', 'Yamamura Animation, Inc. -studio': 'Inaka Isha-title', 'Fujimi Shobo -studio': 'High School DxD New-title', 'Kadokawa Pictures USA -studio': 'Suzumiya Haruhi no Yuuutsu-title', 'Polygon Magic -studio': 'Dimension High School-title', \"Gen'ei -studio\": 'Bernard-jou Iwaku.-title', 'Polygram Japan -studio': 'Detective Conan Movie 04: Captured in Her Eyes-title', 'JY Animation -studio': 'Muhyo to Rouji no Mahouritsu Soudan Jimusho-title', 'Shueisha -studio': 'Kujakuou-title', 'Takara Tomy A.R.T.S -studio': 'Idol Time PriPara-title', 'TMS-Kyokuchi -studio': 'Detective Conan-title', 'Encourage Films -studio': 'Senki Zesshou Symphogear-title', 'Sunrise Music Publishing -studio': 'Ano Hi no Kokoro wo Toraete-title', 'TEAM Entertainment Inc. -studio': 'Norn9: Norn+Nonet-title', 'Crunchyroll SC Anime Fund -studio': 'Citrus-title', 'Studio Tron -studio': 'Corrector Yui-title', 'Pony Canyon Enterprise -studio': 'Shingeki no Kyojin Season 3-title', 'AIC Spirits -studio': 'Ga-Rei: Zero-title', 'MK Pictures -studio': 'Galactic Patrol Lensman-title', 'Bandai Namco Arts -studio': 'Megalo Box-title', 'Liverpool -studio': 'Boku, Otaryman.-title', 'Xebec -studio': 'Irregular Hunter X: The Day of Sigma-title', 'Jidaigeki Channel -studio': 'Onihei-title', 'Passione -studio': 'Rokka no Yuusha-title', 'Jinnan Studio -studio': 'Himouto! Umaru-chan-title', 'TV Aichi -studio': 'Tokyo Mew Mew-title', 'Beyond C. -studio': 'Berserk: Ougon Jidai-hen I - Haou no Tamago-title', 'B&T -studio': 'Da Yu Hai Tang-title', 'Tokyo FM Broadcasting -studio': 'Anne no Nikki-title', 'Seven Arcs Pictures -studio': 'Trinity Seven Movie 1: Eternity Library to Alchemic Girl-title', 'BigFireBird Animation -studio': 'Shiyan Pin Jiating-title', 'Mippei Eigeki Kiryuukan -studio': 'Chika Gentou Gekiga: Shoujo Tsubaki-title', 'J.C.Staff -studio': 'Shakugan no Shana S-title', 'ElectromagneticWave -studio': 'Kowarekake no Orgel-title', 'Being -studio': 'Young Black Jack-title', 'K-Factory -studio': 'Kishin Douji Zenki-title', 'Myung Films -studio': 'Madang-eul Naon Amtalg-title', 'Anime Midstream -studio': \"B'T X-title\", 'Nippon Cultural Broadcasting -studio': 'Muv-Luv Alternative: Total Eclipse-title', 'Miracle Robo -studio': 'Gintama-title', 'Big West -studio': 'Macross F-title', 'Ai ga areba Daijobu -studio': 'Ginga no Uo Ursa Minor Blue-title', 'Gainax -studio': 'Evangelion: 1.0 You Are (Not) Alone-title', 'China Literature Limited -studio': 'Quanzhi Fashi-title', 'DLE -studio': 'Ao no Kanata no Four Rhythm-title', 'Moonbell -studio': 'Just Because!-title', 'LMD -studio': 'Gokujo.: Gokurakuin Joshikou Ryou Monogatari-title', 'Doga Kobo -studio': 'Gekkan Shoujo Nozaki-kun-title', 'Dream Force -studio': 'Seitokai Yakuindomo-title', 'Studio Comet -studio': 'School Rumble-title', 'Aurum Production -studio': 'Meshinuma.-title', 'Nelke Planning -studio': 'Nanbaka-title', 'TriF Studio -studio': 'Sushi Police-title', '4Kids Entertainment -studio': 'Pokemon-title', 'Image Kei -studio': 'Hakugei Densetsu-title', 'Production Ace -studio': 'Shuumatsu Nani Shitemasu ka? Isogashii Desu ka? Sukutte Moratte Ii Desu ka?-title', 'Avex Entertainment -studio': 'Claymore-title', 'Active -studio': 'Zettai Junpaku♡Mahou Shoujo-title', 'Sanyo -studio': 'Fairy Gone-title', 'E&G Films -studio': 'Slayers Try-title', 'Quick Corporation -studio': 'IRoid: Koi no Yuukou Frontier-title', 'Dentsu Eigasha Tokyo -studio': 'Bunbuku Chagama (1958)-title', 'Bit Promotion -studio': 'Domestic na Kanojo-title', 'Picante Circus -studio': 'Skirt no Naka wa Kedamono Deshita.-title', 'i0+ -studio': 'Tokyo Ravens-title', 'Three Fat Samurai -studio': 'Tsuyokiss-title', 'Shinshokan -studio': 'Given-title', 'Studio Signpost -studio': 'Kingdom 3rd Season-title', 'Overlap -studio': 'IS: Infinite Stratos 2-title', 'Dentsu Entertainment USA -studio': 'Youkai Watch-title', 'Walt Disney Studios -studio': 'Howl no Ugoku Shiro-title', 'PPP -studio': 'Papa no Iukoto wo Kikinasai!-title', 'TROYCA -studio': 'Aldnoah.Zero-title', 'KEN ON -studio': 'Mary to Majo no Hana-title', 'Exa International -studio': \"Akiba's Trip The Animation-title\", 'Marubeni -studio': 'Lodoss-tou Senki-title', 'Kadokawa Contents Gate -studio': 'Toaru Majutsu no Index-title', 'Shochiku Music Publishing -studio': '91 Days-title', 'Wolf Smoke Studio -studio': 'Eden (ONA)-title', 'TMS Entertainment -studio': 'Yowamushi Pedal: Special Ride-title', 'Magic Lantern Film -studio': 'Asobo Toy-chan-title', 'Raku High Student Council -studio': \"Asura Cryin'-title\", 'Showgate -studio': 'Chain Chronicle: Haecceitas no Hikari Part 1-title', 'Sound Team Don Juan -studio': 'Chain Chronicle: Haecceitas no Hikari-title', 'Bones -studio': 'Star Driver the Movie-title', 'MAGES. -studio': 'Plastic Memories-title', 'Tokyopop -studio': 'Great Teacher Onizuka-title', 'Studio Curtain -studio': 'Dragon Slayer Eiyuu Densetsu: Ouji no Tabidachi-title', 'Toei Animation -studio': 'Dragon Ball Z-title', 'Ima Group -studio': 'The Reflection-title', 'Daume -studio': 'Shiki-title', 'Crown Records -studio': '365-nichi no Love Song-title', 'Yaoqi -studio': 'Chu Feng: B.E.E-title', 'CloverWorks -studio': 'Yakusoku no Neverland-title', 'Studio Lings -studio': 'Tachibanakan Triangle-title', 'Duckbill Entertainment -studio': 'Minami Kamakura Koukou Joshi Jitenshabu: Kita yo, Taiwan!-title', 'Nippon Shuppan Hanbai (Nippan) K.K. -studio': 'Tsubasa Chronicle: Tori Kago no Kuni no Himegimi-title', 'JP Room -studio': 'Tesagure! Bukatsumono-title', 'Contents Seed -studio': 'Blend S-title', 'Trinet Entertainment -studio': 'Lamune-title', 'Media Rings -studio': 'Musekinin Kanchou Tylor-title', 'monofilmo -studio': 'Wei, Kanjian Erduo La!-title', 'Nintendo -studio': 'Pokemon Diamond & Pearl-title', 'TOHO animation -studio': 'Boku no Hero Academia-title', 'Zero-G -studio': 'Grand Blue-title', 'NTT Docomo -studio': 'Another-title', 'JTB Entertainment -studio': 'Masamune Datenicle-title', 'Fukuoka Broadcasting System -studio': 'Dragon Quest: Your Story-title', 'Studio Hokiboshi -studio': 'Overflow-title', 'Iwatobi High School Swimming Club -studio': 'Free!-title', 'Opera House -studio': 'Beelzebub Specials-title', 'Studio Chizu -studio': 'Ookami Kodomo no Ame to Yuki-title', 'A-1 Pictures -studio': 'Saenai Heroine no Sodatekata ♭: Koi to Junjou no Service-kai-title', 'Animation Do -studio': 'Clannad-title', 'bilibili -studio': 'Enen no Shouboutai-title', 'flying DOG -studio': 'Tsuki ga Kirei: Michinori-title', 'ING -studio': 'Megami Kouhosei-title', 'l-a-unch・BOX -studio': 'Gibiate-title', 'Sony Creative Products -studio': 'Uchi Tama?! Uchi no Tama Shirimasen ka?-title', 'Slow Curve -studio': 'Revisions-title', 'Earth Star Entertainment -studio': 'Seiken no Blacksmith-title', 'Yomiuri Shimbun -studio': 'Kaze ga Tsuyoku Fuiteiru-title', 'Tokyo Movie Shinsha -studio': 'Mighty Orbots-title', 'Ark -studio': 'Joshiochi!: 2-kai kara Onnanoko ga... Futtekita!?-title', 'Dynamic Planning -studio': 'Devilman: Crybaby-title', 'Hawkeye -studio': 'Shoujo-tachi wa Kouya wo Mezasu-title', 'Kadokawa -studio': 'Overlord-title', 'Geneon Entertainment USA -studio': 'Fate/stay night-title', 'Sakura Production -studio': 'Chibi Maruko-chan (1995)-title', 'Aniplex of America -studio': 'Kill la Kill Specials-title', 'Studio Sign -studio': 'Hoshi no Kirby-title', 'Japan Sleeve -studio': 'Qualidea Code-title', 'F.M.F -studio': 'Anitore! EX-title', 'Sol Blade -studio': 'Itsudatte My Santa!-title', 'Youmex -studio': 'Blue Gender-title', 'Ishikawa Pro -studio': 'Mahou no Chocolate-title', 'Issen -studio': 'BanG Dream!-title', 'Echoes -studio': 'Dragon Ball Super Movie: Broly-title', 'Bandai Namco Games -studio': 'Sword Art Online-title', 'Dai-Ichi Douga -studio': 'Youkai Ningen Bem-title', 'Benesse Corporation -studio': 'Shimajirou to Kujira no Uta-title', 'Lawson Entertainment -studio': 'Kimi to, Nami ni Noretara-title', 'Fanworks -studio': 'Aggressive Retsuko (ONA)-title', 'Tokyo Movie -studio': 'Kaibutsu-kun-title', 'Pazzy Entertainment -studio': 'Chain Chronicle: Haecceitas no Hikari Part 2-title', 'Silver -studio': 'Bokutachi wa Benkyou ga Dekinai-title', 'Marui Group -studio': 'Tsurezure Children-title', 'MAPPA -studio': 'Dororo-title', 'Lilix -studio': 'Holy Knight-title', 'WOWOW -studio': 'Ergo Proxy-title', 'DMM.com -studio': 'Netsuzou TRap-title', 'Digital Network Animation -studio': 'Kimi wa Kanata-title', 'AIC Classic -studio': 'Kotoura-san-title', 'SOEISHINSHA -studio': 'Kyuuketsuhime Miyu-title', 'Seta Corporation -studio': 'Gdleen-title', 'Studio Nue -studio': 'Macross Plus-title', 'Imagin -studio': 'Ookami to Koushinryou-title', 'Panmedia -studio': 'Oz no Mahoutsukai (1986)-title', 'Tsuburaya Productions -studio': 'Ultraman-title', 'Tele-Cartoon Japan -studio': 'Ninpuu Kamui Gaiden-title', 'Bit grooove promotion -studio': 'Kimi to Boku no Saigo no Senjou, Aruiwa Sekai ga Hajimaru Seisen-title', 'AZ Creative -studio': 'Tsukipro The Animation-title', 'arma bianca -studio': 'Hachi-nan tte, Sore wa Nai deshou!-title', 'Colored-Pencil Animation Design -studio': 'Quanzhi Gaoshou Specials-title', 'Sogo Vision -studio': 'Shinrei Tantei Yakumo-title', 'Miramax Films -studio': 'Pokemon Movie 04: Celebi Toki wo Koeta Deai-title', 'NOTTV -studio': 'One Piece: Glorious Island-title', 'Creative Bridge -studio': 'Ogami Matsugorou-title', 'Azumaker -studio': 'Mayoiga-title', 'Tokyo Theatres -studio': 'Shikioriori-title', 'Aniplex -studio': 'Naruto-title', 'Anchor Bay Films -studio': 'Redline-title', 'Shounen Gahousha -studio': 'Drifters-title', 'Flat Studio -studio': 'Cosmos Trailer-title', 'Pine Jam -studio': 'Gleipnir-title', 'PansonWorks -studio': 'Robin-kun to 100 nin no Otomodachi-title', 'Y.O.U.C -studio': 'Master of Torque-title', 'Media Blasters -studio': 'Bakuman.-title', 'ADV Films -studio': 'Byousoku 5 Centimeter-title', 'Kadokawa Media (Taiwan) -studio': 'Bubuki Buranki: Hoshi no Kyojin-title', 'Shanghai Jump Network Technology -studio': 'Glamorous Heroes-title', 'Manglobe -studio': 'Deadman Wonderland-title', 'SME Records -studio': 'Newsong-title', 'LINE Corporation -studio': 'Uchiage Hanabi, Shita kara Miru ka? Yoko kara Miru ka?-title', 'Sakura Create -studio': 'Ao no Exorcist-title', 'Free-Will -studio': 'Grappler Baki (TV)-title', 'DMM.futureworks -studio': 'Nora to Oujo to Noraneko Heart-title', 'Tokuma Japan -studio': 'Nijiiro Days-title', 'Pb Animation Co. Ltd. -studio': 'Wo de Ni Tian Shen Qi-title', 'Jay Zone Comic -studio': 'Mi Yu Xing Zhe-title', 'Media Do -studio': 'Guskou Budori no Denki (2012)-title', 'NewGin -studio': 'Sora yori mo Tooi Basho-title', 'WAO World -studio': 'Speed Grapher-title', 'Romanov Films -studio': 'Urda-title', 'Zexcs -studio': 'Sukitte Ii na yo.-title', 'Haoliners Animation League -studio': 'Hitori no Shita: The Outcast-title', 'Apollon -studio': 'Fushigi Yuugi-title', 'Sanyo Bussan -studio': 'Brave Witches-title', 'Studio Egg -studio': 'Samurai Gun-title', 'Geneon Universal Entertainment -studio': 'Kamen no Maid Guy: Ano Natsu, Ichiban Yutaka na Chichi.-title', 'Yellow Film -studio': 'Cheonnyeon-yeowoo Yeowoobi-title', 'Project Team Eikyuu Kikan -studio': 'Kindan no Mokushiroku: Crystal Triangle-title', 'A-Sketch -studio': 'Koi to Uso-title', 'Enjin Productions -studio': 'Jigueseo Chikyuu no Sora no Shita de-title', 'Happinet -studio': 'Manaria Friends-title', 'Creators Dot Com -studio': 'Pugyuru-title', 'Lesprit -studio': 'Ueno-san wa Bukiyou-title', 'Planet -studio': 'Narutaru: Mukuro Naru Hoshi Tama Taru Ko-title', 'Toyo Recording -studio': 'Keishichou Tokumubu Tokushu Kyouakuhan Taisakushitsu Dainanaka: Tokunana-title', 'Nippon Animation -studio': 'Alps no Shoujo Heidi: Alm no Yama-hen-title', 'BS Japan -studio': 'Hundred-title', 'Stingray -studio': 'Aru Zombie Shoujo no Sainan (ONA)-title', 'Epicross -studio': 'Wake Up, Girls! Shin Shou-title', 'Primastea -studio': 'Kuttsukiboshi-title', 'Comic Umenohone -studio': 'Denki-gai no Honya-san-title', 'Baramiri -studio': 'Turning Girls-title', 'Seven Arcs -studio': 'Sekirei-title', 'Happinet Pictures -studio': 'Baccano!-title', 'Delfi Sound -studio': 'Yahari Ore no Seishun Love Comedy wa Machigatteiru.-title', 'Egg Firm -studio': 'Sword Art Online: Alicization-title', 'Shanghai Motion Magic -studio': 'Doupo Cangqiong 2nd Season-title', 'Jumondo -studio': 'Ore no Imouto ga Konnani Kawaii Wake ga Nai-title', 'Eye Move -studio': 'Minami-ke-title', 'Nippon Ichi Software -studio': 'Makai Senki Disgaea-title', 'Tsukuru no Mori -studio': 'Busou Shoujo Machiavellianism-title', 'Eiken -studio': 'Glass no Kamen-title', 'B.CMAY PICTURES -studio': 'Mo Dao Zu Shi-title', 'Sony Pictures Entertainment -studio': 'Paprika-title', 'Plum -studio': 'Gravitation: Lyrics of Love-title', 'AKABEiSOFT2 -studio': 'Youkoso Jitsuryoku Shijou Shugi no Kyoushitsu e (TV)-title', 'Toranoana -studio': 'D-Frag!-title', 'Trans Arts -studio': 'Tennis no Ouji-sama-title', 'AMG MUSIC -studio': 'Chrome Shelled Regios-title', 'project lights -studio': 'Ozmafia!!-title', 'Academy Productions -studio': 'Uchuu Senkan Yamato-title', 'Echo -studio': 'Gun Frontier-title', 'BeSTACK -studio': 'Isekai no Seikishi Monogatari-title', 'Toshiba EMI -studio': 'Saishuu Heiki Kanojo-title', 'CyberConnect2 -studio': '.hack//Sign-title', 'Links -studio': 'Kaijuu Girls: Ultra Kaijuu Gijinka Keikaku-title', 'DMM pictures -studio': 'Inuyashiki-title', 'NichiNare -studio': 'Watashi ga Motenai no wa Dou Kangaetemo Omaera ga Warui!-title', 'AIC Frontier -studio': 'Maji de Otaku na English! Ribbon-chan: Eigo de Tatakau Mahou Shoujo - The TV-title', 'GDH -studio': 'Rosario to Vampire-title', 'ENGI -studio': 'Hataage! Kemono Michi-title', 'Studio Hakk -studio': 'Majuu Senshi Luna Varga-title', 'Creators in Pack -studio': 'Osake wa Fuufu ni Natte kara-title', 'TRUSS -studio': 'Miru Tights-title', 'pH Studio -studio': 'Africa no Salaryman (TV)-title', 'Studio Deen -studio': 'Higurashi no Naku Koro ni-title', 'Just Production -studio': 'Kemono Friends-title', 'Dentsu -studio': 'Koukaku Kidoutai: Stand Alone Complex - Tachikoma na Hibi-title', 'Cospa -studio': 'Saenai Heroine no Sodatekata-title', 'Aquamarine -studio': 'Ryuuou no Oshigoto!-title', 'Sunny Side Up -studio': 'Trigun: Badlands Rumble-title', 'Studio 3Hz -studio': 'Sword Art Online Alternative: Gun Gale Online-title', 'Jumonji -studio': \"Kagerou Daze: In a Day's-title\", 'TV Tokyo -studio': 'Naruto: Shippuuden-title', 'Shanghai Foch Film Culture Investment -studio': 'Quanzhi Fashi II-title', 'Indeprox -studio': 'Yurumates-title', 'PoPoCo -studio': 'Ikemen Kyuugo-tai Nurse Angels-title', 'Gathering -studio': '30-sai no Hoken Taiiku-title', 'NYAV Post -studio': 'Kenpuu Denki Berserk-title', 'Shout! Factory -studio': 'Sayonara no Asa ni Yakusoku no Hana wo Kazarou-title', 'EMI -studio': 'Interstella5555: The 5tory of The 5ecret 5tar 5ystem-title', 'Idea Factory -studio': 'Diabolik Lovers-title', 'Tochigi TV -studio': 'B-Project: Zecchou*Emotion-title', 'TV Setouchi -studio': 'Hana no Mahoutsukai Mary Bell-title', 'ACC Production -studio': 'Gun-dou Musashi-title', 'Albacrow -studio': 'Breakers-title', 'ABC Animation -studio': 'Violet Evergarden-title', 'Bandai Namco Live Creative -studio': 'Bungou Stray Dogs 2nd Season-title', 'Ordet -studio': 'Black★Rock Shooter (TV)-title', 'Imagica -studio': 'Azumanga Daioh-title', 'Anime Beans -studio': 'Caramel Honey-title', 'Shochiku -studio': 'Milky Passion: Dougenzaka - Ai no Shiro-title', 'Po10tial -studio': 'Lupin the Third: Mine Fujiko to Iu Onna-title', 'GARDEN LODGE -studio': 'Velvet Underworld: Fragment Person-title', 'Nippon Columbia -studio': 'Shinmai Maou no Testament-title', 'Polygon Pictures -studio': 'Ajin-title', 'Square Enix Visual Works -studio': 'Project Tokyo Dolls: Episode 0-title', 'Rondo Robe -studio': 'Nagi no Asu kara-title', 'KeyEast -studio': 'Fuyu no Sonata Episode 0-title', 'SKY PerfecTV! -studio': 'Gurazeni-title', 'Tokai Television -studio': 'Kuruneko-title', 'Misseri Studio -studio': 'Pozzie-title', 'Walt Disney Japan -studio': 'Han Solo/Star Wars Story-title', 'Panda Factory -studio': 'Fujoshi no Hinkaku-title', 'Discovery -studio': 'Triangle Heart: Sweet Songs Forever-title', 'PRA -studio': 'Mayo Chiki!-title', 'Chiptune -studio': 'T7S Longing for Summer Again and Again: Harukaze-title', 'Studio NOIX -studio': 'Piace: Watashi no Italian-title', 'Studio Pierrot -studio': 'Tamala 2010: A Punk Cat in Space OVA-title', 'East Japan Marketing & Communications -studio': 'Kaguya-sama wa Kokurasetai: Tensai-tachi no Renai Zunousen-title', 'Studio Coa -studio': 'Kyuukyoku Choujin R-title', 'Straight Edge -studio': 'Sword Art Online: Alicization - War of Underworld-title', 'Greenwood -studio': 'Dies Irae: Reimei-title', 'Shizuoka Asahi Television -studio': 'BAR Kiraware Yasai-title', 'Studio Pastoral -studio': 'Soredemo Machi wa Mawatteiru-title', '1st PLACE -studio': 'Mekakucity Actors-title', 'Sola Entertainment -studio': 'Kami no Tou-title', 'Dai Nippon Printing -studio': 'Oushitsu Kyoushi Heine-title', 'BS Fuji -studio': 'Mob Psycho 100 II-title', 'Evil Line Records -studio': 'Dragon Ball Z Movie 15: Fukkatsu no \"F\"-title', 'ONEMUSIC -studio': 'Miira no Kaikata-title', 'AG-ONE -studio': 'B-gata H-kei-title', 'Ginga Ya -studio': 'Shinigami no Ballad.-title', 'Studio Flad -studio': 'Dame x Prince Anime Caravan-title', 'Souten no Ken -studio': 'Souten no Ken: Regenesis-title', 'Sola Digital Arts -studio': 'Koukaku Kidoutai: SAC_2045-title', 'Yaoyorozu -studio': 'Kemurikusa (TV)-title', 'Lucent Pictures Entertainment -studio': 'Berserk 2nd Season-title', 'Larx Entertainment -studio': 'Kengan Ashura-title', 'comico -studio': 'ReLIFE-title', 'Satelight -studio': 'Log Horizon-title', 'Sanctuary -studio': 'Byston Well Monogatari: Garzey no Tsubasa-title', 'Fuji Creative -studio': 'Bartender-title', 'Trans Cosmos -studio': 'Sarusuberi: Miss Hokusai-title', 'Quatre Stella -studio': 'Nyanko Days-title', 'Aeon Entertainment -studio': 'Yama no Susume: Third Season-title', 'Ezόla -studio': 'Happy Sugar Life-title', 'Chukyo TV Broadcasting -studio': 'Shikizakura-title', 'Fujio Production -studio': 'Osomatsu-san-title', 'Group TAC -studio': 'Bonobono-title', 'Kachidoki Studio -studio': 'Litchi DE Hikari Club-title', 'Azeta Pictures -studio': 'Uchuu Koukyoushi Maetel: Ginga Tetsudou 999 Gaiden-title', 'Amuse -studio': 'Elf wo Karu Mono-tachi-title', 'DreamWorks -studio': 'Sennen Joyuu-title', 'Nichion -studio': 'Lovely★Complex-title', 'AnimEigo -studio': 'Urusei Yatsura-title', 'Kyotoma -studio': 'Bishoujo Yuugi Unit Crane Game Girls-title', 'Palm Studio -studio': 'Genshiken-title', 'Tokyo Animator Gakuin -studio': 'Honzuki no Gekokujou: Shisho ni Naru Tame ni wa Shudan wo Erandeiraremasen 2nd Season-title', 'Tokyo MX -studio': 'Dai-chan, Daisuki.-title', 'Future Planet -studio': 'Omoikkiri Kagaku Adventure Sou Nanda!-title', 'Manga Entertainment -studio': 'Koukaku Kidoutai-title', 'Studio Mir -studio': 'Da Yu Hai Tang (Movie)-title', 'Lide -studio': 'Virtual-san wa Miteiru-title', 'Nihon Falcom -studio': 'Eiyuu Densetsu: Sora no Kiseki The Animation-title', 'Trilogy Future Studio -studio': 'Koukaku Kidoutai: Stand Alone Complex-title', 'Notes -studio': 'Fate/Zero-title', 'Emon -studio': 'Gin no Guardian-title', 'BS-i -studio': 'Venus Versus Virus-title', 'Tengu Kobo -studio': 'Nazotokine-title', 'Bungeishunjuu -studio': 'Kuuchuu Buranko-title', 'Studio Live -studio': 'Love♥Love?-title', 'Tokuma Japan Communications -studio': 'Ushio to Tora (TV) 2nd Season-title', 'DJI -studio': 'RoboMasters the Animated Series-title', 'Silver Link. -studio': 'Kokoro Connect-title', 'Jade Animation -studio': 'Shin Chou Kyou Ryo: Condor Hero-title', 'Flatiron Film Company -studio': 'Digimon Adventure-title', 'M.S.C -studio': 'Code:Realize - Sousei no Himegimi-title', 'Idol -studio': 'Megazone 23-title', 'Animatic -studio': 'Ao Haru Ride-title', 'Sanrio -studio': 'Show By Rock!!-title', 'Digital Media Lab -studio': 'Uchuu Kyoudai: Itten no Hikari-title', 'Shinano Kikaku -studio': 'Kakumei no Wakaki Sora-title', 'Ishimori Pro -studio': '009 Re:Cyborg-title', 'Exit Tunes -studio': 'Isekai wa Smartphone to Tomo ni.-title', 'Nozomi Entertainment -studio': 'Maria-sama ga Miteru: Haru Specials-title', 'Sentai Filmworks -studio': 'No Game No Life-title', 'Studio Matrix -studio': 'Green Green-title', 'Good Smile Film -studio': 'No Guns Life-title', 'TO Books -studio': 'Honzuki no Gekokujou: Shisho ni Naru Tame ni wa Shudan wo Erandeiraremasen-title', 'Arquebuse -studio': 'Bakemono no Ko-title', 'Frontier Works -studio': 'Hetalia: The Beautiful World Specials-title', 'Lerche -studio': 'Ansatsu Kyoushitsu 2nd Season-title', 'AIC Build -studio': 'Boku wa Tomodachi ga Sukunai-title', 'Artland -studio': 'Katekyo Hitman Reborn!-title', 'Ankama -studio': 'Koutetsu no Vendetta Episode 0-title', 'Cloud22 -studio': 'Bloodivores-title', 'Walkers Company -studio': 'Hoshi Neko Fullhouse-title', 'Studio Gokumi -studio': 'Oda Nobuna no Yabou-title', 'White Fox -studio': 'Akame ga Kill!-title', 'Infinite -studio': 'Shirobako-title', 'Aoni Entertainment -studio': 'Ikoku Meiro no Croisée The Animation-title', 'Sav! The World Productions -studio': 'Oban Star-Racers-title', 'Micro Magazine Publishing -studio': 'Tensei shitara Slime Datta Ken-title', 'TBS -studio': 'Clannad: After Story-title', 'Warner Bros. Japan -studio': 'Prison School-title', 'Magnet -studio': 'Psycho-Pass 3-title', 'Broccoli -studio': 'Kamigami no Asobi-title', 'Square Enix -studio': 'Fullmetal Alchemist-title', 'NHK -studio': 'Domo TV-title', 'OLM -studio': 'Pokemon: Pikachu no Wanpaku Island-title', 'Studio Colorido -studio': 'Nakitai Watashi wa Neko wo Kaburu-title', 'Actas -studio': 'Girls & Panzer-title', 'A-Line -studio': 'Scrapped Princess-title', 'Dokidoki Factory -studio': 'Chokkan × Algorhythm♪ 2nd Season-title', 'domerica -studio': 'Flying Witch Petit-title', 'Lawson HMV Entertainment -studio': 'Kokoro ga Sakebitagatterunda.-title', 'BEAM Entertainment -studio': 'Princess Rouge-title', 'famima.com -studio': 'Ninja Slayer From Animation-title', 'Studio Signal -studio': 'Kekkou Kamen-title', 'Super Techno Arts -studio': 'JoJo no Kimyou na Bouken-title', 'Studio MWP -studio': 'Sojunghan Nal-ui Kkum-title', 'Enterbrain -studio': 'Baka to Test to Shoukanjuu Ni!-title', 'Penta Show Studios -studio': 'Lu Shidai-title', 'Omnibus Japan -studio': 'Sayonara Zetsubou Sensei-title', 'Beat Frog -studio': 'Mushi-Uta-title', 'Bandai Namco Entertainment -studio': 'Gakusen Toshi Asterisk-title', 'dugout -studio': 'Zombieland Saga-title', 'Bandai Spirits -studio': 'BNA-title', 'Zero-G Room -studio': 'Soukihei MD Geist-title', 'Yahoo! Japan -studio': 'Zetsuen no Tempest-title', 'Lay-duce -studio': 'Magi: Sinbad no Bouken (TV)-title', \"I'm Enterprise -studio\": 'Yume ga Sameru made-title', 'Filmlink International -studio': 'Golgo 13-title', 'Tomovies -studio': 'Kagewani-title', 'Imagineer -studio': 'Ani ni Tsukeru Kusuri wa Nai!-title', 'Thundray -studio': 'Nu Wushen de Canzhuo-title', 'GEEK TOYS -studio': 'Plunderer-title', 'MMDGP -studio': 'Neko no Robu-title', 'Shaft -studio': 'Mahoromatic End Year Special-title', 'Nippon Television Network -studio': 'Mahou no Princess Minky Momo: Yume wo Dakishimete Specials-title', 'Onionskin -studio': 'Lilac (Bombs Jun Togawa)-title', 'G&G Entertainment -studio': 'Kaleido Star-title', 'COLOPL -studio': 'Shironeko Project: Zero Chronicle-title', 'T.P.O -studio': 'Shinshaku Sengoku Eiyuu Densetsu: Sanada Juu Yuushi The Animation-title', 'Sotsu Music Publishing -studio': 'Rosario to Vampire Capu2-title', 'Aoni Production -studio': 'Kyousou Giga (TV)-title', 'Bandai Visual -studio': 'Cowboy Bebop-title', 'Furyu -studio': 'Dungeon ni Deai wo Motomeru no wa Machigatteiru Darou ka II-title', 'Sunwoo Entertainment -studio': 'Card Wang: Mix Master-title', 'Sony Music Communications -studio': 'IS: Infinite Stratos-title', 'JTB Next Creation -studio': 'Kemono Jihen-title', 'Tencent Animation & Comics -studio': 'Reikenzan: Hoshikuzu-tachi no Utage-title', 'Welz Animation Studios -studio': 'Appleseed XIII-title', 'Mobcast -studio': 'Amagi Brilliant Park-title', 'YTV -studio': 'InuYasha (TV): Kanketsu-hen-title', 'Sonilude -studio': 'Persona 5 the Animation-title', 'Top Marshal -studio': 'Centaur no Nayami-title', 'Tokyu Recreation -studio': 'Nasu: Andalusia no Natsu-title', 'animate Film -studio': 'Vampire Hunter D (2000)-title', '3xCube -studio': 'Jitsu wa Watashi wa-title', 'Dongyang Animation -studio': 'Kyattou Ninden Teyandee-title', '10Gauge -studio': 'Fw:Hamatora-title', 'Yomiuri TV Enterprise -studio': 'Fukigen na Mononokean-title', 'Bakken Record -studio': 'Pandora to Akubi-title', 'Film Workshop -studio': 'Xiao Qian-title', 'BIGFACE -studio': 'Youkai Watch Movie 1: Tanjou no Himitsu da Nyan!-title', 'Amino -studio': 'Daisuki! BuBu ChaCha-title', 'ensky -studio': 'Utawarerumono: Itsuwari no Kamen-title', 'Harappa -studio': 'Urawa no Usagi-chan-title', 'Shochiku Animation Institute -studio': 'Kumo to Tulip-title', 'TSUTAYA -studio': 'Yama no Susume: Second Season-title', 'Studio WHO -studio': 'Satsujin Kippu wa Heart-iro-title', 'Chukong Technologies -studio': 'Qin Shi Ming Yue Tebie Pian: Di Zi Jiang Xi-title', 'Alchemist -studio': 'Baldr Force Exe Resolution-title', 'Japan Vistec -studio': 'Gilgamesh-title', 'Bulls Eye -studio': 'Campione!: Matsurowanu Kamigami to Kamigoroshi no Maou-title', 'LIDENFILMS -studio': 'Rokudenashi Majutsu Koushi to Akashic Records-title', 'Ponycan USA -studio': 'Hibike! Euphonium-title', 'BMG Japan -studio': 'xxxHOLiC-title', 'Samsung -studio': 'Alexander Senki Movie-title', 'Yuhodo -studio': 'Luck & Logic-title', 'Dentsu Razorfish -studio': 'Houkago no Pleiades (TV)-title', 'TV Saitama -studio': 'Masou Gakuen HxH-title', 'Toshiba Digital Frontiers -studio': 'I My Me! Strawberry Eggs-title', 'ILCA -studio': 'Love Live! The School Idol Movie-title', 'Lantis -studio': 'Princess Principal-title', 'iQIYI -studio': 'Yaoguai Mingdan-title', 'Anima&Co. -studio': 'Id:Invaded-title', 'Shufunotomo -studio': 'Isekai Cheat Magician-title', 'APPP -studio': 'Golden Boy-title', 'Magic Capsule -studio': 'Tokyo Autumn Session-title', 'NADA Holdings -studio': 'Wakaokami wa Shougakusei! Movie-title', 'Fenz -studio': 'Fei Ren Zai-title', 'Drecom -studio': 'Slow Start-title', 'Yomiko Advertising -studio': 'JoJo no Kimyou na Bouken Part 3: Stardust Crusaders-title', 'Studio World -studio': 'Kikou Souseiki Mospeada-title', 'Bandai Namco Online -studio': 'Obsolete-title', 'dwarf -studio': 'Rilakkuma to Kaoru-san-title', 'Studio PuYUKAI -studio': 'Isekai Quartet-title', 'Bushiroad Music -studio': 'Neppuu Kairiku Bushi Road-title', 'Japan Home Video -studio': 'Youjuu Toshi-title', 'indigo line -studio': 'Yurumates wa?-title', 'Bee Train -studio': 'Phantom: Requiem for the Phantom-title', 'Bouncy -studio': 'Boku no Imouto wa \"Osaka Okan\"-title', 'Studio M2 -studio': 'Pluto-title', 'Toho -studio': 'Akira-title', 'Yomiuri Advertising -studio': 'Nazo no Kanojo X-title', 'NIS America, Inc. -studio': 'Tonari no Kaibutsu-kun-title', 'Giga Production -studio': 'Strike Witches: 501 Butai Hasshin Shimasu! Movie-title', 'BS NTV -studio': 'Kyokou Suiri-title', 'Alchemy Bros. -studio': 'Wei, Kanjian Erduo La! 2-title', 'CBS -studio': 'Gall Force 3: Stardust War-title', 'Pied Piper -studio': 'Skip Beat!-title', 'Strawberry Meets Pictures -studio': 'gdgd Fairies-title', 'Soft Garage -studio': 'Mitsu x Mitsu Drops-title', 'eBooK Initiative Japan -studio': 'Bakuon!!-title', 'Mili Pictures -studio': 'Long Zhi Gu: Poxiao Qibing-title', 'Shigatsu wa Kimi no Uso-title': 'Fuji TV -studio', 'Nana Moon-title': 'Alpha Animation -studio', 'Maji de Otaku na English! Ribbon-chan: Eigo de Tatakau Mahou Shoujo-title': 'AIR AGENCY -studio', 'Makai Senki Disgaea-title': 'Nippon Ichi Software -studio', 'Mob Psycho 100-title': 'Shogakukan -studio', 'Detroit Metal City-title': 'Studio 4°C -studio', 'Isekai Cheat Magician-title': 'Shufunotomo -studio', 'Kuttsukiboshi-title': 'Primastea -studio', 'Magi: The Labyrinth of Magic-title': 'GYAO! -studio', 'Tenshi no Drop-title': 'G-mode -studio', 'Shimajirou to Kujira no Uta-title': 'Benesse Corporation -studio', 'T7S Longing for Summer Again and Again: Harukaze-title': 'Chiptune -studio', 'Neko no Robu-title': 'MMDGP -studio', 'Kengan Ashura-title': 'Larx Entertainment -studio', 'Fruits Basket 1st Season-title': 'TV Osaka -studio', 'Bubuki Buranki-title': 'Tose -studio', 'Hakumei no Tsubasa-title': 'FILMONY -studio', 'Interstella5555: The 5tory of The 5ecret 5tar 5ystem-title': 'EMI -studio', 'Persona 5 the Animation-title': 'Sonilude -studio', 'Byston Well Monogatari: Garzey no Tsubasa-title': 'Sanctuary -studio', 'Isekai Quartet-title': 'Studio PuYUKAI -studio', 'Tsurezure Children-title': 'Marui Group -studio', \"B'T X-title\": 'Anime Midstream -studio', 'Netoge no Yome wa Onnanoko ja Nai to Omotta?-title': 'Barnum Studio -studio', 'Eizouken ni wa Te wo Dasu na!-title': 'Warner Music Japan -studio', 'Tamala 2010: A Punk Cat in Space OVA-title': 'Studio Pierrot -studio', 'Senki Zesshou Symphogear-title': 'Encourage Films -studio', \"Asura Cryin'-title\": 'Raku High Student Council -studio', 'Kujakuou-title': 'Shueisha -studio', 'Daitoshokan no Hitsujikai-title': 'Felix Film -studio', 'Sennen Joyuu-title': 'DreamWorks -studio', 'Okusama ga Seitokaichou!-title': 'Studio CHANT -studio', 'Ano Hi no Kokoro wo Toraete-title': 'Sunrise Music Publishing -studio', 'Ueno-san wa Bukiyou-title': 'Lesprit -studio', 'Slayers Next-title': 'Enoki Films -studio', 'IRoid: Koi no Yuukou Frontier-title': 'Quick Corporation -studio', 'Shonan Junai Gumi!-title': 'Life Work -studio', 'Zuruggu to Mimikkyu-title': 'Creatures Inc. -studio', 'Utawarerumono: Itsuwari no Kamen-title': 'ensky -studio', 'Chu Feng: B.E.E-title': 'Yaoqi -studio', 'Hellsing Ultimate-title': 'Graphinica -studio', 'Black★Rock Shooter (TV)-title': 'Ordet -studio', 'Freezing-title': 'A.C.G.T. -studio', 'Chiruran: Nibun no Ichi-title': 'Coamix -studio', 'Boku, Otaryman.-title': 'Liverpool -studio', 'High School DxD New-title': 'Fujimi Shobo -studio', 'Shuumatsu Nani Shitemasu ka? Isogashii Desu ka? Sukutte Moratte Ii Desu ka?-title': 'Production Ace -studio', 'School Rumble-title': 'Studio Comet -studio', 'Shingeki no Kyojin-title': 'Wit Studio -studio', 'Fate/kaleid liner Prisma☆Illya 3rei!!-title': 'Plus One -studio', 'Ao no Strada-title': 'Panasonic Digital Contents -studio', 'Magi: Sinbad no Bouken (TV)-title': 'Lay-duce -studio', 'Alps no Shoujo Heidi Pilot-title': 'TCJ -studio', 'Black Bullet-title': 'Orange -studio', 'One Punch Man-title': 'Banpresto -studio', 'Chrome Shelled Regios-title': 'AMG MUSIC -studio', 'Brave Witches-title': 'Sanyo Bussan -studio', 'Kishin Houkou Demonbane-title': 'Digiturbo -studio', 'Umezu Kazuo no Noroi-title': 'Takahashi Studio -studio', 'Death Note-title': 'Madhouse -studio', 'Koi to Uso-title': 'A-Sketch -studio', 'Zombie-Loan Specials-title': 'Discotek Media -studio', 'JK Meshi!-title': 'Office Nobu -studio', 'Uchi no Ko no Tame naraba, Ore wa Moshikashitara Maou mo Taoseru kamo Shirenai.-title': 'Maho Film -studio', 'Strike Witches: 501 Butai Hasshin Shimasu!-title': 'Acca effe -studio', 'Prison School-title': 'Warner Bros. Japan -studio', 'Kagewani-title': 'Tomovies -studio', 'Lamune-title': 'Trinet Entertainment -studio', 'Mai-HiME-title': 'Studio Zain -studio', 'Boku no Hero Academia 2nd Season-title': 'Yomiuri Telecasting -studio', 'Saishuu Heiki Kanojo-title': 'Toshiba EMI -studio', 'Zhen Hun Jie-title': 'L²Studio -studio', 'Kuuchuu Buranko-title': 'Bungeishunjuu -studio', 'Uzumaki-title': 'Drive -studio', 'Yu☆Gi☆Oh! Duel Monsters-title': 'Gallop -studio', 'BAR Kiraware Yasai-title': 'Shizuoka Asahi Television -studio', 'Domestic na Kanojo-title': 'Bit Promotion -studio', 'Kill la Kill-title': 'Trigger -studio', 'BanG Dream!-title': 'Issen -studio', 'Peter Grill to Kenja no Jikan-title': 'Wolfsbane -studio', 'Seizei Ganbare! Mahou Shoujo Kurumi-title': 'Pie in the sky -studio', 'Uchuu Kyoudai: Itten no Hikari-title': 'Digital Media Lab -studio', 'ID-0-title': 'World Cosplay Summit -studio', \"Akiba's Trip The Animation-title\": 'Exa International -studio', 'Dimension High School-title': 'Polygon Magic -studio', 'Sankarea-title': 'BS-TBS -studio', 'Di Wang Gong Lue-title': 'Seven Stone Entertainment -studio', 'Rudolf to Ippaiattena-title': 'Sprite Animation Studios -studio', 'Herlock Saga: Nibelung no Yubiwa-title': 'Studio Z5 -studio', 'Obsolete-title': 'Bandai Namco Online -studio', 'Project Tokyo Dolls: Episode 0-title': 'Square Enix Visual Works -studio', 'Bakemono no Ko-title': 'Arquebuse -studio', 'Pozzie-title': 'Misseri Studio -studio', 'Tate no Yuusha no Nariagari-title': 'Glovision -studio', 'Watashi ga Motenai no wa Dou Kangaetemo Omaera ga Warui!-title': 'NichiNare -studio', 'Card Wang: Mix Master-title': 'Sunwoo Entertainment -studio', \"Gintama': Enchousen-title\": 'Miracle Bus -studio', 'Pig: Oka no Ue no Dam Keeper-title': 'Tonko House -studio', 'Corrector Yui-title': 'Studio Tron -studio', 'Kimi no Iru Machi-title': 'ZERO-A -studio', 'BlazBlue: Alter Memory-title': 'teamKG -studio', 'Yu☆Gi☆Oh! Zexal-title': 'Digital Works -studio', '47 Todoufuken-title': 'Pollyanna Graphics -studio', 'Kawaikereba Hentai demo Suki ni Natte Kuremasu ka?-title': 'INCS toenter -studio', 'Ginga no Uo Ursa Minor Blue-title': 'Ai ga areba Daijobu -studio', 'Musekinin Kanchou Tylor-title': 'Media Rings -studio', 'No Guns Life-title': 'Good Smile Film -studio', 'Tenki no Ko CMs-title': 'Enishiya -studio', 'Ansatsu Kyoushitsu-title': 'Studio Hibari -studio', 'Douluo Dalu-title': 'Sparkly Key Animation Studio -studio', 'Tonari no Kaibutsu-kun-title': 'NIS America, Inc. -studio', 'Triangle Heart: Sweet Songs Forever-title': 'Discovery -studio', 'Youjuu Toshi-title': 'Japan Home Video -studio', 'Yuri Kuma Arashi-title': 'Gentosha Comics -studio', 'Promare-title': 'VV-ALKLINE -studio', 'Ao Haru Ride-title': 'Animatic -studio', 'Gintama-title': 'Miracle Robo -studio', 'Katarina to Manabou-title': 'AQUA ARIS -studio', 'Zetsuen no Tempest-title': 'Yahoo! Japan -studio', 'Chain Chronicle: Haecceitas no Hikari Part 2-title': 'Pazzy Entertainment -studio', 'Gokujo.: Gokurakuin Joshikou Ryou Monogatari-title': 'LMD -studio', 'Akame ga Kill!-title': 'White Fox -studio', 'Hetalia: The Beautiful World Specials-title': 'Frontier Works -studio', 'Saiko Robot Kombock-title': 'CinePix -studio', 'Gleipnir-title': 'Pine Jam -studio', 'Kyattou Ninden Teyandee-title': 'Dongyang Animation -studio', 'Shirobako-title': 'Infinite -studio', 'Youkai Ningen Bem-title': 'Dai-Ichi Douga -studio', 'Seiren-title': 'Stardust Promotion -studio', 'Ao no Kanata no Four Rhythm-title': 'DLE -studio', 'Beelzebub Specials-title': 'Opera House -studio', 'Shingeki no Kyojin Season 3-title': 'Pony Canyon Enterprise -studio', 'Kotoura-san-title': 'AIC Classic -studio', 'Gin no Guardian-title': 'Emon -studio', 'One Piece: Glorious Island-title': 'NOTTV -studio', 'RoboMasters the Animated Series-title': 'DJI -studio', 'Makeruna! Makendou-title': 'Datam Polystar -studio', 'Hana to Alice: Satsujin Jiken-title': 'Rockwell Eyes -studio', 'Clannad: After Story-title': 'TBS -studio', 'Suna no Wakusei feat. Hatsune Miku-title': 'Minakata Laboratory -studio', 'TOTO Green Challenge-title': 'Liberty Animation Studio -studio', 'Hellsing-title': 'Pioneer LDC -studio', 'Instant History-title': 'Otogi Production -studio', 'Pokemon-title': '4Kids Entertainment -studio', 'Yahari Ore no Seishun Love Comedy wa Machigatteiru.-title': 'Delfi Sound -studio', 'Peeping Life TV: Season 1??-title': 'FOREST Hunting One -studio', 'Ushio to Tora (TV)-title': 'Daiichi Shokai -studio', 'Berserk 2nd Season-title': 'Lucent Pictures Entertainment -studio', 'Shinigami no Ballad.-title': 'Ginga Ya -studio', 'Ulysses: Jehanne Darc to Renkin no Kishi-title': 'AXsiZ -studio', 'Koko ni Iru-title': 'Mad Box -studio', 'Diabolik Lovers-title': 'Idea Factory -studio', 'Lucky☆Star-title': 'Lucky Paradise -studio', 'Neon Genesis Evangelion: The End of Evangelion-title': 'Sega -studio', 'Tokyo Ravens-title': 'i0+ -studio', 'Yankee Hamster-title': 'Piso Studio -studio', 'Bus Gamer-title': 'Anpro -studio', 'Sakasama no Patema-title': 'Studio Rikka -studio', 'xxxHOLiC-title': 'BMG Japan -studio', 'Fireball-title': 'Jinnis Animation Studios -studio', 'Kimi no Na wa.-title': 'CoMix Wave Films -studio', 'I My Me! Strawberry Eggs-title': 'Toshiba Digital Frontiers -studio', 'Gibiate-title': 'l-a-unch・BOX -studio', 'Urusei Yatsura-title': 'AnimEigo -studio', 'Kuroshitsuji: Book of Circus-title': 'DeNA -studio', 'One Punch Man 2nd Season-title': 'Good Smile Company -studio', 'Kiniro no Corda: Primo Passo-title': 'Yumeta Company -studio', 'Sengoku Night Blood-title': 'Live Viewing Japan -studio', 'Kokoro ga Sakebitagatterunda.-title': 'Lawson HMV Entertainment -studio', 'Net-juu no Susume-title': 'Signal.MD -studio', 'Saenai Heroine no Sodatekata-title': 'Cospa -studio', 'Sarazanmai-title': 'Lapin Track -studio', 'Francesca-title': 'Teichiku Entertainment -studio', 'Scrapped Princess-title': 'A-Line -studio', 'Vexille: 2077 Nihon Sakoku-title': 'Oxybot -studio', 'Ushio to Tora (TV) 2nd Season-title': 'Tokuma Japan Communications -studio', 'Kaguya-sama wa Kokurasetai: Tensai-tachi no Renai Zunousen-title': 'East Japan Marketing & Communications -studio', 'Sword Art Online: Alicization - War of Underworld-title': 'Straight Edge -studio', 'Karakai Jouzu no Takagi-san-title': 'Shin-Ei Animation -studio', 'Hitori no Shita: The Outcast-title': 'Haoliners Animation League -studio', 'Komachi to Dangorou-title': 'Solid Vox -studio', 'Megazone 23-title': 'Idol -studio', 'Skip Beat!-title': 'Pied Piper -studio', 'Yingxiong Zai Lin-title': 'Green Monster Team -studio', 'Hanbun no Tsuki ga Noboru Sora-title': 'Crimson Star Media -studio', 'Isekai Shokudou-title': 'Nikkatsu -studio', 'Sora no Otoshimono-title': 'AIC A.S.T.A. -studio', 'Hataage! Kemono Michi-title': 'ENGI -studio', 'Iron Kid-title': 'Daewon Media -studio', 'Yowamushi Pedal: Special Ride-title': 'TMS Entertainment -studio', 'Neppuu Kairiku Bushi Road-title': 'Bushiroad Music -studio', 'Chika Gentou Gekiga: Shoujo Tsubaki-title': 'Mippei Eigeki Kiryuukan -studio', 'Toaru Majutsu no Index-title': 'Kadokawa Contents Gate -studio', 'IS: Infinite Stratos-title': 'Sony Music Communications -studio', 'Byousoku 5 Centimeter-title': 'ADV Films -studio', 'Sayonara no Asa ni Yakusoku no Hana wo Kazarou-title': 'Shout! Factory -studio', 'Toradora!-title': 'TV Tokyo Music -studio', 'Eve no Jikan-title': 'Directions -studio', 'Id:Invaded-title': 'Anima&Co. -studio', 'Houkago no Shokuinshitsu-title': 'SIDO LIMITED -studio', 'Ueki no Housoku-title': 'Studio Izena -studio', 'Wakaokami wa Shougakusei! Movie-title': 'NADA Holdings -studio', 'Rocket Girls-title': 'Mook DLE -studio', 'Slayers Premium-title': 'Starchild Records -studio', 'Honoo no Toukyuuji: Dodge Danpei-title': 'Animation 21 -studio', 'Kumo to Tulip-title': 'Shochiku Animation Institute -studio', 'Mushishi-title': 'SKY Perfect Well Think -studio', 'Arashi no Yoru ni: Himitsu no Tomodachi-title': 'Sparky Animation -studio', 'Mitsu x Mitsu Drops-title': 'Soft Garage -studio', 'Nora to Oujo to Noraneko Heart-title': 'DMM.futureworks -studio', 'Boku wa Imouto ni Koi wo Suru-title': 'ZOOM ENTERPRISE -studio', 'Isekai no Seikishi Monogatari-title': 'BeSTACK -studio', 'Urawa no Usagi-chan-title': 'Harappa -studio', 'Rosario to Vampire-title': 'GDH -studio', 'Ginga Eiyuu Densetsu-title': 'Magic Bus -studio', 'Boku dake ga Inai Machi-title': 'Lawson -studio', 'Qin Shi Ming Yue Tebie Pian: Di Zi Jiang Xi-title': 'Chukong Technologies -studio', 'Suzumiya Haruhi no Shoushitsu-title': 'Funimation -studio', 'Tsuyokiss-title': 'Three Fat Samurai -studio', 'Clannad-title': 'Animation Do -studio', 'Golden Boy-title': 'APPP -studio', 'Alexander Senki-title': 'Kadokawa Haruki Corporation -studio', 'Campione!: Matsurowanu Kamigami to Kamigoroshi no Maou-title': 'Bulls Eye -studio', 'Absolute Duo-title': 'feng -studio', 'Sword Art Online-title': 'Bandai Namco Games -studio', 'Speed Grapher-title': 'WAO World -studio', 'Kihei Senki Legacies-title': 'Trick Block -studio', 'Egao no Daika-title': 'Dynamo Pictures -studio', 'Futakoi Alternative-title': 'Studio Flag -studio', 'The Reflection-title': 'Ima Group -studio', 'Chibi Maruko-chan (1995)-title': 'Sakura Production -studio', 'Master of Torque-title': 'Y.O.U.C -studio', 'Yakusoku no Neverland-title': 'CloverWorks -studio', 'Qin Shi Ming Yue 3D: Dianying Longteng Wanli-title': 'Beijing Enlight Pictures -studio', 'Prism Ark-title': 'Pencil -studio', 'Nanatsu no Taizai: Imashime no Fukkatsu-title': 'Sammy -studio', 'Koukyoushihen Eureka Seven-title': 'Bandai Channel -studio', 'Soukihei MD Geist-title': 'Zero-G Room -studio', 'Fullmetal Alchemist-title': 'Square Enix -studio', 'Mutafukaz-title': 'Ankama Animations -studio', 'Pluto-title': 'Studio M2 -studio', 'Omoikkiri Kagaku Adventure Sou Nanda!-title': 'Future Planet -studio', 'Qualidea Code-title': 'Japan Sleeve -studio', 'Samurai Gun-title': 'Studio Egg -studio', 'Kono Subarashii Sekai ni Shukufuku wo!-title': 'Crunchyroll -studio', 'Kemono Friends 2-title': 'Tomason -studio', 'Urusei Yatsura Movie 2: Beautiful Dreamer-title': 'Studio Kyuuma -studio', 'Servamp-title': 'Platinum Vision -studio', 'Detective Conan Movie 12: Full Score of Fear-title': 'Big Bang -studio', 'Dies Irae: Reimei-title': 'Greenwood -studio', 'God Eater-title': 'Anime Consortium Japan -studio', 'Hadashi no Gen 2-title': 'GEN Productions -studio', 'Ore ga Suki nano wa Imouto dakedo Imouto ja Nai-title': 'Magia Doraglier -studio', 'Ookami to Koushinryou-title': 'Imagin -studio', 'Tokyo Ghoul:re-title': 'Pierrot Plus -studio', 'Violet Evergarden-title': 'ABC Animation -studio', 'Drifters-title': 'Shounen Gahousha -studio', 'Durarara!!x2 Shou-title': 'Shuka -studio', 'Paprika-title': 'Sony Pictures Entertainment -studio', '5-toubun no Hanayome ∬-title': 'Bibury Animation Studios -studio', 'Jigueseo Chikyuu no Sora no Shita de-title': 'Enjin Productions -studio', 'Hayate no Gotoku!!-title': 'Shogakukan Music & Digital Entertainment -studio', 'Chameleon (OVA)-title': 'Egg -studio', 'Quanzhi Fashi-title': 'China Literature Limited -studio', 'Blend S-title': 'Contents Seed -studio', 'Tachibanakan Triangle-title': 'Studio Lings -studio', 'Muhyo to Rouji no Mahouritsu Soudan Jimusho-title': 'JY Animation -studio', 'Boku no Imouto wa \"Osaka Okan\"-title': 'Bouncy -studio', 'Claymore-title': 'Avex Entertainment -studio', 'Miru Tights-title': 'TRUSS -studio', 'Gekkan Shoujo Nozaki-kun-title': 'Doga Kobo -studio', 'Nagi no Asu kara-title': 'Rondo Robe -studio', 'Tonari no Totoro-title': 'Studio Fantasia -studio', 'Buttobi!! CPU-title': 'Pink Pineapple -studio', 'Chikyuu ga Ugoita Hi-title': 'GoGo Visual Planning -studio', 'Soukyuu no Fafner: Dead Aggressor - Exodus-title': 'I.Gzwei -studio', 'Gilgamesh-title': 'Japan Vistec -studio', 'Infini-T Force Movie: Gatchaman - Saraba Tomo yo-title': 'Shizuoka Daiichi Television -studio', 'Azumanga Daioh-title': 'Imagica -studio', 'Kikou Souseiki Mospeada-title': 'Studio World -studio', 'Zettai Junpaku♡Mahou Shoujo-title': 'Active -studio', 'Danna ga Nani wo Itteiru ka Wakaranai Ken-title': 'Dream Creation -studio', 'Zankyou no Terror-title': 'Tohokushinsha Film Corporation -studio', 'SSSS.Gridman-title': 'Fields -studio', 'Kimi ga Nozomu Eien-title': 'Age -studio', 'Isekai Maou to Shoukan Shoujo no Dorei Majutsu-title': 'Ajia-Do -studio', 'Uchuu Koukyoushi Maetel: Ginga Tetsudou 999 Gaiden-title': 'Azeta Pictures -studio', 'Mayoiga-title': 'Azumaker -studio', 'Hachi-nan tte, Sore wa Nai deshou!-title': 'arma bianca -studio', 'Litchi DE Hikari Club-title': 'Kachidoki Studio -studio', 'Flying Witch-title': 'RAB Aomori Broadcasting -studio', 'Ookami-san wa Taberaretai-title': 'Peak Hunt -studio', 'Ogami Matsugorou-title': 'Creative Bridge -studio', 'Four Seasons: Fuuka to Nanami-title': 'Shimogumi -studio', 'Serial Experiments Lain-title': 'Triangle Staff -studio', 'Wo de Ni Tian Shen Qi-title': 'Pb Animation Co. Ltd. -studio', 'Fei Ren Zai-title': 'Fenz -studio', 'Minami Kamakura Koukou Joshi Jitenshabu: Kita yo, Taiwan!-title': 'Duckbill Entertainment -studio', 'Fate/stay night Movie: Unlimited Blade Works-title': 'CREi -studio', 'Furusato Saisei: Nippon no Mukashibanashi-title': 'Peter Pan Creation -studio', 'Cosmos Trailer-title': 'Flat Studio -studio', 'Madang-eul Naon Amtalg-title': 'Myung Films -studio', 'Lodoss-tou Senki-title': 'Marubeni -studio', 'Yume ga Sameru made-title': \"I'm Enterprise -studio\", 'Rebirth-title': 'LIDENFILMS Osaka Studio -studio', 'Amagi Brilliant Park-title': 'Mobcast -studio', 'Fate/stay night-title': 'Geneon Entertainment USA -studio', 'Shikizakura-title': 'Chukyo TV Broadcasting -studio', 'Nagato Yuki-chan no Shoushitsu-title': 'Sankyo Planning -studio', 'FLCL Progressive-title': 'Production GoodBook -studio', 'Fukigen na Mononokean-title': 'Yomiuri TV Enterprise -studio', \"Norabbits' Minutes-title\": 'I.Toon -studio', 'Fate/Zero-title': 'Notes -studio', 'Kiddy Grade-title': 'gimik -studio', 'Kämpfer-title': 'Nomad -studio', 'Nijiiro Days-title': 'Tokuma Japan -studio', 'Vlad Love-title': 'Comic Animation -studio', 'Masamune-kun no Revenge-title': 'Ichijinsha -studio', 'Nazo no Kanojo X-title': 'Yomiuri Advertising -studio', 'Fujoshi no Hinkaku-title': 'Panda Factory -studio', 'Himiko-den-title': 'Mitsubishi -studio', 'Yahari Ore no Seishun Love Comedy wa Machigatteiru. Zoku-title': 'feel. -studio', 'Gdleen-title': 'Seta Corporation -studio', 'Salaryman Kintarou-title': 'JCF -studio', '\"0\"-title': 'Sony Music Entertainment -studio', 'Darker than Black: Kuro no Keiyakusha-title': 'Myrica Music -studio', 'Maji de Otaku na English! Ribbon-chan: Eigo de Tatakau Mahou Shoujo - The TV-title': 'AIC Frontier -studio', 'Kimi to Boku no Saigo no Senjou, Aruiwa Sekai ga Hajimaru Seisen-title': 'Bit grooove promotion -studio', 'Dragon Ball Super Movie: Broly-title': 'Echoes -studio', 'Strike Witches: 501 Butai Hasshin Shimasu! Movie-title': 'Giga Production -studio', 'Kaze no Matasaburou (Movie)-title': 'Buemon -studio', 'Terra e... (TV)-title': 'Tokyo Kids -studio', 'Kochouki: Wakaki Nobunaga-title': 'Genco -studio', 'Shoujo Shuumatsu Ryokou-title': 'Shinchosha -studio', 'Bunbuku Chagama (1958)-title': 'Dentsu Eigasha Tokyo -studio', 'Youjo Senki-title': 'Nut -studio', 'Zannen Onna Kanbu Black General-san-title': 'Oddjob -studio', 'Arad: Suming Zhi Men-title': 'Dangun Pictures -studio', 'Hidan no Aria AA-title': 'Fujishouji -studio', 'Minami Kamakura Koukou Joshi Jitenshabu-title': 'Shanghai Tiantan Culture & Media -studio', 'Kiseijuu: Sei no Kakuritsu-title': 'Forecast Communications -studio', 'Alexander Senki Movie-title': 'Samsung -studio', 'California Crisis: Tsuigeki no Juuka-title': 'Studio Unicorn -studio', 'Nyan Koi!-title': 'Flex Comix -studio', 'Golden Kamuy-title': 'Geno Studio -studio', '30-sai no Hoken Taiiku-title': 'Gathering -studio', 'Fuyu no Sonata-title': \"Yoon's Color -studio\", 'Gokicha!!-title': 'MooGoo -studio', 'Anne no Nikki-title': 'Tokyo FM Broadcasting -studio', 'Koe no Katachi-title': 'Eleven Arts -studio', 'Miami Guns-title': 'Animaruya -studio', 'Kindan no Mokushiroku: Crystal Triangle-title': 'Project Team Eikyuu Kikan -studio', 'Vatican Kiseki Chousakan-title': 'Kadokawa Daiei Studio -studio', 'Kill la Kill Specials-title': 'Aniplex of America -studio', 'Venus Versus Virus-title': 'BS-i -studio', 'Inaka Isha-title': 'Yamamura Animation, Inc. -studio', 'Dungeon ni Deai wo Motomeru no wa Machigatteiru Darou ka II-title': 'Furyu -studio', 'Akahori Gedou Hour Rabuge-title': 'On The Run -studio', 'Overlord-title': 'Kadokawa -studio', 'Bakuon!!-title': 'eBooK Initiative Japan -studio', 'Piano no Mori (TV)-title': 'Gaina -studio', 'Eden (ONA)-title': 'Wolf Smoke Studio -studio', 'Oda Nobuna no Yabou-title': 'Studio Gokumi -studio', 'Sen to Chihiro no Kamikakushi-title': 'GKIDS -studio', 'Tsuki ga Kirei: Michinori-title': 'flying DOG -studio', 'Noragami-title': 'Ai Addiction -studio', 'Inu to Hasami wa Tsukaiyou-title': 'Xing -studio', 'Kimi no Suizou wo Tabetai-title': 'Studio VOLN -studio', 'Koukaku Kidoutai: SAC_2045-title': 'Sola Digital Arts -studio', 'Neko Neko Nihonshi-title': 'Joker Films -studio', 'Special A-title': 'AIC -studio', 'Tokyo Ghoul-title': 'TC Entertainment -studio', 'Mob Psycho 100 II-title': 'BS Fuji -studio', 'Lupin III: The First-title': 'Abe Shuuji Jimusho -studio', 'Ensemble Stars!-title': 'Happy Elements -studio', '009-1-title': 'Ishimori Entertainment -studio', 'Baka to Test to Shoukanjuu-title': 'T.O Entertainment -studio', 'Manaria Friends-title': 'Happinet -studio', 'Tsumiki no Ie-title': 'Oh! Production -studio', 'Doupo Cangqiong 2nd Season-title': 'Shanghai Motion Magic -studio', 'Nu Wushen de Canzhuo-title': 'Thundray -studio', 'Star Driver the Movie-title': 'Bones -studio', 'gdgd Fairies-title': 'Strawberry Meets Pictures -studio', 'Kamigami no Asobi-title': 'Broccoli -studio', 'Free!-title': 'Iwatobi High School Swimming Club -studio', 'Nazotokine-title': 'Tengu Kobo -studio', 'Gundam Build Divers Re:Rise-title': ' Sunrise Beyond -studio', 'Sakura-sou no Pet na Kanojo-title': 'Animax -studio', 'Layton Mystery Tanteisha: Katri no Nazotoki File-title': 'Level-5 -studio', 'Gintama°-title': 'Bandai Namco Pictures -studio', 'Oushitsu Kyoushi Heine-title': 'Dai Nippon Printing -studio', 'Masou Gakuen HxH-title': 'TV Saitama -studio', 'Mahou no Chocolate-title': 'Ishikawa Pro -studio', 'Shiyan Pin Jiating-title': 'BigFireBird Animation -studio', 'Zombieland Saga-title': 'dugout -studio', 'Inazuma Eleven: Saikyou Gundan Ogre Shuurai-title': 'Dentsu Tec -studio', 'Megalo Box-title': 'Bandai Namco Arts -studio', 'Starship Troopers: Invasion-title': 'Sony Pictures Worldwide Acquisitions -studio', 'Caramel Honey-title': 'Anime Beans -studio', 'Doraemon Movie 38: Nobita no Takarajima-title': 'Fujiko F. Fujio Pro -studio', 'Macross F-title': 'Big West -studio', 'Akatsuki no Yona-title': 'Top-Insight International -studio', 'BNA-title': 'Bandai Spirits -studio', 'Cowboy Bebop-title': 'Bandai Visual -studio', 'K-title': 'GoHands -studio', 'Ohayou! Kokekkou-san-title': 'TOCSIS -studio', 'JoJo no Kimyou na Bouken Part 3: Stardust Crusaders-title': 'Yomiko Advertising -studio', 'Elsword: El-ui Yeoin-title': 'DR Movie -studio', 'Ike! Ina-chuu Takkyuubu-title': 'Grouper Productions -studio', 'Pokemon Diamond & Pearl-title': 'Nintendo -studio', 'Chihayafuru 3-title': 'Nippon Television Music -studio', 'Gravitation: Lyrics of Love-title': 'Plum -studio', 'Tokyo Autumn Session-title': 'Magic Capsule -studio', 'Re:Zero kara Hajimeru Isekai Seikatsu-title': 'Hakuhodo DY Music & Pictures -studio', 'Sekirei-title': 'Seven Arcs -studio', 'Boku no Hero Academia-title': 'TOHO animation -studio', 'Koukaku Kidoutai-title': 'Manga Entertainment -studio', 'Flying Witch Petit-title': 'domerica -studio', 'Ookami Kodomo no Ame to Yuki-title': 'Studio Chizu -studio', 'Zuori Qing Kong-title': 'Guton Animation Studio -studio', 'Meng Qi Shi Shen-title': 'Wawayu Animation -studio', 'Dragon Ball Z Movie 15: Fukkatsu no \"F\"-title': 'Evil Line Records -studio', 'Psycho-Pass 3-title': 'Magnet -studio', 'Robin-kun to 100 nin no Otomodachi-title': 'PansonWorks -studio', 'Gurazeni-title': 'SKY PerfecTV! -studio', 'Captain Tsubasa-title': 'Tsuchida Productions -studio', 'Devilman: Crybaby-title': 'Dynamic Planning -studio', 'Black Magic M-66-title': 'Network -studio', 'Princess Rouge-title': 'BEAM Entertainment -studio', '365-nichi no Love Song-title': 'Crown Records -studio', 'Release the Spyce-title': 'Legs -studio', 'Boku wa Tomodachi ga Sukunai-title': 'AIC Build -studio', 'B-Project: Zecchou*Emotion-title': 'Tochigi TV -studio', 'Norn9: Norn+Nonet-title': 'TEAM Entertainment Inc. -studio', 'Deadman Wonderland-title': 'Manglobe -studio', 'Tokyo Mew Mew-title': 'TV Aichi -studio', 'InuYasha (TV): Kanketsu-hen-title': 'YTV -studio', 'Love♥Love?-title': 'Studio Live -studio', 'Youkai Watch Movie 1: Tanjou no Himitsu da Nyan!-title': 'BIGFACE -studio', 'Sora yori mo Tooi Basho-title': 'NewGin -studio', 'Black Lagoon: The Second Barrage-title': 'Front Line -studio', 'Ikoku Meiro no Croisée The Animation-title': 'Aoni Entertainment -studio', 'Show By Rock!!-title': 'Sanrio -studio', 'Toaru Hikuushi e no Koiuta-title': 'Toppan Printing -studio', 'Nasu: Andalusia no Natsu-title': 'Tokyu Recreation -studio', 'Kingdom 3rd Season-title': 'Studio Signpost -studio', 'Just Because!-title': 'Moonbell -studio', 'Kenka Banchou Otome: Girl Beats Boys-title': 'A-Real -studio', 'Baldr Force Exe Resolution-title': 'Alchemist -studio', 'Kyuuketsuhime Miyu-title': 'SOEISHINSHA -studio', 'Ashita no Joe 2-title': 'Annapuru -studio', 'Hana no Mahoutsukai Mary Bell-title': 'TV Setouchi -studio', 'Bishoujo Senshi Sailor Moon-title': 'DiC Entertainment -studio', 'Kokoro Connect-title': 'Silver Link. -studio', 'Baka to Test to Shoukanjuu Ni!-title': 'Enterbrain -studio', 'Chara to Otamajakushi Shima-title': '33 Collective -studio', 'Hakugei Densetsu-title': 'Image Kei -studio', 'Uchiage Hanabi, Shita kara Miru ka? Yoko kara Miru ka?-title': 'LINE Corporation -studio', 'Kyokou Suiri-title': 'BS NTV -studio', 'Kemono Friends-title': 'Just Production -studio', 'Mianhada Saranghanda-title': 'Studio Meditation With a Pencil -studio', 'Kino no Tabi: The Beautiful World-title': 'Studio Wombat -studio', 'Arata Kangatari-title': 'JM Animation -studio', 'Turning Girls-title': 'Baramiri -studio', 'A.I.C.O.: Incarnation-title': 'Yamasa -studio', 'Idol Time PriPara-title': 'Takara Tomy A.R.T.S -studio', 'Pokemon Movie 01: Mewtwo no Gyakushuu-title': 'Warner Bros. Pictures -studio', 'Dragon Slayer Eiyuu Densetsu: Ouji no Tabidachi-title': 'Studio Curtain -studio', 'Momo Kyun Sword-title': 'Tri-Slash -studio', 'Koukaku Kidoutai: Stand Alone Complex-title': 'Trilogy Future Studio -studio', 'Shikioriori-title': 'Tokyo Theatres -studio', 'Detective Conan-title': 'TMS-Kyokuchi -studio', 'Uchuu Senkan Tiramisù-title': 'Adores -studio', 'Bai She: Yuan Qi-title': 'Light Chaser Animation Studios -studio', 'Osomatsu-san-title': 'Fujio Production -studio', 'Hinamatsuri-title': 'Akatsuki -studio', 'Tsukipro The Animation-title': 'AZ Creative -studio', '.hack//The Movie: Sekai no Mukou ni-title': 'Anima -studio', 'Shinrei Tantei Yakumo-title': 'Sogo Vision -studio', 'Bonobono-title': 'Group TAC -studio', 'Mermaid Melody Pichi Pichi Pitch-title': 'Synergy Japan -studio', 'Mirai Nikki-title': '12 Diary Holders -studio', 'B-gata H-kei-title': 'AG-ONE -studio', 'Ansatsu Kyoushitsu 2nd Season-title': 'Lerche -studio', 'Initial D Second Stage-title': 'Pastel -studio', 'Majutsushi Orphen Hagure Tabi-title': 'Marvel Entertainment -studio', 'Guskou Budori no Denki (2012)-title': 'Media Do -studio', 'Wakaokami wa Shougakusei!-title': 'Nihon Ad Systems -studio', 'Souten no Ken: Regenesis-title': 'Souten no Ken -studio', 'Tensei shitara Slime Datta Ken-title': 'Micro Magazine Publishing -studio', 'Ninja Slayer From Animation-title': 'famima.com -studio', 'Mighty Orbots-title': 'Tokyo Movie Shinsha -studio', 'Joshiochi!: 2-kai kara Onnanoko ga... Futtekita!?-title': 'Ark -studio', 'Etotama-title': 'Shirogumi -studio', 'Ikemen Kyuugo-tai Nurse Angels-title': 'PoPoCo -studio', 'Mayo Chiki!-title': 'PRA -studio', 'Urda-title': 'Romanov Films -studio', 'Pia Carrot e Youkoso!!: Sayaka no Koi Monogatari-title': 'I-move -studio', 'Baccano!-title': 'Happinet Pictures -studio', 'Kenpuu Denki Berserk-title': 'NYAV Post -studio', 'Lovely★Complex-title': 'Nichion -studio', 'Houkago no Pleiades (TV)-title': 'Dentsu Razorfish -studio', 'Sushi Police-title': 'TriF Studio -studio', 'Howl no Ugoku Shiro-title': 'Walt Disney Studios -studio', 'Gall Force 3: Stardust War-title': 'CBS -studio', 'Great Teacher Onizuka-title': 'Tokyopop -studio', 'Space Bug-title': 'P.I.C.S. -studio', 'Hibike! Euphonium-title': 'Ponycan USA -studio', 'Dragon Ball Z Movie 12: Fukkatsu no Fusion!! Gokuu to Vegeta-title': 'Studio Take Off -studio', 'Aldnoah.Zero-title': 'TROYCA -studio', 'Akanesasu Shoujo-title': 'Gamegate -studio', '6HP (Six Hearts Princess)-title': 'Poncotan -studio', 'Pandora to Akubi-title': 'Bakken Record -studio', 'Keijo!!!!!!!!-title': 'Radio Osaka -studio', 'Kamen no Maid Guy: Ano Natsu, Ichiban Yutaka na Chichi.-title': 'Geneon Universal Entertainment -studio', 'Nishi no Yoki Majo: Astraea Testament-title': 'Tablier Communications -studio', 'IS: Infinite Stratos 2-title': 'Overlap -studio', 'Da Yu Hai Tang-title': 'B&T -studio', 'Chocolate Underground-title': 'OCC -studio', 'Mahou Yuugi 2D-title': 'Arcturus -studio', '.hack//Sign-title': 'CyberConnect2 -studio', 'Alps no Shoujo Heidi: Alm no Yama-hen-title': 'Nippon Animation -studio', 'Kuroshitsuji-title': 'Trinity Sound -studio', 'Schwarzesmarken-title': 'ixtl -studio', 'FLCL-title': 'GANSIS -studio', 'Africa no Salaryman (TV)-title': 'pH Studio -studio', 'Keitai Shoujo-title': 'Milky Cartoon -studio', 'Giant Robo the Animation: Chikyuu ga Seishi Suru Hi-title': 'Phoenix Entertainment -studio', 'Fullmetal Alchemist: Brotherhood - 4-Koma Theater-title': 'Studio Moriken -studio', 'Tsubasa Chronicle: Tori Kago no Kuni no Himegimi-title': 'Nippon Shuppan Hanbai (Nippan) K.K. -studio', 'Shoujo-tachi wa Kouya wo Mezasu-title': 'Hawkeye -studio', 'Pugyuru-title': 'Creators Dot Com -studio', 'Osomatsu-kun-title': 'Studio Zero -studio', 'Bubblegum Crisis-title': 'Darts -studio', 'Kekkai Sensen-title': \"Toy's Factory -studio\", 'Rurouni Kenshin: Meiji Kenkaku Romantan-title': 'SME Visual Works -studio', 'Lilac (Bombs Jun Togawa)-title': 'Onionskin -studio', 'Yaoguai Mingdan-title': 'iQIYI -studio', 'Fullmetal Alchemist: Brotherhood-title': 'Mainichi Broadcasting System -studio', 'Mononoke Hime-title': 'Studio Ghibli -studio', 'Enen no Shouboutai-title': 'bilibili -studio', 'Da Yu Hai Tang (Movie)-title': 'Studio Mir -studio', 'Osake wa Fuufu ni Natte kara-title': 'Creators in Pack -studio', 'Teito Monogatari-title': 'Oz -studio', 'Itou Junji: Collection-title': 'Smiral Animation -studio', 'Velvet Underworld: Fragment Person-title': 'GARDEN LODGE -studio', 'Youkai Watch-title': 'Dentsu Entertainment USA -studio', 'Phantom The Animation-title': 'Arcs Create -studio', 'Love Live! The School Idol Movie-title': 'ILCA -studio', 'Chuuhai Lemon: Love 30s - Ame ni Nurete mo-title': 'Wonder Kids -studio', 'Ninpuu Kamui Gaiden-title': 'Tele-Cartoon Japan -studio', 'Isekai wa Smartphone to Tomo ni.-title': 'Exit Tunes -studio', 'Kaze no Tani no Nausicaä-title': 'Topcraft -studio', 'Heisei Tanuki Gassen Ponpoko-title': 'Daiei -studio', 'Revisions-title': 'Slow Curve -studio', 'Berserk-title': 'GEMBA -studio', 'Seikon no Qwaser-title': 'TAKI Corporation -studio', 'Hyakka Ryouran: Samurai Girls-title': 'Gigno Systems -studio', 'Busou Shoujo Machiavellianism-title': 'Tsukuru no Mori -studio', 'Sakurada Reset-title': 'e-notion -studio', 'Keishichou Tokumubu Tokushu Kyouakuhan Taisakushitsu Dainanaka: Tokunana-title': 'Toyo Recording -studio', 'Kaijuu Girls: Ultra Kaijuu Gijinka Keikaku-title': 'Links -studio', 'Vampire Hunter D (2000)-title': 'animate Film -studio', 'Megami Kouhosei-title': 'ING -studio', 'Mondaiji-tachi ga Isekai kara Kuru Sou Desu yo?-title': 'Diomedea -studio', 'Inuyashiki-title': 'DMM pictures -studio', 'High School DxD-title': 'TNK -studio', 'Cardcaptor Sakura-title': 'Nelvana -studio', 'Grisaia no Kajitsu-title': '8bit -studio', 'Mo Dao Zu Shi-title': 'B.CMAY PICTURES -studio', 'Tantei Opera Milky Holmes-title': 'Chrono Gear Creative -studio', 'Chiisana Eiyuu: Kani to Tamago to Toumei Ningen-title': 'Studio Ponoc -studio', 'Itsudatte My Santa!-title': 'Sol Blade -studio', 'Trinity Seven-title': 'Docomo Anime Store -studio', 'Kaleido Star-title': 'G&G Entertainment -studio', '0-sen Hayato-title': 'P Productions -studio', 'Nyanko Days-title': 'Quatre Stella -studio', 'Uchuu Senkan Yamato-title': 'Academy Productions -studio', 'Gun-dou Musashi-title': 'ACC Production -studio', 'Yama no Susume: Second Season-title': 'TSUTAYA -studio', 'Hoshi Neko Fullhouse-title': 'Walkers Company -studio', 'Saki-title': 'Picture Magic -studio', 'Wakakusa no Charlotte-title': 'TV Asahi -studio', 'Fuyu no Sonata Episode 0-title': 'KeyEast -studio', 'Angel Beats!-title': 'P.A. Works -studio', 'Yamada-kun to 7-nin no Majo (TV)-title': 'Daiichikosho -studio', 'Grand Blue-title': 'Zero-G -studio', 'Aoi Sekai no Chuushin de-title': 'Fifth Avenue -studio', 'Shingeki no Kyojin Season 2-title': 'Techno Sound -studio', 'Monster Strike The Movie: Hajimari no Basho e-title': 'XFLAG Pictures -studio', 'Oyayubi-hime-title': 'Gakken -studio', 'Mahoutsukai no Yome-title': 'Mag Garden -studio', 'Majuu Senshi Luna Varga-title': 'Studio Hakk -studio', 'Ryuuou no Oshigoto!-title': 'Aquamarine -studio', 'Osu!! Karate-bu-title': 'Nihon Eizo -studio', 'Choboraunyopomi Gekijou Ai Mai Mii-title': 'SPO Entertainment -studio', 'Initial D First Stage-title': 'OB Planning -studio', 'Amaama to Inazuma-title': 'Toei Video -studio', 'Reikenzan: Hoshikuzu-tachi no Utage-title': 'Tencent Animation & Comics -studio', 'Maria-sama ga Miteru: Haru Specials-title': 'Nozomi Entertainment -studio', 'Anitore! EX-title': 'F.M.F -studio', 'Mi Yu Xing Zhe-title': 'Jay Zone Comic -studio', 'Xixing Ji-title': 'BYMENT -studio', 'Glamorous Heroes-title': 'Shanghai Jump Network Technology -studio', 'Trigun: Badlands Rumble-title': 'Sunny Side Up -studio', 'Bakuman.-title': 'Media Blasters -studio', 'Golgo 13-title': 'Filmlink International -studio', 'Highlander: The Search for Vengeance-title': 'Imagi -studio', 'Miira no Kaikata-title': 'ONEMUSIC -studio', 'Papa no Iukoto wo Kikinasai!-title': 'PPP -studio', 'Muv-Luv Alternative: Total Eclipse-title': 'Nippon Cultural Broadcasting -studio', 'Animegataris-title': 'W-Toon Studio -studio', 'Grancrest Senki-title': 'Cromea -studio', 'Netsuzou TRap-title': 'DMM.com -studio', 'Yuri!!! on Ice-title': 'CIC -studio', 'Tennis no Ouji-sama-title': 'Trans Arts -studio', 'Brave 10-title': 'Studio Saki Makura -studio', 'Hirune Hime: Shiranai Watashi no Monogatari-title': 'Sapporo Television Broadcasting -studio', 'Hundred-title': 'BS Japan -studio', 'ReLIFE-title': 'comico -studio', 'Plunderer-title': 'GEEK TOYS -studio', 'Shokugeki no Souma-title': 'I Will -studio', 'Berserk: Ougon Jidai-hen I - Haou no Tamago-title': 'Beyond C. -studio', 'JoJo no Kimyou na Bouken-title': 'Super Techno Arts -studio', 'Sayonara Zetsubou Sensei-title': 'Omnibus Japan -studio', 'Magic-Kyun! Renaissance-title': 'Bandai Namco Rights Marketing -studio', 'Dragon Quest: Your Story-title': 'Fukuoka Broadcasting System -studio', 'Bartender-title': 'Fuji Creative -studio', 'Green Green-title': 'Studio Matrix -studio', \"Penguin's Memory: Shiawase Monogatari-title\": 'Animation Staff Room -studio', 'Jinzou Ningen Kikaider The Animation-title': 'Studio OX -studio', 'Rosario to Vampire Capu2-title': 'Sotsu Music Publishing -studio', 'Aru Zombie Shoujo no Sainan (ONA)-title': 'Stingray -studio', 'Detective Conan Movie 04: Captured in Her Eyes-title': 'Polygram Japan -studio', 'Himouto! Umaru-chan-title': 'Jinnan Studio -studio', 'Denki-gai no Honya-san-title': 'Comic Umenohone -studio', 'Naruto: Shippuuden-title': 'TV Tokyo -studio', 'Pokemon Fushigi no Dungeon: Shutsudou Pokemon Kyuujotai Ganbaruzu!-title': 'Nintendo of America -studio', 'Fantasista Doll-title': 'Amber Film Works -studio', 'Sarusuberi: Miss Hokusai-title': 'Trans Cosmos -studio', 'Code Geass: Hangyaku no Lelouch-title': 'Sunrise -studio', 'Panpaka Pants O-New!-title': 'Shizuoka Broadcasting System -studio', 'Chain Chronicle: Haecceitas no Hikari Part 1-title': 'Showgate -studio', 'Mahoromatic End Year Special-title': 'Shaft -studio', 'Dies Irae-title': 'Brave Hearts -studio', 'Gotou ni Naritai.-title': 'Tama Production -studio', 'Sakkai Eightraid-title': 'CUCURI -studio', 'Happy Sugar Life-title': 'Ezόla -studio', 'Vampire Hunter D-title': 'Studio Core -studio', 'Sojunghan Nal-ui Kkum-title': 'Studio MWP -studio', 'Dame x Prince Anime Caravan-title': 'Studio Flad -studio', 'Mahou no Princess Minky Momo: Yume wo Dakishimete Specials-title': 'Nippon Television Network -studio', 'Chiisana Penguin Lolo no Bouken-title': 'Soyuzmultfilm -studio', 'Wang Gu Shenhua Zhi Tian Xuanzhe-title': 'Congzhuo Animation -studio', 'Kakumei no Wakaki Sora-title': 'Shinano Kikaku -studio', 'Quanzhi Fashi II-title': 'Shanghai Foch Film Culture Investment -studio', 'Katekyo Hitman Reborn!-title': 'Artland -studio', 'Slayers-title': 'SoftX -studio', 'Girls & Panzer-title': 'Actas -studio', 'Meshinuma.-title': 'Aurum Production -studio', 'Code Geass: Hangyaku no Lelouch R2-title': 'Bandai -studio', 'Hanaukyou Maid-tai-title': 'm.o.e. -studio', 'Yesterday wo Utatte-title': 'AbemaTV -studio', 'Chokkyuu Hyoudai Robot Anime: Straight Title-title': 'Tsubasa Entertainment -studio', 'Corpse Party: Tortured Souls - Bougyakusareta Tamashii no Jukyou-title': 'Maiden Japan -studio', 'Ikkitousen: Great Guardians-title': 'Zack Promotion -studio', 'Shoujo☆Kageki Revue Starlight-title': 'APDREAM -studio', 'Cat Shit One-title': 'International Digital Artist -studio', 'Kishin Douji Zenki-title': 'K-Factory -studio', 'Bishoujo Yuugi Unit Crane Game Girls-title': 'Kyotoma -studio', 'Soredemo Machi wa Mawatteiru-title': 'Studio Pastoral -studio', 'Noragami Aragoto-title': 'Avex Pictures -studio', 'Ultraman-title': 'Tsuburaya Productions -studio', 'Blood: The Last Vampire-title': 'Sony Interactive Entertainment -studio', 'Bem-title': 'LandQ studios -studio', 'Kami no Tou-title': 'Sola Entertainment -studio', 'Digimon Adventure-title': 'Flatiron Film Company -studio', 'Utawarerumono-title': 'AQUAPLUS -studio', 'Oban Star-Racers-title': 'Sav! The World Productions -studio', 'Ousama Game The Animation-title': 'Tohan Corporation -studio', 'Log Horizon-title': 'Satelight -studio', 'Made in Abyss-title': 'Takeshobo -studio', 'Choboraunyopomi Gekijou Dai San Maku Ai Mai Mii: Surgical Friends-title': 'On-Lead -studio', 'Rokudenashi Majutsu Koushi to Akashic Records-title': 'LIDENFILMS -studio', 'Tsugumomo-title': 'Futabasha -studio', 'Durarara!!-title': \"Brain's Base -studio\", 'Shuumatsu no Izetta-title': 'Wargaming Japan -studio', 'Ergo Proxy-title': 'WOWOW -studio', 'Fw:Hamatora-title': '10Gauge -studio', 'Centaur no Nayami-title': 'Top Marshal -studio', 'Tengen Toppa Gurren Lagann-title': 'Bandai Entertainment -studio', 'Yurumates wa?-title': 'indigo line -studio', 'Glass no Kamen-title': 'Eiken -studio', 'Guan Hai Ce-title': 'Tong Ming Xuan -studio', 'Infini-T Force-title': 'Miyagi Television Broadcasting -studio', 'Konbini Kareshi-title': 'Tosho Printing -studio', 'Mushi-Uta-title': 'Beat Frog -studio', 'Pingu in the City-title': 'DandeLion Animation Studio -studio', 'Strike the Blood-title': 'Connect -studio', 'ēlDLIVE-title': 'Tencent Japan -studio', 'Anime Douyou-title': 'Akabanten -studio', 'Ling Long: Incarnation-title': 'YHKT Entertainment -studio', 'Lupin the Third: Mine Fujiko to Iu Onna-title': 'Po10tial -studio', 'Given-title': 'Shinshokan -studio', 'Steins;Gate-title': 'Nitroplus -studio', 'Onihei-title': 'Jidaigeki Channel -studio', 'D-Frag!-title': 'Toranoana -studio', 'Koutetsu no Vendetta Episode 0-title': 'Ankama -studio', 'Darling in the FranXX-title': 'Nagoya Broadcasting Network -studio', 'Phantom: Requiem for the Phantom-title': 'Bee Train -studio', 'Seitokai Yakuindomo-title': 'Dream Force -studio', 'Overlord II-title': 'NTT Plala -studio', 'Wei, Kanjian Erduo La! 2-title': 'Alchemy Bros. -studio', 'Piace: Watashi no Italian-title': 'Studio NOIX -studio', 'Dream Hunter Rem-title': 'Anime R -studio', 'Virtual-san wa Miteiru-title': 'Lide -studio', 'Quanzhi Gaoshou Specials-title': 'Colored-Pencil Animation Design -studio', 'Higurashi no Naku Koro ni-title': 'Studio Deen -studio', 'Akatsuki no Yona OVA-title': 'Age Global Networks -studio', 'To Be Hero-title': 'Studio LAN -studio', 'Beastars-title': 'Akita Shoten -studio', 'Quanzhi Gaoshou-title': 'Tencent Penguin Pictures -studio', 'Princess Principal-title': 'Lantis -studio', 'Dragon Ball Z-title': 'Toei Animation -studio', 'Ga-Rei: Zero-title': 'AIC Spirits -studio', \"Kagerou Daze: In a Day's-title\": 'Jumonji -studio', 'Shiki-title': 'Daume -studio', 'Freezing Vibration-title': 'Eswood -studio', 'Sukitte Ii na yo.-title': 'Zexcs -studio', 'Dakaretai Otoko 1-i ni Odosarete Imasu.-title': 'Libre -studio', 'Galactic Patrol Lensman-title': 'MK Pictures -studio', 'Youkoso Jitsuryoku Shijou Shugi no Kyoushitsu e (TV)-title': 'AKABEiSOFT2 -studio', 'Junjou Romantica-title': 'Romantica club !! -studio', 'Bungou Stray Dogs 2nd Season-title': 'Bandai Namco Live Creative -studio', 'Domo TV-title': 'NHK -studio', 'Hoshi wo Ou Kodomo-title': 'Marine Entertainment -studio', 'Promare: Galo-hen-title': 'XFLAG -studio', 'Gakusen Toshi Asterisk-title': 'Bandai Namco Entertainment -studio', 'Young Black Jack-title': 'Being -studio', 'Rokka no Yuusha-title': 'Passione -studio', 'Kekkou Kamen-title': 'Studio Signal -studio', 'Fanren Xiu Xian Chuan Zhi Fanren Feng Qi Tian Nan-title': 'Original Force -studio', 'Fairy Tail (2014)-title': 'Bridge -studio', 'Komori-san wa Kotowarenai!-title': 'DAX Production -studio', 'JoJo no Kimyou na Bouken (TV)-title': 'David Production -studio', 'Trinity Seven Movie 1: Eternity Library to Alchemic Girl-title': 'Seven Arcs Pictures -studio', 'Neko to Mata-title': 'Creek & River -studio', 'Kakegurui-title': 'DIVE II Entertainment -studio', 'Shakugan no Shana-title': 'Toshiba Entertainment -studio', 'Sylvanian Families-title': 'Epoch -studio', 'Fairy Gone-title': 'Sanyo -studio', 'Plastic Memories-title': 'MAGES. -studio', 'Cheating Craft-title': 'Blade -studio', 'Fairy Tail-title': 'Pony Canyon -studio', 'Kyousou Giga (TV)-title': 'Aoni Production -studio', 'Slow Start-title': 'Drecom -studio', 'Another-title': 'NTT Docomo -studio', 'Grappler Baki (TV)-title': 'Free-Will -studio', 'Shakugan no Shana S-title': 'J.C.Staff -studio', 'Blood-C-title': 'Dwango -studio', 'Toufu Kozou-title': 'Lapis -studio', 'Aggressive Retsuko (ONA)-title': 'Fanworks -studio', 'Bungou Stray Dogs-title': 'Sony PCL -studio', 'Lapis Re:LiGHTs-title': 'Yokohama Animation Lab -studio', 'Sword Art Online: Alicization-title': 'Egg Firm -studio', 'Honzuki no Gekokujou: Shisho ni Naru Tame ni wa Shudan wo Erandeiraremasen 2nd Season-title': 'Tokyo Animator Gakuin -studio', 'Hametsu no Mars-title': 'Design Factory -studio', 'Clione no Akari-title': 'drop -studio', 'Mou Hitotsu no Mirai wo.-title': \"Steve N' Steven -studio\", 'Chocolate Underground: Bokura no Chocolate Sensou-title': 'Graduate School of Film Producing -studio', 'Evangelion: 1.0 You Are (Not) Alone-title': 'Gainax -studio', 'Ryuugajou Nanana no Maizoukin (TV)-title': 'BIGLOBE -studio', 'Shironeko Project: Zero Chronicle-title': 'COLOPL -studio', 'Saiki Kusuo no Ψ-nan-title': 'Dear Stage inc. -studio', 'Newsong-title': 'SME Records -studio', 'Endride-title': 'CyberAgent -studio', 'Ling Jian Zun-title': 'Soyep -studio', 'Seiken no Blacksmith-title': 'Earth Star Entertainment -studio', 'Appleseed XIII-title': 'Welz Animation Studios -studio', 'Minami-ke-title': 'Eye Move -studio', 'Shin Angyo Onshi-title': 'OLM Digital -studio', 'No Game No Life-title': 'Sentai Filmworks -studio', 'Goblin Slayer-title': 'Artist Management Office -studio', 'Chain Chronicle: Haecceitas no Hikari-title': 'Sound Team Don Juan -studio', 'Choujin Koukousei-tachi wa Isekai demo Yoyuu de Ikinuku you desu!-title': 'Dream Shift -studio', 'Dungeon ni Deai wo Motomeru no wa Machigatteiru Darou ka-title': 'SoftBank Creative -studio', 'Fushigi Yuugi-title': 'Apollon -studio', 'Lu Shidai-title': 'Penta Show Studios -studio', 'Han Solo/Star Wars Story-title': 'Walt Disney Japan -studio', 'K: Return of Kings-title': 'Studio Tulip -studio', 'Ani ni Tsukeru Kusuri wa Nai!-title': 'Imagineer -studio', 'Narutaru: Mukuro Naru Hoshi Tama Taru Ko-title': 'Planet -studio', 'Yosuga no Sora: In Solitude, Where We Are Least Alone.-title': 'Studio Mausu -studio', 'Xiao Qian-title': 'Film Workshop -studio', 'Saikyou Bushouden: Sangoku Engi-title': 'TOMY Company -studio', 'Eiyuu Densetsu: Sora no Kiseki The Animation-title': 'Nihon Falcom -studio', 'FLCL Alternative-title': 'Toho Visual Entertainment -studio', 'Rilakkuma to Kaoru-san-title': 'dwarf -studio', 'Kemeko Deluxe!-title': 'AC Create -studio', 'Holy Knight-title': 'Lilix -studio', 'Kujira no Chouyaku-title': 'Tamura Shigeru Studio -studio', 'Gamers!-title': 'Chugai Mining -studio', 'Ninja Collection-title': 'Toho Interactive Animation -studio', 'Ikebukuro PR Anime-title': 'animate -studio', 'Qing Chi Hong Xiaodou Ba!-title': 'Making Animation -studio', 'Asobo Toy-chan-title': 'Magic Lantern Film -studio', 'Kemurikusa (TV)-title': 'Yaoyorozu -studio', 'Sword Art Online Alternative: Gun Gale Online-title': 'Studio 3Hz -studio', 'Blue Gender-title': 'Youmex -studio', 'Akira-title': 'Toho -studio', 'Overflow-title': 'Studio Hokiboshi -studio', 'Kaze ga Tsuyoku Fuiteiru-title': 'Yomiuri Shimbun -studio', 'Charlotte-title': 'BS11 -studio', 'Night Head Genesis-title': 'Bee Media -studio', 'Kyuukyoku Choujin R-title': 'Studio Coa -studio', 'Slayers Try-title': 'E&G Films -studio', 'Appleseed (Movie)-title': 'Digital Frontier -studio', '91 Days-title': 'Shochiku Music Publishing -studio', 'Dominion-title': 'Agent 21 -studio', 'Honzuki no Gekokujou: Shisho ni Naru Tame ni wa Shudan wo Erandeiraremasen-title': 'TO Books -studio', 'Udon no Kuni no Kiniro Kemari-title': 'Nishinippon Broadcasting -studio', 'Luck & Logic-title': 'Yuhodo -studio', 'Suzumiya Haruhi no Yuuutsu-title': 'Kadokawa Pictures USA -studio', 'Irregular Hunter X: The Day of Sigma-title': 'Xebec -studio', 'Nanbaka-title': 'Nelke Planning -studio', 'Red Garden: Dead Girls-title': 'Gonzo -studio', 'Pokemon: Pikachu no Wanpaku Island-title': 'OLM -studio', 'Nakitai Watashi wa Neko wo Kaburu-title': 'Studio Colorido -studio', 'Masamune Datenicle-title': 'JTB Entertainment -studio', 'Fate/Grand Order: Zettai Majuu Sensen Babylonia-title': 'Delightworks -studio', 'Dai-chan, Daisuki.-title': 'Tokyo MX -studio', 'Satsujin Kippu wa Heart-iro-title': 'Studio WHO -studio', 'Pokemon Movie 04: Celebi Toki wo Koeta Deai-title': 'Miramax Films -studio', 'Flip Flappers-title': 'GAGA -studio', 'True Tears-title': 'Bandai Visual USA -studio', 'Himote House-title': 'LinkedBrain -studio', 'Medaka Box-title': 'Hakoniwa Academy Student Council -studio', 'One Piece-title': 'TAP -studio', 'Renai Boukun-title': 'EMT Squared -studio', 'Redline-title': 'Anchor Bay Films -studio', 'Duel Masters-title': 'Hasbro -studio', 'Genshiken-title': 'Palm Studio -studio', 'Samurai Champloo-title': 'Tokuma Shoten -studio', 'Wei, Kanjian Erduo La!-title': 'monofilmo -studio', 'Ao no Exorcist-title': 'Sakura Create -studio', 'Ano Hi Mita Hana no Namae wo Bokutachi wa Mada Shiranai.-title': 'Fujipacific Music -studio', 'Neon Genesis Evangelion-title': 'Netflix -studio', 'Dororo-title': 'MAPPA -studio', 'Myself; Yourself-title': '5pb. -studio', 'Youjo Senki Movie-title': 'Kadokawa Animation -studio', 'Bubuki Buranki: Hoshi no Kyojin-title': 'Kadokawa Media (Taiwan) -studio', 'Ozmafia!!-title': 'project lights -studio', 'Cheonnyeon-yeowoo Yeowoobi-title': 'Yellow Film -studio', 'Gun Frontier-title': 'Echo -studio', 'Bokutachi wa Benkyou ga Dekinai-title': 'Silver -studio', 'Tesagure! Bukatsumono-title': 'JP Room -studio', 'Date A Live-title': 'AIC Plus+ -studio', 'Elfen Lied-title': 'Arms -studio', '009 Re:Cyborg-title': 'Ishimori Pro -studio', 'Milky Passion: Dougenzaka - Ai no Shiro-title': 'Shochiku -studio', 'Kaibutsu-kun-title': 'Tokyo Movie -studio', 'Elf wo Karu Mono-tachi-title': 'Amuse -studio', '24H-title': 'W+K Tokyo -studio', 'Yama no Susume: Third Season-title': 'Aeon Entertainment -studio', 'Macross-title': 'Anime Friend -studio', 'Code:Realize - Sousei no Himegimi-title': 'M.S.C -studio', 'Bernard-jou Iwaku.-title': \"Gen'ei -studio\", 'Kono Sekai no Katasumi ni-title': 'Animatsu Entertainment -studio', 'Kimi wa Kanata-title': 'Digital Network Animation -studio', 'Kuutei Dragons-title': 'Nexon -studio', 'Hoshi no Kirby-title': 'Studio Sign -studio', 'Bloodivores-title': 'Cloud22 -studio', 'Ore no Imouto ga Konnani Kawaii Wake ga Nai-title': 'Jumondo -studio', 'Cardcaptor Sakura Movie 2: Fuuin Sareta Card-title': 'Shelty -studio', 'Jitsu wa Watashi wa-title': '3xCube -studio', 'Yurumates 3D-title': 'Dwango Music Entertainment -studio', 'Kono Subarashii Sekai ni Shukufuku wo! 2-title': '81 Produce -studio', 'Oz no Mahoutsukai (1986)-title': 'Panmedia -studio', 'Duel Masters Movie 1: Yami no Shiro no Maryuuou-title': 'Shogakukan Productions -studio', 'Kaguya-hime-title': 'Gakken Eigakyoku -studio', 'Yurumates-title': 'Indeprox -studio', 'Koukaku Kidoutai: Stand Alone Complex - Tachikoma na Hibi-title': 'Dentsu -studio', 'Persona 4 the Animation-title': 'Index -studio', 'Transformers: Scramble City-title': 'Takara -studio', 'Mekakucity Actors-title': '1st PLACE -studio', 'Itsudatte Bokura no Koi wa 10 cm Datta.-title': 'Yoshimoto Creative Agency -studio', 'Breakers-title': 'Albacrow -studio', 'Hataraku Maou-sama!-title': 'Sotsu -studio', 'Sin: Nanatsu no Taizai-title': 'Orchid Seed -studio', 'Mary to Majo no Hana-title': 'KEN ON -studio', 'Skirt no Naka wa Kedamono Deshita.-title': 'Picante Circus -studio', 'Kowarekake no Orgel-title': 'ElectromagneticWave -studio', 'Citrus-title': 'Crunchyroll SC Anime Fund -studio', 'Kemono Jihen-title': 'JTB Next Creation -studio', 'PriPara-title': 'Dongwoo A&E -studio', 'Uchi Tama?! Uchi no Tama Shirimasen ka?-title': 'Sony Creative Products -studio', 'Nameko-ke no Ichizoku-title': 'BeeWorks -studio', 'Wake Up, Girls! Shin Shou-title': 'Epicross -studio', 'Saenai Heroine no Sodatekata ♭: Koi to Junjou no Service-kai-title': 'A-1 Pictures -studio', 'Shinshaku Sengoku Eiyuu Densetsu: Sanada Juu Yuushi The Animation-title': 'T.P.O -studio', 'Shin Chou Kyou Ryo: Condor Hero-title': 'Jade Animation -studio', 'Momo e no Tegami-title': 'Mainichi Shimbun -studio', 'Ajin-title': 'Polygon Pictures -studio', 'Daisuki! BuBu ChaCha-title': 'Amino -studio', 'Chokkan × Algorhythm♪ 2nd Season-title': 'Dokidoki Factory -studio', 'Naruto-title': 'Aniplex -studio', 'Tenki no Ko-title': 'STORY -studio', 'Dixia Cheng Yu Yongshi: Nizhuan Zhi Lun-title': 'Stray Cats -studio', 'Arte-title': 'North Stars Pictures -studio', 'Isekai Maou to Shoukan Shoujo no Dorei Majutsu Ω-title': 'Okuruto Noboru -studio', 'Kuruneko-title': 'Tokai Television -studio', 'Macross Plus-title': 'Studio Nue -studio', 'Egomama-title': 'U/M/A/A Inc. -studio', 'Shinmai Maou no Testament-title': 'Nippon Columbia -studio', 'Kimi to, Nami ni Noretara-title': 'Lawson Entertainment -studio', 'Ladyspo-title': 'Brio Animation -studio', 'Long Zhi Gu: Poxiao Qibing-title': 'Mili Pictures -studio', 'Tekken-title': 'Four Some -studio', 'Zero no Tsukaima-title': 'Bushiroad -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 4\n",
      "Number of edges: 4\n",
      "Average degree:   2.0000\n",
      "Network size: 4\n",
      "Network density (studio partition):  -3.194487592210881e-06\n",
      "Network density (title partition):  -3.449768184202442e-08\n",
      "Average clustering coefficient: 1.0\n",
      "Diameter: 2\n",
      "Radius: 2\n",
      "Periphery:\n",
      " ['Nagseo feat. Yerin Baek-title', 'AOMG -studio', '1theK -studio', 'Blue Hawaii feat. Crush, Penomeco-title']\n",
      "Center:\n",
      " ['Nagseo feat. Yerin Baek-title', 'AOMG -studio', '1theK -studio', 'Blue Hawaii feat. Crush, Penomeco-title']\n",
      "Eccentricity:  {'Nagseo feat. Yerin Baek-title': 2, 'AOMG -studio': 2, '1theK -studio': 2, 'Blue Hawaii feat. Crush, Penomeco-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Nagseo feat. Yerin Baek-title': '1theK -studio', 'Blue Hawaii feat. Crush, Penomeco-title': 'AOMG -studio', 'AOMG -studio': 'Blue Hawaii feat. Crush, Penomeco-title', '1theK -studio': 'Nagseo feat. Yerin Baek-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 7\n",
      "Number of edges: 6\n",
      "Average degree:   1.7143\n",
      "Network size: 6\n",
      "Network density (studio partition):  -4.804635512342308e-06\n",
      "Network density (title partition):  -5.1760946210801115e-08\n",
      "Average clustering coefficient: 0.8571428571428571\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Zhanguo Fan-title', 'Mi Bao Zhi Guo-title', 'Ju Bing Chang Cheng Zhuan-title', 'Wo Shi Jiang Xiaobai 2nd Season-title', 'Wo Shi Jiang Xiaobai (2018)-title', 'Wo Shi Jiang Xiaobai-title']\n",
      "Center:\n",
      " ['2:10 AM Animation -studio']\n",
      "Eccentricity:  {'Zhanguo Fan-title': 2, 'Mi Bao Zhi Guo-title': 2, 'Ju Bing Chang Cheng Zhuan-title': 2, '2:10 AM Animation -studio': 1, 'Wo Shi Jiang Xiaobai 2nd Season-title': 2, 'Wo Shi Jiang Xiaobai (2018)-title': 2, 'Wo Shi Jiang Xiaobai-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Zhanguo Fan-title': '2:10 AM Animation -studio', '2:10 AM Animation -studio': 'Zhanguo Fan-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 4\n",
      "Number of edges: 3\n",
      "Average degree:   1.5000\n",
      "Network size: 3\n",
      "Network density (studio partition):  -2.3958656941581606e-06\n",
      "Network density (title partition):  -2.5873261381518317e-08\n",
      "Average clustering coefficient: 0.75\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Platonic Chain: Web-title', 'Platonic Chain-title', 'Platonic Chain: Ansatsu Jikkouchuu-title']\n",
      "Center:\n",
      " ['ACiD FiLM -studio']\n",
      "Eccentricity:  {'Platonic Chain: Web-title': 2, 'Platonic Chain-title': 2, 'Platonic Chain: Ansatsu Jikkouchuu-title': 2, 'ACiD FiLM -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Platonic Chain: Web-title': 'ACiD FiLM -studio', 'ACiD FiLM -studio': 'Platonic Chain: Web-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Advance Syakujii -studio', 'Nagareboshi Lens-title']\n",
      "Center:\n",
      " ['Advance Syakujii -studio', 'Nagareboshi Lens-title']\n",
      "Eccentricity:  {'Advance Syakujii -studio': 1, 'Nagareboshi Lens-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Advance Syakujii -studio': 'Nagareboshi Lens-title', 'Nagareboshi Lens-title': 'Advance Syakujii -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Gu Xiong-title', 'Ai Si Animation Studio -studio']\n",
      "Center:\n",
      " ['Gu Xiong-title', 'Ai Si Animation Studio -studio']\n",
      "Eccentricity:  {'Gu Xiong-title': 1, 'Ai Si Animation Studio -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Gu Xiong-title': 'Ai Si Animation Studio -studio', 'Ai Si Animation Studio -studio': 'Gu Xiong-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['AIC Takarazuka -studio', 'Megane na Kanojo-title']\n",
      "Center:\n",
      " ['AIC Takarazuka -studio', 'Megane na Kanojo-title']\n",
      "Eccentricity:  {'AIC Takarazuka -studio': 1, 'Megane na Kanojo-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'AIC Takarazuka -studio': 'Megane na Kanojo-title', 'Megane na Kanojo-title': 'AIC Takarazuka -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Gongitsune-title', 'Aikikaku Center -studio']\n",
      "Center:\n",
      " ['Gongitsune-title', 'Aikikaku Center -studio']\n",
      "Eccentricity:  {'Gongitsune-title': 1, 'Aikikaku Center -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Gongitsune-title': 'Aikikaku Center -studio', 'Aikikaku Center -studio': 'Gongitsune-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Amgakuin -studio', 'Koto Nakare Hero Gingerman-title']\n",
      "Center:\n",
      " ['Amgakuin -studio', 'Koto Nakare Hero Gingerman-title']\n",
      "Eccentricity:  {'Amgakuin -studio': 1, 'Koto Nakare Hero Gingerman-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Amgakuin -studio': 'Koto Nakare Hero Gingerman-title', 'Koto Nakare Hero Gingerman-title': 'Amgakuin -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Bonobono: Kumomo no Ki no Koto-title', 'Amuse Pictures -studio']\n",
      "Center:\n",
      " ['Bonobono: Kumomo no Ki no Koto-title', 'Amuse Pictures -studio']\n",
      "Eccentricity:  {'Bonobono: Kumomo no Ki no Koto-title': 1, 'Amuse Pictures -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Bonobono: Kumomo no Ki no Koto-title': 'Amuse Pictures -studio', 'Amuse Pictures -studio': 'Bonobono: Kumomo no Ki no Koto-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 3\n",
      "Number of edges: 2\n",
      "Average degree:   1.3333\n",
      "Network size: 2\n",
      "Network density (studio partition):  -1.5958151343915716e-06\n",
      "Network density (title partition):  -1.7247238911081772e-08\n",
      "Average clustering coefficient: 0.6666666666666666\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Kuro to Kin no Akanai Kagi.-title', 'Trick or Alice-title']\n",
      "Center:\n",
      " ['An DerCen -studio']\n",
      "Eccentricity:  {'Kuro to Kin no Akanai Kagi.-title': 2, 'An DerCen -studio': 1, 'Trick or Alice-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Kuro to Kin no Akanai Kagi.-title': 'An DerCen -studio', 'An DerCen -studio': 'Kuro to Kin no Akanai Kagi.-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['ANIDO FILM -studio', 'Kono Hoshi no Ue ni-title']\n",
      "Center:\n",
      " ['ANIDO FILM -studio', 'Kono Hoshi no Ue ni-title']\n",
      "Eccentricity:  {'ANIDO FILM -studio': 1, 'Kono Hoshi no Ue ni-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'ANIDO FILM -studio': 'Kono Hoshi no Ue ni-title', 'Kono Hoshi no Ue ni-title': 'ANIDO FILM -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Animation Lab Japan -studio', 'Kaigo to Ikiru-title']\n",
      "Center:\n",
      " ['Animation Lab Japan -studio', 'Kaigo to Ikiru-title']\n",
      "Eccentricity:  {'Animation Lab Japan -studio': 1, 'Kaigo to Ikiru-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Animation Lab Japan -studio': 'Kaigo to Ikiru-title', 'Kaigo to Ikiru-title': 'Animation Lab Japan -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 4\n",
      "Number of edges: 3\n",
      "Average degree:   1.5000\n",
      "Network size: 3\n",
      "Network density (studio partition):  -2.3958656941581606e-06\n",
      "Network density (title partition):  -2.5873261381518317e-08\n",
      "Average clustering coefficient: 0.75\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Ongaq -studio', 'Include P.D. -studio', 'Animation Planet -studio']\n",
      "Center:\n",
      " ['Hoshi no Shima no Nyanko-title']\n",
      "Eccentricity:  {'Ongaq -studio': 2, 'Include P.D. -studio': 2, 'Hoshi no Shima no Nyanko-title': 1, 'Animation Planet -studio': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Ongaq -studio': 'Hoshi no Shima no Nyanko-title', 'Hoshi no Shima no Nyanko-title': 'Ongaq -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 4\n",
      "Number of edges: 3\n",
      "Average degree:   1.5000\n",
      "Network size: 3\n",
      "Network density (studio partition):  -2.3958656941581606e-06\n",
      "Network density (title partition):  -2.5873261381518317e-08\n",
      "Average clustering coefficient: 0.75\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Anon Sentai Ranger 5-title', \"Be Rockin'-title\", 'Inuwari-san-title']\n",
      "Center:\n",
      " ['Anon Pictures -studio']\n",
      "Eccentricity:  {'Anon Sentai Ranger 5-title': 2, \"Be Rockin'-title\": 2, 'Inuwari-san-title': 2, 'Anon Pictures -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Anon Sentai Ranger 5-title': 'Anon Pictures -studio', 'Anon Pictures -studio': 'Anon Sentai Ranger 5-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Arplants -studio', 'Ponta to Ensoku-title']\n",
      "Center:\n",
      " ['Arplants -studio', 'Ponta to Ensoku-title']\n",
      "Eccentricity:  {'Arplants -studio': 1, 'Ponta to Ensoku-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Arplants -studio': 'Ponta to Ensoku-title', 'Ponta to Ensoku-title': 'Arplants -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Gothicmade: Hana no Utame-title', 'Automatic Flowers Studio -studio']\n",
      "Center:\n",
      " ['Gothicmade: Hana no Utame-title', 'Automatic Flowers Studio -studio']\n",
      "Eccentricity:  {'Gothicmade: Hana no Utame-title': 1, 'Automatic Flowers Studio -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Gothicmade: Hana no Utame-title': 'Automatic Flowers Studio -studio', 'Automatic Flowers Studio -studio': 'Gothicmade: Hana no Utame-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Yadamon-title', 'Avaco Creative Studios -studio']\n",
      "Center:\n",
      " ['Yadamon-title', 'Avaco Creative Studios -studio']\n",
      "Eccentricity:  {'Yadamon-title': 1, 'Avaco Creative Studios -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Yadamon-title': 'Avaco Creative Studios -studio', 'Avaco Creative Studios -studio': 'Yadamon-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['AYCO -studio', 'Ashita Genki ni Nare!: Hanbun no Satsumaimo-title']\n",
      "Center:\n",
      " ['AYCO -studio', 'Ashita Genki ni Nare!: Hanbun no Satsumaimo-title']\n",
      "Eccentricity:  {'AYCO -studio': 1, 'Ashita Genki ni Nare!: Hanbun no Satsumaimo-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'AYCO -studio': 'Ashita Genki ni Nare!: Hanbun no Satsumaimo-title', 'Ashita Genki ni Nare!: Hanbun no Satsumaimo-title': 'AYCO -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 8\n",
      "Number of edges: 7\n",
      "Average degree:   1.7500\n",
      "Network size: 7\n",
      "Network density (studio partition):  -5.610444403301185e-06\n",
      "Network density (title partition):  -6.039338178262972e-08\n",
      "Average clustering coefficient: 0.875\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Feng Yu Zhou-title', 'Hua Jiang Hu Zhi Bu Liang Ren-title', 'Hua Jianghu Zhi Huan Shi Men Sheng-title', 'Xia Lan-title', 'Hua Jianghu Zhi Ling Zhu-title', 'Hua Jianghu Zhi Bei Mo Ting-title', 'Hua Jiang Hu Zhi Bu Liang Ren 2nd Season-title']\n",
      "Center:\n",
      " ['Beijing Rocen Digital -studio']\n",
      "Eccentricity:  {'Feng Yu Zhou-title': 2, 'Hua Jiang Hu Zhi Bu Liang Ren-title': 2, 'Hua Jianghu Zhi Huan Shi Men Sheng-title': 2, 'Xia Lan-title': 2, 'Beijing Rocen Digital -studio': 1, 'Hua Jianghu Zhi Ling Zhu-title': 2, 'Hua Jianghu Zhi Bei Mo Ting-title': 2, 'Hua Jiang Hu Zhi Bu Liang Ren 2nd Season-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Feng Yu Zhou-title': 'Beijing Rocen Digital -studio', 'Beijing Rocen Digital -studio': 'Feng Yu Zhou-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 3\n",
      "Number of edges: 2\n",
      "Average degree:   1.3333\n",
      "Network size: 2\n",
      "Network density (studio partition):  -1.5958151343915716e-06\n",
      "Network density (title partition):  -1.7247238911081772e-08\n",
      "Average clustering coefficient: 0.6666666666666666\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Jungle Taitei Leo: Hon-o-ji-title', 'Black Jack: Heian Sento-title']\n",
      "Center:\n",
      " ['Beijing Sharaku Art -studio']\n",
      "Eccentricity:  {'Beijing Sharaku Art -studio': 1, 'Jungle Taitei Leo: Hon-o-ji-title': 2, 'Black Jack: Heian Sento-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Beijing Sharaku Art -studio': 'Black Jack: Heian Sento-title', 'Black Jack: Heian Sento-title': 'Beijing Sharaku Art -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Lan Mao-title', 'Beijing Sunchime Happy Culture Company -studio']\n",
      "Center:\n",
      " ['Lan Mao-title', 'Beijing Sunchime Happy Culture Company -studio']\n",
      "Eccentricity:  {'Lan Mao-title': 1, 'Beijing Sunchime Happy Culture Company -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Lan Mao-title': 'Beijing Sunchime Happy Culture Company -studio', 'Beijing Sunchime Happy Culture Company -studio': 'Lan Mao-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Gonfu Tu Yu Cai Bao Gou 2nd Season-title', 'Benlai Pictures -studio']\n",
      "Center:\n",
      " ['Gonfu Tu Yu Cai Bao Gou 2nd Season-title', 'Benlai Pictures -studio']\n",
      "Eccentricity:  {'Gonfu Tu Yu Cai Bao Gou 2nd Season-title': 1, 'Benlai Pictures -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Gonfu Tu Yu Cai Bao Gou 2nd Season-title': 'Benlai Pictures -studio', 'Benlai Pictures -studio': 'Gonfu Tu Yu Cai Bao Gou 2nd Season-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Alice in Dreamland-title', 'Bitgang -studio']\n",
      "Center:\n",
      " ['Alice in Dreamland-title', 'Bitgang -studio']\n",
      "Eccentricity:  {'Alice in Dreamland-title': 1, 'Bitgang -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Alice in Dreamland-title': 'Bitgang -studio', 'Bitgang -studio': 'Alice in Dreamland-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 4\n",
      "Number of edges: 3\n",
      "Average degree:   1.5000\n",
      "Network size: 3\n",
      "Network density (studio partition):  -2.3958656941581606e-06\n",
      "Network density (title partition):  -2.5873261381518317e-08\n",
      "Average clustering coefficient: 0.75\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['McDull: Xiang Dang Dang-title', 'McDull: Boluo You Wang Zi-title', 'McDull: Gushi-title']\n",
      "Center:\n",
      " ['Bliss Pictures -studio']\n",
      "Eccentricity:  {'McDull: Xiang Dang Dang-title': 2, 'Bliss Pictures -studio': 1, 'McDull: Boluo You Wang Zi-title': 2, 'McDull: Gushi-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'McDull: Boluo You Wang Zi-title': 'Bliss Pictures -studio', 'Bliss Pictures -studio': 'McDull: Boluo You Wang Zi-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 3\n",
      "Number of edges: 2\n",
      "Average degree:   1.3333\n",
      "Network size: 2\n",
      "Network density (studio partition):  -1.5958151343915716e-06\n",
      "Network density (title partition):  -1.7247238911081772e-08\n",
      "Average clustering coefficient: 0.6666666666666666\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Shaonian Jinyiwei 2nd Season-title', 'Shaonian Jinyiwei-title']\n",
      "Center:\n",
      " ['Boyan Pictures -studio']\n",
      "Eccentricity:  {'Shaonian Jinyiwei 2nd Season-title': 2, 'Boyan Pictures -studio': 1, 'Shaonian Jinyiwei-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Shaonian Jinyiwei 2nd Season-title': 'Boyan Pictures -studio', 'Boyan Pictures -studio': 'Shaonian Jinyiwei 2nd Season-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 5\n",
      "Number of edges: 4\n",
      "Average degree:   1.6000\n",
      "Network size: 4\n",
      "Network density (studio partition):  -3.197350036289923e-06\n",
      "Network density (title partition):  -3.4500886457151407e-08\n",
      "Average clustering coefficient: 0.8\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['The Legend of Huainanzi 2nd Season-title', 'Wei Qi Shao Nian-title', 'The Legend of Huainanzi-title', 'Xi You Ji-title']\n",
      "Center:\n",
      " ['CCTV Animation -studio']\n",
      "Eccentricity:  {'CCTV Animation -studio': 1, 'The Legend of Huainanzi 2nd Season-title': 2, 'Wei Qi Shao Nian-title': 2, 'The Legend of Huainanzi-title': 2, 'Xi You Ji-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'CCTV Animation -studio': 'Xi You Ji-title', 'Xi You Ji-title': 'CCTV Animation -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Wasureta Furi wo Shite-title', 'CEKAI -studio']\n",
      "Center:\n",
      " ['Wasureta Furi wo Shite-title', 'CEKAI -studio']\n",
      "Eccentricity:  {'Wasureta Furi wo Shite-title': 1, 'CEKAI -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Wasureta Furi wo Shite-title': 'CEKAI -studio', 'CEKAI -studio': 'Wasureta Furi wo Shite-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 3\n",
      "Number of edges: 2\n",
      "Average degree:   1.3333\n",
      "Network size: 2\n",
      "Network density (studio partition):  -1.5958151343915716e-06\n",
      "Network density (title partition):  -1.7247238911081772e-08\n",
      "Average clustering coefficient: 0.6666666666666666\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Sono Hanabira ni Kuchizuke wo: Risa x Miya Gekijou-title', 'Sono Hanabira ni Kuchizuke wo: Reo x Mai Diaries-title']\n",
      "Center:\n",
      " ['ChuChu -studio']\n",
      "Eccentricity:  {'Sono Hanabira ni Kuchizuke wo: Risa x Miya Gekijou-title': 2, 'Sono Hanabira ni Kuchizuke wo: Reo x Mai Diaries-title': 2, 'ChuChu -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Sono Hanabira ni Kuchizuke wo: Risa x Miya Gekijou-title': 'ChuChu -studio', 'ChuChu -studio': 'Sono Hanabira ni Kuchizuke wo: Risa x Miya Gekijou-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Chungeorahm Film -studio', 'Byulbyul Iyagi-title']\n",
      "Center:\n",
      " ['Chungeorahm Film -studio', 'Byulbyul Iyagi-title']\n",
      "Eccentricity:  {'Chungeorahm Film -studio': 1, 'Byulbyul Iyagi-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Chungeorahm Film -studio': 'Byulbyul Iyagi-title', 'Byulbyul Iyagi-title': 'Chungeorahm Film -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Chuubu Nihon Kyouei -studio', 'Nihon no Otogibanashi-title']\n",
      "Center:\n",
      " ['Chuubu Nihon Kyouei -studio', 'Nihon no Otogibanashi-title']\n",
      "Eccentricity:  {'Chuubu Nihon Kyouei -studio': 1, 'Nihon no Otogibanashi-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Chuubu Nihon Kyouei -studio': 'Nihon no Otogibanashi-title', 'Nihon no Otogibanashi-title': 'Chuubu Nihon Kyouei -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 5\n",
      "Number of edges: 4\n",
      "Average degree:   1.6000\n",
      "Network size: 4\n",
      "Network density (studio partition):  -3.197350036289923e-06\n",
      "Network density (title partition):  -3.4500886457151407e-08\n",
      "Average clustering coefficient: 0.5333333333333333\n",
      "Diameter: 3\n",
      "Radius: 2\n",
      "Periphery:\n",
      " ['MAZRI -studio', 'Eiga Daisuki Pompo-san-title', 'Eiga Daisuki Pompo-san (Movie)-title']\n",
      "Center:\n",
      " ['Toki no Kousa-title', 'CLAP -studio']\n",
      "Eccentricity:  {'MAZRI -studio': 3, 'Eiga Daisuki Pompo-san-title': 3, 'Toki no Kousa-title': 2, 'CLAP -studio': 2, 'Eiga Daisuki Pompo-san (Movie)-title': 3}\n",
      "\n",
      "\n",
      "Maximum matching:  {'MAZRI -studio': 'Toki no Kousa-title', 'CLAP -studio': 'Eiga Daisuki Pompo-san (Movie)-title', 'Toki no Kousa-title': 'MAZRI -studio', 'Eiga Daisuki Pompo-san (Movie)-title': 'CLAP -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 7\n",
      "Number of edges: 6\n",
      "Average degree:   1.7143\n",
      "Network size: 6\n",
      "Network density (studio partition):  -4.804635512342308e-06\n",
      "Network density (title partition):  -5.1760946210801115e-08\n",
      "Average clustering coefficient: 0.8571428571428571\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Nanocore 2nd Season-title', \"Nanocore: NG Scenes - Nano's Daily Life-title\", 'Nanocore SP Lianxi Pian 2015 Xinnian Tebie Ban-title', 'Nanocore 3rd Season-title', 'Nanocore-title', 'Nanocore 2016 Xinnian Tebie Ban-title']\n",
      "Center:\n",
      " ['Coastline Animation Studio -studio']\n",
      "Eccentricity:  {'Nanocore 2nd Season-title': 2, \"Nanocore: NG Scenes - Nano's Daily Life-title\": 2, 'Nanocore SP Lianxi Pian 2015 Xinnian Tebie Ban-title': 2, 'Nanocore 3rd Season-title': 2, 'Nanocore-title': 2, 'Coastline Animation Studio -studio': 1, 'Nanocore 2016 Xinnian Tebie Ban-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Nanocore 2nd Season-title': 'Coastline Animation Studio -studio', 'Coastline Animation Studio -studio': 'Nanocore 2nd Season-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 5\n",
      "Number of edges: 4\n",
      "Average degree:   1.6000\n",
      "Network size: 4\n",
      "Network density (studio partition):  -3.197350036289923e-06\n",
      "Network density (title partition):  -3.4500886457151407e-08\n",
      "Average clustering coefficient: 0.5333333333333333\n",
      "Diameter: 3\n",
      "Radius: 2\n",
      "Periphery:\n",
      " ['Shoujo☆Conto All Starlight-title', 'Natsunagu!-title', 'COMICSMART -studio']\n",
      "Center:\n",
      " ['Imagica Lab. -studio', 'Otona no Bouguya-san-title']\n",
      "Eccentricity:  {'Imagica Lab. -studio': 2, 'Shoujo☆Conto All Starlight-title': 3, 'Otona no Bouguya-san-title': 2, 'Natsunagu!-title': 3, 'COMICSMART -studio': 3}\n",
      "\n",
      "\n",
      "Maximum matching:  {'COMICSMART -studio': 'Otona no Bouguya-san-title', 'Imagica Lab. -studio': 'Natsunagu!-title', 'Otona no Bouguya-san-title': 'COMICSMART -studio', 'Natsunagu!-title': 'Imagica Lab. -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 6\n",
      "Number of edges: 5\n",
      "Average degree:   1.6667\n",
      "Network size: 5\n",
      "Network density (studio partition):  -4.000272018497258e-06\n",
      "Network density (title partition):  -4.313011458463802e-08\n",
      "Average clustering coefficient: 0.8333333333333334\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Xi Yang Yang Yu Hui Tai Lang: Zhi Hu Hu Sheng Wei-title', 'Xi Yang Yang Yu Hui Tai Lang-title', 'Xi Yang Yang Yu Hui Tai Lang: Zhi Kaixin Chuang Long Nian-title', 'Xi Yang Yang Yu Hui Tai Lang: Zhi Tu Nian Ding Gua Gua-title', 'Xi Yang Yang Yu Hui Tai Lang: Zhi Niu Qi Chong Tian-title']\n",
      "Center:\n",
      " ['Creative Power Entertaining -studio']\n",
      "Eccentricity:  {'Creative Power Entertaining -studio': 1, 'Xi Yang Yang Yu Hui Tai Lang: Zhi Hu Hu Sheng Wei-title': 2, 'Xi Yang Yang Yu Hui Tai Lang-title': 2, 'Xi Yang Yang Yu Hui Tai Lang: Zhi Kaixin Chuang Long Nian-title': 2, 'Xi Yang Yang Yu Hui Tai Lang: Zhi Tu Nian Ding Gua Gua-title': 2, 'Xi Yang Yang Yu Hui Tai Lang: Zhi Niu Qi Chong Tian-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Creative Power Entertaining -studio': 'Xi Yang Yang Yu Hui Tai Lang-title', 'Xi Yang Yang Yu Hui Tai Lang-title': 'Creative Power Entertaining -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Crossphere -studio', 'Nihon Omoshiro Mukashibanashi-title']\n",
      "Center:\n",
      " ['Crossphere -studio', 'Nihon Omoshiro Mukashibanashi-title']\n",
      "Eccentricity:  {'Crossphere -studio': 1, 'Nihon Omoshiro Mukashibanashi-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Crossphere -studio': 'Nihon Omoshiro Mukashibanashi-title', 'Nihon Omoshiro Mukashibanashi-title': 'Crossphere -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Cosmic Break-title', 'CyberStep -studio']\n",
      "Center:\n",
      " ['Cosmic Break-title', 'CyberStep -studio']\n",
      "Eccentricity:  {'Cosmic Break-title': 1, 'CyberStep -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Cosmic Break-title': 'CyberStep -studio', 'CyberStep -studio': 'Cosmic Break-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Robotan-title', 'Daiko -studio']\n",
      "Center:\n",
      " ['Robotan-title', 'Daiko -studio']\n",
      "Eccentricity:  {'Robotan-title': 1, 'Daiko -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Robotan-title': 'Daiko -studio', 'Daiko -studio': 'Robotan-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Benghuai 3: Reburn-title', 'Dancing CG Studio -studio']\n",
      "Center:\n",
      " ['Benghuai 3: Reburn-title', 'Dancing CG Studio -studio']\n",
      "Eccentricity:  {'Benghuai 3: Reburn-title': 1, 'Dancing CG Studio -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Benghuai 3: Reburn-title': 'Dancing CG Studio -studio', 'Dancing CG Studio -studio': 'Benghuai 3: Reburn-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 4\n",
      "Number of edges: 3\n",
      "Average degree:   1.5000\n",
      "Network size: 3\n",
      "Network density (studio partition):  -2.3958656941581606e-06\n",
      "Network density (title partition):  -2.5873261381518317e-08\n",
      "Average clustering coefficient: 0.75\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Jingju Mao Zhi Cheng Feng Polang-title', 'Jingju Mao Zhi Xinnian de Maoxian-title', 'Jingju Mao-title']\n",
      "Center:\n",
      " ['Dazzling Star -studio']\n",
      "Eccentricity:  {'Dazzling Star -studio': 1, 'Jingju Mao Zhi Cheng Feng Polang-title': 2, 'Jingju Mao Zhi Xinnian de Maoxian-title': 2, 'Jingju Mao-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Dazzling Star -studio': 'Jingju Mao Zhi Cheng Feng Polang-title', 'Jingju Mao Zhi Cheng Feng Polang-title': 'Dazzling Star -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 10\n",
      "Number of edges: 9\n",
      "Average degree:   1.8000\n",
      "Network size: 9\n",
      "Network density (studio partition):  -7.226413988410438e-06\n",
      "Network density (title partition):  -7.766306655207049e-08\n",
      "Average clustering coefficient: 0.9\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Rokuko-chan-title', 'Moving Colors-title', 'Two Tea Two-title', 'How Low Sympathy-title', 'Union Union-title', 'Coffee Tadaiku-title', 'Color Cycling-title', 'Spring has come!-title', 'Saigo no Mori: Hajimari no Hito-title']\n",
      "Center:\n",
      " ['Decovocal -studio']\n",
      "Eccentricity:  {'Rokuko-chan-title': 2, 'Decovocal -studio': 1, 'Moving Colors-title': 2, 'Two Tea Two-title': 2, 'How Low Sympathy-title': 2, 'Union Union-title': 2, 'Coffee Tadaiku-title': 2, 'Color Cycling-title': 2, 'Spring has come!-title': 2, 'Saigo no Mori: Hajimari no Hito-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Rokuko-chan-title': 'Decovocal -studio', 'Decovocal -studio': 'Rokuko-chan-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Akakichi no Eleven-title', 'DOGA Productions -studio']\n",
      "Center:\n",
      " ['Akakichi no Eleven-title', 'DOGA Productions -studio']\n",
      "Eccentricity:  {'Akakichi no Eleven-title': 1, 'DOGA Productions -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Akakichi no Eleven-title': 'DOGA Productions -studio', 'DOGA Productions -studio': 'Akakichi no Eleven-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Earth Design Works -studio', 'Beotkkotnamu Kokkiri Sup-title']\n",
      "Center:\n",
      " ['Earth Design Works -studio', 'Beotkkotnamu Kokkiri Sup-title']\n",
      "Eccentricity:  {'Earth Design Works -studio': 1, 'Beotkkotnamu Kokkiri Sup-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Earth Design Works -studio': 'Beotkkotnamu Kokkiri Sup-title', 'Beotkkotnamu Kokkiri Sup-title': 'Earth Design Works -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Flowering Heart-title', 'EBS -studio']\n",
      "Center:\n",
      " ['Flowering Heart-title', 'EBS -studio']\n",
      "Eccentricity:  {'Flowering Heart-title': 1, 'EBS -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Flowering Heart-title': 'EBS -studio', 'EBS -studio': 'Flowering Heart-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['eigoMANGA -studio', 'Padak Padak-title']\n",
      "Center:\n",
      " ['eigoMANGA -studio', 'Padak Padak-title']\n",
      "Eccentricity:  {'eigoMANGA -studio': 1, 'Padak Padak-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'eigoMANGA -studio': 'Padak Padak-title', 'Padak Padak-title': 'eigoMANGA -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 3\n",
      "Number of edges: 2\n",
      "Average degree:   1.3333\n",
      "Network size: 2\n",
      "Network density (studio partition):  -1.5958151343915716e-06\n",
      "Network density (title partition):  -1.7247238911081772e-08\n",
      "Average clustering coefficient: 0.6666666666666666\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Maou-sama, Retry!-title', 'Fumikiri Jikan-title']\n",
      "Center:\n",
      " ['EKACHI EPILKA -studio']\n",
      "Eccentricity:  {'Maou-sama, Retry!-title': 2, 'Fumikiri Jikan-title': 2, 'EKACHI EPILKA -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Maou-sama, Retry!-title': 'EKACHI EPILKA -studio', 'EKACHI EPILKA -studio': 'Maou-sama, Retry!-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Kaze no You ni-title', 'Ekura Animal -studio']\n",
      "Center:\n",
      " ['Kaze no You ni-title', 'Ekura Animal -studio']\n",
      "Eccentricity:  {'Kaze no You ni-title': 1, 'Ekura Animal -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Kaze no You ni-title': 'Ekura Animal -studio', 'Ekura Animal -studio': 'Kaze no You ni-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Cream Lemon: New Generation-title', 'Fairy Dust -studio']\n",
      "Center:\n",
      " ['Cream Lemon: New Generation-title', 'Fairy Dust -studio']\n",
      "Eccentricity:  {'Cream Lemon: New Generation-title': 1, 'Fairy Dust -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Cream Lemon: New Generation-title': 'Fairy Dust -studio', 'Fairy Dust -studio': 'Cream Lemon: New Generation-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 64\n",
      "Number of edges: 63\n",
      "Average degree:   1.9688\n",
      "Network size: 63\n",
      "Network density (studio partition):  -5.316917841803971e-05\n",
      "Network density (title partition):  -5.463835393893098e-07\n",
      "Average clustering coefficient: 0.9088196293685611\n",
      "Diameter: 6\n",
      "Radius: 3\n",
      "Periphery:\n",
      " ['Nagisa-title', 'Teleport-title', 'Shounen-title', 'Escape from Tsuki no Uragawa Zoo-title', 'Koto no Shidai-title', 'Ryuusei Girl-title', 'Gekkou Shokudou-title', 'Bedtime Candy 2-gou-title', 'Skirt-title', 'fake!fake!-title', 'Islay-title', 'Senro wa Tsudzuku yo Dokomademo-title', 'Beam!-title', 'One and Three Four-title', 'Ame no Bus Stop-hen-title', 'Haru Yasumi no Yoru-title', 'Happy Hour-title', 'Anygedybudybombom-title', 'Tele◯Potion-title', 'Revenge of Green Mutant-title', 'Dare no Tame ni Sakura wa Saku-title', 'Cute Kenkyuukai-title', 'Toute wa Sono Kotae-title', 'Gene-title', 'Gregorio-title', 'Hizumu Realism-title', 'Swan-title', 'Jitensha-hen-title', 'Sun-title', 'Chokotto Kamen feat. Inoue Kikuko-title', 'Sun Set Sun-title', 'Many Mary-title', 'Circles-title', 'Honky Tonk Women-title', 'Cherry Blossom (Music)-title', 'Machibouke (2017)-title', 'Jack Nicholson-title', 'Kokuen-title', 'Graduation-title', 'Ashita e Mukau Hito-title', 'Refrain-title', 'The Starry Night-title', 'Lina Poe Poe-title', 'Swap-title', 'Hane-title', 'Storywriter-title']\n",
      "Center:\n",
      " ['Saigo no Shudan -studio']\n",
      "Eccentricity:  {'Nagisa-title': 6, 'Teleport-title': 6, 'Shounen-title': 6, 'Escape from Tsuki no Uragawa Zoo-title': 6, 'Koto no Shidai-title': 6, 'Ryuusei Girl-title': 6, 'Gekkou Shokudou-title': 6, 'Mizu no Naka no Suisougaku-title': 4, 'Banana ga Suki-title': 4, 'New Yoku feat. Chan-Mika-title': 4, 'Bedtime Candy 2-gou-title': 6, 'Skirt-title': 6, 'fake!fake!-title': 6, 'Islay-title': 6, 'Senro wa Tsudzuku yo Dokomademo-title': 6, 'Space Shower Music -studio': 5, 'Beam!-title': 6, 'One and Three Four-title': 6, 'Ame no Bus Stop-hen-title': 6, 'Jijii: Owari no Hajimari-title': 4, 'Haru Yasumi no Yoru-title': 6, 'Catalyst-title': 4, 'Happy Hour-title': 6, 'Kanabun no Koushin-title': 4, 'Anygedybudybombom-title': 6, 'Tele◯Potion-title': 6, 'Houkago no Thesaurus-title': 4, 'Revenge of Green Mutant-title': 6, 'Dare no Tame ni Sakura wa Saku-title': 6, 'Cute Kenkyuukai-title': 6, \"Relaxin'-title\": 4, 'Toute wa Sono Kotae-title': 6, 'Gene-title': 6, 'Sensou no Tsukurikata-title': 4, 'Gregorio-title': 6, 'Hizumu Realism-title': 6, 'Swan-title': 6, 'Oniwa no Soto-title': 4, 'Jitensha-hen-title': 6, 'Sun-title': 6, 'Chokotto Kamen feat. Inoue Kikuko-title': 6, 'Sun Set Sun-title': 6, 'Many Mary-title': 6, 'Tokyo Art Month-title': 4, 'Circles-title': 6, 'Honky Tonk Women-title': 6, 'Adobe Student and Teacher Edition-title': 4, 'Cherry Blossom (Music)-title': 6, 'Machibouke (2017)-title': 6, 'Jack Nicholson-title': 6, 'Kokuen-title': 6, 'Ongaku wa Tomatta-title': 4, 'Graduation-title': 6, 'Saigo no Shudan -studio': 3, 'Felicity -studio': 5, 'Ashita e Mukau Hito-title': 6, 'Kensaku Shounen-title': 4, 'Refrain-title': 6, 'The Starry Night-title': 6, 'Lina Poe Poe-title': 6, 'Swap-title': 6, 'Kunchi-title': 4, 'Hane-title': 6, 'Storywriter-title': 6}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Nagisa-title': 'Space Shower Music -studio', 'Shounen-title': 'Felicity -studio', 'Mizu no Naka no Suisougaku-title': 'Saigo no Shudan -studio', 'Space Shower Music -studio': 'Nagisa-title', 'Saigo no Shudan -studio': 'Mizu no Naka no Suisougaku-title', 'Felicity -studio': 'Shounen-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 3\n",
      "Number of edges: 2\n",
      "Average degree:   1.3333\n",
      "Network size: 2\n",
      "Network density (studio partition):  -1.5958151343915716e-06\n",
      "Network density (title partition):  -1.7247238911081772e-08\n",
      "Average clustering coefficient: 0.6666666666666666\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Micchiri Neko March-title', 'Micchiri Neko-title']\n",
      "Center:\n",
      " ['Frencel -studio']\n",
      "Eccentricity:  {'Micchiri Neko March-title': 2, 'Frencel -studio': 1, 'Micchiri Neko-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Micchiri Neko March-title': 'Frencel -studio', 'Frencel -studio': 'Micchiri Neko March-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Phantom of the Kill: Zero kara no Hangyaku-title', 'Fuji&gumi Games -studio']\n",
      "Center:\n",
      " ['Phantom of the Kill: Zero kara no Hangyaku-title', 'Fuji&gumi Games -studio']\n",
      "Eccentricity:  {'Phantom of the Kill: Zero kara no Hangyaku-title': 1, 'Fuji&gumi Games -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Phantom of the Kill: Zero kara no Hangyaku-title': 'Fuji&gumi Games -studio', 'Fuji&gumi Games -studio': 'Phantom of the Kill: Zero kara no Hangyaku-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Ribbon-title', 'FUJIYAMA PROJECT JAPAN -studio']\n",
      "Center:\n",
      " ['Ribbon-title', 'FUJIYAMA PROJECT JAPAN -studio']\n",
      "Eccentricity:  {'Ribbon-title': 1, 'FUJIYAMA PROJECT JAPAN -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Ribbon-title': 'FUJIYAMA PROJECT JAPAN -studio', 'FUJIYAMA PROJECT JAPAN -studio': 'Ribbon-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 6\n",
      "Number of edges: 5\n",
      "Average degree:   1.6667\n",
      "Network size: 5\n",
      "Network density (studio partition):  -4.000272018497258e-06\n",
      "Network density (title partition):  -4.313011458463802e-08\n",
      "Average clustering coefficient: 0.8333333333333334\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Kabushikigaisha G-anime Saiyou Concept Movie-title', 'Kyoei Tankou-sho-title', 'Hakata Mentai! Pirikarako-chan-title', 'Ganbare! Kakure Ase Project-title', 'Taisetsu na Kazoku wo Tsutsumu, Sono Te.-title']\n",
      "Center:\n",
      " ['G-angle -studio']\n",
      "Eccentricity:  {'Kabushikigaisha G-anime Saiyou Concept Movie-title': 2, 'G-angle -studio': 1, 'Kyoei Tankou-sho-title': 2, 'Hakata Mentai! Pirikarako-chan-title': 2, 'Ganbare! Kakure Ase Project-title': 2, 'Taisetsu na Kazoku wo Tsutsumu, Sono Te.-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Kabushikigaisha G-anime Saiyou Concept Movie-title': 'G-angle -studio', 'G-angle -studio': 'Kabushikigaisha G-anime Saiyou Concept Movie-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 3\n",
      "Number of edges: 2\n",
      "Average degree:   1.3333\n",
      "Network size: 2\n",
      "Network density (studio partition):  -1.5958151343915716e-06\n",
      "Network density (title partition):  -1.7247238911081772e-08\n",
      "Average clustering coefficient: 0.6666666666666666\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Urashimasakatasen no Nichijou-title', 'Urashimasakatasen no Nichijou Special-title']\n",
      "Center:\n",
      " ['Gainax Kyoto -studio']\n",
      "Eccentricity:  {'Urashimasakatasen no Nichijou-title': 2, 'Gainax Kyoto -studio': 1, 'Urashimasakatasen no Nichijou Special-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Urashimasakatasen no Nichijou-title': 'Gainax Kyoto -studio', 'Gainax Kyoto -studio': 'Urashimasakatasen no Nichijou-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 41\n",
      "Number of edges: 40\n",
      "Average degree:   1.9512\n",
      "Network size: 40\n",
      "Network density (studio partition):  -3.30392837083292e-05\n",
      "Network density (title partition):  -3.461665045309301e-07\n",
      "Average clustering coefficient: 0.975609756097561\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Hokori Inu no Hanashi-title', 'Ryou-title', 'Out of My Mind-title', 'Walls-title', 'Yakusoku (2011)-title', 'Akichi Asobi: Playground-title', 'Tsukiyo & Opal-title', 'Katasumi no Uroko-title', 'Arara-title', 'Furidashi-title', 'Ishikeri-title', 'Kara no Tamago-title', 'Idea ga Tsukamaranai.-title', 'A Brightening Life-title', 'Usalullaby-title', 'Zenbu Wakatteru-title', 'Yasashii March: The Tender March-title', 'Shiroi Unabara-title', 'Aa / ii-title', 'Fusuma no Oku-title', 'Tsumamareru Koma-title', 'Ringing City-title', \"I'm Here-title\", 'Tamayura no Yume-title', 'Googuri Googuri-title', 'Taberu Hitotachi-title', 'Yodomi no Sakagi-title', 'Through the Windows-title', 'Tumbled Cat-title', 'Sakana no Iu Koto wo Kiku-title', 'Kuroi Neko-title', '00:08-title', 'The Closet-title', 'Wakaranai Buta-title', 'Templex-title', 'Kitsune Tsuki-title', 'Kuchao-title', 'Mofumofuiction-title', 'Yubi wo Nusunda Onna-title', 'Scripta Volant-title']\n",
      "Center:\n",
      " ['Geidai Animation -studio']\n",
      "Eccentricity:  {'Hokori Inu no Hanashi-title': 2, 'Geidai Animation -studio': 1, 'Ryou-title': 2, 'Out of My Mind-title': 2, 'Walls-title': 2, 'Yakusoku (2011)-title': 2, 'Akichi Asobi: Playground-title': 2, 'Tsukiyo & Opal-title': 2, 'Katasumi no Uroko-title': 2, 'Arara-title': 2, 'Furidashi-title': 2, 'Ishikeri-title': 2, 'Kara no Tamago-title': 2, 'Idea ga Tsukamaranai.-title': 2, 'A Brightening Life-title': 2, 'Usalullaby-title': 2, 'Zenbu Wakatteru-title': 2, 'Yasashii March: The Tender March-title': 2, 'Shiroi Unabara-title': 2, 'Aa / ii-title': 2, 'Fusuma no Oku-title': 2, 'Tsumamareru Koma-title': 2, 'Ringing City-title': 2, \"I'm Here-title\": 2, 'Tamayura no Yume-title': 2, 'Googuri Googuri-title': 2, 'Taberu Hitotachi-title': 2, 'Yodomi no Sakagi-title': 2, 'Through the Windows-title': 2, 'Tumbled Cat-title': 2, 'Sakana no Iu Koto wo Kiku-title': 2, 'Kuroi Neko-title': 2, '00:08-title': 2, 'The Closet-title': 2, 'Wakaranai Buta-title': 2, 'Templex-title': 2, 'Kitsune Tsuki-title': 2, 'Kuchao-title': 2, 'Mofumofuiction-title': 2, 'Yubi wo Nusunda Onna-title': 2, 'Scripta Volant-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Hokori Inu no Hanashi-title': 'Geidai Animation -studio', 'Geidai Animation -studio': 'Hokori Inu no Hanashi-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 3\n",
      "Number of edges: 2\n",
      "Average degree:   1.3333\n",
      "Network size: 2\n",
      "Network density (studio partition):  -1.5958151343915716e-06\n",
      "Network density (title partition):  -1.7247238911081772e-08\n",
      "Average clustering coefficient: 0.6666666666666666\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Ahiru Rikusentai-title', 'Momotarou no Umiwashi-title']\n",
      "Center:\n",
      " ['Geijutsu Eigasha -studio']\n",
      "Eccentricity:  {'Geijutsu Eigasha -studio': 1, 'Ahiru Rikusentai-title': 2, 'Momotarou no Umiwashi-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Geijutsu Eigasha -studio': 'Momotarou no Umiwashi-title', 'Momotarou no Umiwashi-title': 'Geijutsu Eigasha -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Gendai Production -studio', 'Ashita no Kibou: Kanashimi yo Arigatou - Takae Tsuneo Monogatari-title']\n",
      "Center:\n",
      " ['Gendai Production -studio', 'Ashita no Kibou: Kanashimi yo Arigatou - Takae Tsuneo Monogatari-title']\n",
      "Eccentricity:  {'Gendai Production -studio': 1, 'Ashita no Kibou: Kanashimi yo Arigatou - Takae Tsuneo Monogatari-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Gendai Production -studio': 'Ashita no Kibou: Kanashimi yo Arigatou - Takae Tsuneo Monogatari-title', 'Ashita no Kibou: Kanashimi yo Arigatou - Takae Tsuneo Monogatari-title': 'Gendai Production -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Genie Music -studio', \"I'm Just Me-title\"]\n",
      "Center:\n",
      " ['Genie Music -studio', \"I'm Just Me-title\"]\n",
      "Eccentricity:  {'Genie Music -studio': 1, \"I'm Just Me-title\": 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Genie Music -studio': \"I'm Just Me-title\", \"I'm Just Me-title\": 'Genie Music -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['GODxDOG Production -studio', 'Life no Color-title']\n",
      "Center:\n",
      " ['GODxDOG Production -studio', 'Life no Color-title']\n",
      "Eccentricity:  {'GODxDOG Production -studio': 1, 'Life no Color-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'GODxDOG Production -studio': 'Life no Color-title', 'Life no Color-title': 'GODxDOG Production -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Alice in Cyberland-title', 'Glams -studio']\n",
      "Center:\n",
      " ['Alice in Cyberland-title', 'Glams -studio']\n",
      "Eccentricity:  {'Alice in Cyberland-title': 1, 'Glams -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Alice in Cyberland-title': 'Glams -studio', 'Glams -studio': 'Alice in Cyberland-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 3\n",
      "Number of edges: 2\n",
      "Average degree:   1.3333\n",
      "Network size: 2\n",
      "Network density (studio partition):  -1.5958151343915716e-06\n",
      "Network density (title partition):  -1.7247238911081772e-08\n",
      "Average clustering coefficient: 0.6666666666666666\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['New Hal & Bons-title', 'Hal & Bons-title']\n",
      "Center:\n",
      " ['Grasshoppa! -studio']\n",
      "Eccentricity:  {'Grasshoppa! -studio': 1, 'New Hal & Bons-title': 2, 'Hal & Bons-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Grasshoppa! -studio': 'Hal & Bons-title', 'Hal & Bons-title': 'Grasshoppa! -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Green Bunny -studio', 'De:vadasy-title']\n",
      "Center:\n",
      " ['Green Bunny -studio', 'De:vadasy-title']\n",
      "Eccentricity:  {'Green Bunny -studio': 1, 'De:vadasy-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Green Bunny -studio': 'De:vadasy-title', 'De:vadasy-title': 'Green Bunny -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['The King of Fighters: Destiny-title', 'iDRAGONS Creative Studio -studio']\n",
      "Center:\n",
      " ['The King of Fighters: Destiny-title', 'iDRAGONS Creative Studio -studio']\n",
      "Eccentricity:  {'The King of Fighters: Destiny-title': 1, 'iDRAGONS Creative Studio -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'The King of Fighters: Destiny-title': 'iDRAGONS Creative Studio -studio', 'iDRAGONS Creative Studio -studio': 'The King of Fighters: Destiny-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Time Driver: Bokura ga Kaita Mirai-title', 'Imagica Imageworks -studio']\n",
      "Center:\n",
      " ['Time Driver: Bokura ga Kaita Mirai-title', 'Imagica Imageworks -studio']\n",
      "Eccentricity:  {'Time Driver: Bokura ga Kaita Mirai-title': 1, 'Imagica Imageworks -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Time Driver: Bokura ga Kaita Mirai-title': 'Imagica Imageworks -studio', 'Imagica Imageworks -studio': 'Time Driver: Bokura ga Kaita Mirai-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Memory of Red-title', 'Imagica West -studio']\n",
      "Center:\n",
      " ['Memory of Red-title', 'Imagica West -studio']\n",
      "Eccentricity:  {'Memory of Red-title': 1, 'Imagica West -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Memory of Red-title': 'Imagica West -studio', 'Imagica West -studio': 'Memory of Red-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Itasca Studio -studio', 'Gang-aji Ttong-title']\n",
      "Center:\n",
      " ['Itasca Studio -studio', 'Gang-aji Ttong-title']\n",
      "Eccentricity:  {'Itasca Studio -studio': 1, 'Gang-aji Ttong-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Itasca Studio -studio': 'Gang-aji Ttong-title', 'Gang-aji Ttong-title': 'Itasca Studio -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 5\n",
      "Number of edges: 4\n",
      "Average degree:   1.6000\n",
      "Network size: 4\n",
      "Network density (studio partition):  -3.197350036289923e-06\n",
      "Network density (title partition):  -3.4500886457151407e-08\n",
      "Average clustering coefficient: 0.8\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Arms Rally-title', 'Kotatsu Neko (TV)-title', 'Hashi no Mukou-title', 'Sockies: Frontier Quest-title']\n",
      "Center:\n",
      " ['Iyasakadou Film -studio']\n",
      "Eccentricity:  {'Arms Rally-title': 2, 'Kotatsu Neko (TV)-title': 2, 'Hashi no Mukou-title': 2, 'Iyasakadou Film -studio': 1, 'Sockies: Frontier Quest-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Arms Rally-title': 'Iyasakadou Film -studio', 'Iyasakadou Film -studio': 'Arms Rally-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Miracle☆Girls-title', 'Japan Taps -studio']\n",
      "Center:\n",
      " ['Miracle☆Girls-title', 'Japan Taps -studio']\n",
      "Eccentricity:  {'Miracle☆Girls-title': 1, 'Japan Taps -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Miracle☆Girls-title': 'Japan Taps -studio', 'Japan Taps -studio': 'Miracle☆Girls-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['JJJOY Animation Studios -studio', 'Gonfu Tu Yu Cai Bao Gou-title']\n",
      "Center:\n",
      " ['JJJOY Animation Studios -studio', 'Gonfu Tu Yu Cai Bao Gou-title']\n",
      "Eccentricity:  {'JJJOY Animation Studios -studio': 1, 'Gonfu Tu Yu Cai Bao Gou-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'JJJOY Animation Studios -studio': 'Gonfu Tu Yu Cai Bao Gou-title', 'Gonfu Tu Yu Cai Bao Gou-title': 'JJJOY Animation Studios -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Kaca Entertainment -studio', 'Beng Huai Xinghe-title']\n",
      "Center:\n",
      " ['Kaca Entertainment -studio', 'Beng Huai Xinghe-title']\n",
      "Eccentricity:  {'Kaca Entertainment -studio': 1, 'Beng Huai Xinghe-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Kaca Entertainment -studio': 'Beng Huai Xinghe-title', 'Beng Huai Xinghe-title': 'Kaca Entertainment -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Starly Girls: Episode Starsia-title', 'Kadokawa Games -studio']\n",
      "Center:\n",
      " ['Starly Girls: Episode Starsia-title', 'Kadokawa Games -studio']\n",
      "Eccentricity:  {'Starly Girls: Episode Starsia-title': 1, 'Kadokawa Games -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Starly Girls: Episode Starsia-title': 'Kadokawa Games -studio', 'Kadokawa Games -studio': 'Starly Girls: Episode Starsia-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 3\n",
      "Number of edges: 2\n",
      "Average degree:   1.3333\n",
      "Network size: 2\n",
      "Network density (studio partition):  -1.5958151343915716e-06\n",
      "Network density (title partition):  -1.7247238911081772e-08\n",
      "Average clustering coefficient: 0.6666666666666666\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Hyakubanme no Saru-title', 'Oni no Ko to Yuki Usagi-title']\n",
      "Center:\n",
      " ['Kyowa Film -studio']\n",
      "Eccentricity:  {'Hyakubanme no Saru-title': 2, 'Oni no Ko to Yuki Usagi-title': 2, 'Kyowa Film -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Hyakubanme no Saru-title': 'Kyowa Film -studio', 'Kyowa Film -studio': 'Hyakubanme no Saru-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 3\n",
      "Number of edges: 2\n",
      "Average degree:   1.3333\n",
      "Network size: 2\n",
      "Network density (studio partition):  -1.5958151343915716e-06\n",
      "Network density (title partition):  -1.7247238911081772e-08\n",
      "Average clustering coefficient: 0.6666666666666666\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['X Maiden: Izakaya Tamaki-title', 'X Maiden-title']\n",
      "Center:\n",
      " ['Lambert -studio']\n",
      "Eccentricity:  {'X Maiden: Izakaya Tamaki-title': 2, 'Lambert -studio': 1, 'X Maiden-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'X Maiden: Izakaya Tamaki-title': 'Lambert -studio', 'Lambert -studio': 'X Maiden: Izakaya Tamaki-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 7\n",
      "Number of edges: 6\n",
      "Average degree:   1.7143\n",
      "Network size: 6\n",
      "Network density (studio partition):  -4.804635512342308e-06\n",
      "Network density (title partition):  -5.1760946210801115e-08\n",
      "Average clustering coefficient: 0.8571428571428571\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Riding the Storm-title', 'Survivor-title', 'Ishitsubutsu Toriatsukaijo-title', 'Love Will Find the Way Back Home-title', 'Samurai (2011)-title', 'Yuu no Mahou-title']\n",
      "Center:\n",
      " ['Lastrum Music -studio']\n",
      "Eccentricity:  {'Riding the Storm-title': 2, 'Survivor-title': 2, 'Ishitsubutsu Toriatsukaijo-title': 2, 'Love Will Find the Way Back Home-title': 2, 'Lastrum Music -studio': 1, 'Samurai (2011)-title': 2, 'Yuu no Mahou-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Riding the Storm-title': 'Lastrum Music -studio', 'Lastrum Music -studio': 'Riding the Storm-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 3\n",
      "Number of edges: 2\n",
      "Average degree:   1.3333\n",
      "Network size: 2\n",
      "Network density (studio partition):  -1.5958151343915716e-06\n",
      "Network density (title partition):  -1.7247238911081772e-08\n",
      "Average clustering coefficient: 0.6666666666666666\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['The Lamp Man-title', 'Beyond Creation-title']\n",
      "Center:\n",
      " ['Live2D Creative Studio -studio']\n",
      "Eccentricity:  {'Live2D Creative Studio -studio': 1, 'The Lamp Man-title': 2, 'Beyond Creation-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Live2D Creative Studio -studio': 'Beyond Creation-title', 'Beyond Creation-title': 'Live2D Creative Studio -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 5\n",
      "Number of edges: 4\n",
      "Average degree:   1.6000\n",
      "Network size: 4\n",
      "Network density (studio partition):  -3.197350036289923e-06\n",
      "Network density (title partition):  -3.4500886457151407e-08\n",
      "Average clustering coefficient: 0.4333333333333333\n",
      "Diameter: 4\n",
      "Radius: 2\n",
      "Periphery:\n",
      " ['2-title', 'Kimi no Machi nimo Ame wa Furu no Kai?-title']\n",
      "Center:\n",
      " ['Sonna Yoru-title']\n",
      "Eccentricity:  {'Sonna Yoru-title': 2, '2-title': 4, 'Kimi no Machi nimo Ame wa Furu no Kai?-title': 4, 'WHOPPERS -studio': 3, 'Lute -studio': 3}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Sonna Yoru-title': 'Lute -studio', 'Kimi no Machi nimo Ame wa Furu no Kai?-title': 'WHOPPERS -studio', 'WHOPPERS -studio': 'Kimi no Machi nimo Ame wa Furu no Kai?-title', 'Lute -studio': 'Sonna Yoru-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 3\n",
      "Number of edges: 2\n",
      "Average degree:   1.3333\n",
      "Network size: 2\n",
      "Network density (studio partition):  -1.5958151343915716e-06\n",
      "Network density (title partition):  -1.7247238911081772e-08\n",
      "Average clustering coefficient: 0.6666666666666666\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Touhou Niji Sousaku Doujin Anime: Musou Kakyou Special-title', 'Touhou Niji Sousaku Doujin Anime: Musou Kakyou-title']\n",
      "Center:\n",
      " ['Maikaze -studio']\n",
      "Eccentricity:  {'Touhou Niji Sousaku Doujin Anime: Musou Kakyou Special-title': 2, 'Maikaze -studio': 1, 'Touhou Niji Sousaku Doujin Anime: Musou Kakyou-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Touhou Niji Sousaku Doujin Anime: Musou Kakyou Special-title': 'Maikaze -studio', 'Maikaze -studio': 'Touhou Niji Sousaku Doujin Anime: Musou Kakyou Special-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 3\n",
      "Number of edges: 2\n",
      "Average degree:   1.3333\n",
      "Network size: 2\n",
      "Network density (studio partition):  -1.5958151343915716e-06\n",
      "Network density (title partition):  -1.7247238911081772e-08\n",
      "Average clustering coefficient: 0.6666666666666666\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Shining Star: Saeroun Luna-Queen-ui Tansaeng!-title', 'Shining Star-title']\n",
      "Center:\n",
      " ['Maro Studio -studio']\n",
      "Eccentricity:  {'Shining Star: Saeroun Luna-Queen-ui Tansaeng!-title': 2, 'Maro Studio -studio': 1, 'Shining Star-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Shining Star: Saeroun Luna-Queen-ui Tansaeng!-title': 'Maro Studio -studio', 'Maro Studio -studio': 'Shining Star: Saeroun Luna-Queen-ui Tansaeng!-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Yoshino no Hime-title', 'Maru Production -studio']\n",
      "Center:\n",
      " ['Yoshino no Hime-title', 'Maru Production -studio']\n",
      "Eccentricity:  {'Yoshino no Hime-title': 1, 'Maru Production -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Yoshino no Hime-title': 'Maru Production -studio', 'Maru Production -studio': 'Yoshino no Hime-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Maxell E-Cube -studio', 'The Siamese: First Mission-title']\n",
      "Center:\n",
      " ['Maxell E-Cube -studio', 'The Siamese: First Mission-title']\n",
      "Eccentricity:  {'Maxell E-Cube -studio': 1, 'The Siamese: First Mission-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Maxell E-Cube -studio': 'The Siamese: First Mission-title', 'The Siamese: First Mission-title': 'Maxell E-Cube -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Mirai Records -studio', 'Cerberus-title']\n",
      "Center:\n",
      " ['Mirai Records -studio', 'Cerberus-title']\n",
      "Eccentricity:  {'Mirai Records -studio': 1, 'Cerberus-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Mirai Records -studio': 'Cerberus-title', 'Cerberus-title': 'Mirai Records -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Robotic Girl-title', 'Miraicha Records -studio']\n",
      "Center:\n",
      " ['Robotic Girl-title', 'Miraicha Records -studio']\n",
      "Eccentricity:  {'Robotic Girl-title': 1, 'Miraicha Records -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Robotic Girl-title': 'Miraicha Records -studio', 'Miraicha Records -studio': 'Robotic Girl-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Midori-ko-title', 'Mistral Japan -studio']\n",
      "Center:\n",
      " ['Midori-ko-title', 'Mistral Japan -studio']\n",
      "Eccentricity:  {'Midori-ko-title': 1, 'Mistral Japan -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Midori-ko-title': 'Mistral Japan -studio', 'Mistral Japan -studio': 'Midori-ko-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Qiang Shen Ji-title', 'Mokai Technology -studio']\n",
      "Center:\n",
      " ['Qiang Shen Ji-title', 'Mokai Technology -studio']\n",
      "Eccentricity:  {'Qiang Shen Ji-title': 1, 'Mokai Technology -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Qiang Shen Ji-title': 'Mokai Technology -studio', 'Mokai Technology -studio': 'Qiang Shen Ji-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 3\n",
      "Number of edges: 2\n",
      "Average degree:   1.3333\n",
      "Network size: 2\n",
      "Network density (studio partition):  -1.5958151343915716e-06\n",
      "Network density (title partition):  -1.7247238911081772e-08\n",
      "Average clustering coefficient: 0.6666666666666666\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Black Ocean-title', 'TeNiOE-title']\n",
      "Center:\n",
      " ['Monomusik -studio']\n",
      "Eccentricity:  {'Monomusik -studio': 1, 'Black Ocean-title': 2, 'TeNiOE-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Monomusik -studio': 'Black Ocean-title', 'Black Ocean-title': 'Monomusik -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " [\"Monster's Egg -studio\", 'Odoru Mowai-kun-title']\n",
      "Center:\n",
      " [\"Monster's Egg -studio\", 'Odoru Mowai-kun-title']\n",
      "Eccentricity:  {\"Monster's Egg -studio\": 1, 'Odoru Mowai-kun-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {\"Monster's Egg -studio\": 'Odoru Mowai-kun-title', 'Odoru Mowai-kun-title': \"Monster's Egg -studio\"}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 3\n",
      "Number of edges: 2\n",
      "Average degree:   1.3333\n",
      "Network size: 2\n",
      "Network density (studio partition):  -1.5958151343915716e-06\n",
      "Network density (title partition):  -1.7247238911081772e-08\n",
      "Average clustering coefficient: 0.6666666666666666\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Fukuyama Gekijou: Natsu no Himitsu-title', 'Sin in the Rain-title']\n",
      "Center:\n",
      " ['Mook Animation -studio']\n",
      "Eccentricity:  {'Fukuyama Gekijou: Natsu no Himitsu-title': 2, 'Sin in the Rain-title': 2, 'Mook Animation -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Fukuyama Gekijou: Natsu no Himitsu-title': 'Mook Animation -studio', 'Mook Animation -studio': 'Fukuyama Gekijou: Natsu no Himitsu-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['MORIE Inc. -studio', 'Nautilus-title']\n",
      "Center:\n",
      " ['MORIE Inc. -studio', 'Nautilus-title']\n",
      "Eccentricity:  {'MORIE Inc. -studio': 1, 'Nautilus-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'MORIE Inc. -studio': 'Nautilus-title', 'Nautilus-title': 'MORIE Inc. -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 4\n",
      "Number of edges: 3\n",
      "Average degree:   1.5000\n",
      "Network size: 3\n",
      "Network density (studio partition):  -2.3958656941581606e-06\n",
      "Network density (title partition):  -2.5873261381518317e-08\n",
      "Average clustering coefficient: 0.75\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Tatakae! Osper-title', 'Tobidase! Bacchiri-title', 'Bouken Shounen Shadar-title']\n",
      "Center:\n",
      " ['Nihon Hoso Eigasha -studio']\n",
      "Eccentricity:  {'Tatakae! Osper-title': 2, 'Nihon Hoso Eigasha -studio': 1, 'Tobidase! Bacchiri-title': 2, 'Bouken Shounen Shadar-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Tatakae! Osper-title': 'Nihon Hoso Eigasha -studio', 'Nihon Hoso Eigasha -studio': 'Tatakae! Osper-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Nikkatsu Mukojima -studio', 'Yume no Jidousha-title']\n",
      "Center:\n",
      " ['Nikkatsu Mukojima -studio', 'Yume no Jidousha-title']\n",
      "Eccentricity:  {'Nikkatsu Mukojima -studio': 1, 'Yume no Jidousha-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Nikkatsu Mukojima -studio': 'Yume no Jidousha-title', 'Yume no Jidousha-title': 'Nikkatsu Mukojima -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Nippon Ramayana Film Co. -studio', 'Ramayana: The Legend of Prince Rama-title']\n",
      "Center:\n",
      " ['Nippon Ramayana Film Co. -studio', 'Ramayana: The Legend of Prince Rama-title']\n",
      "Eccentricity:  {'Nippon Ramayana Film Co. -studio': 1, 'Ramayana: The Legend of Prince Rama-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Nippon Ramayana Film Co. -studio': 'Ramayana: The Legend of Prince Rama-title', 'Ramayana: The Legend of Prince Rama-title': 'Nippon Ramayana Film Co. -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Nishiki Studio -studio', 'Cocolors-title']\n",
      "Center:\n",
      " ['Nishiki Studio -studio', 'Cocolors-title']\n",
      "Eccentricity:  {'Nishiki Studio -studio': 1, 'Cocolors-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Nishiki Studio -studio': 'Cocolors-title', 'Cocolors-title': 'Nishiki Studio -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['October Media -studio', 'Xiyouji zhi Dasheng Guilai-title']\n",
      "Center:\n",
      " ['October Media -studio', 'Xiyouji zhi Dasheng Guilai-title']\n",
      "Eccentricity:  {'October Media -studio': 1, 'Xiyouji zhi Dasheng Guilai-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'October Media -studio': 'Xiyouji zhi Dasheng Guilai-title', 'Xiyouji zhi Dasheng Guilai-title': 'October Media -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Office AO -studio', 'Medaka no Gakkou-title']\n",
      "Center:\n",
      " ['Office AO -studio', 'Medaka no Gakkou-title']\n",
      "Eccentricity:  {'Office AO -studio': 1, 'Medaka no Gakkou-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Office AO -studio': 'Medaka no Gakkou-title', 'Medaka no Gakkou-title': 'Office AO -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Office DCI -studio', 'Wakako-zake-title']\n",
      "Center:\n",
      " ['Office DCI -studio', 'Wakako-zake-title']\n",
      "Eccentricity:  {'Office DCI -studio': 1, 'Wakako-zake-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Office DCI -studio': 'Wakako-zake-title', 'Wakako-zake-title': 'Office DCI -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Barnacle Lou-title', 'Olive Studio -studio']\n",
      "Center:\n",
      " ['Barnacle Lou-title', 'Olive Studio -studio']\n",
      "Eccentricity:  {'Barnacle Lou-title': 1, 'Olive Studio -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Barnacle Lou-title': 'Olive Studio -studio', 'Olive Studio -studio': 'Barnacle Lou-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Matsubara-kun-title', 'Osaka University of Arts -studio']\n",
      "Center:\n",
      " ['Matsubara-kun-title', 'Osaka University of Arts -studio']\n",
      "Eccentricity:  {'Matsubara-kun-title': 1, 'Osaka University of Arts -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Matsubara-kun-title': 'Osaka University of Arts -studio', 'Osaka University of Arts -studio': 'Matsubara-kun-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 5\n",
      "Number of edges: 4\n",
      "Average degree:   1.6000\n",
      "Network size: 4\n",
      "Network density (studio partition):  -3.197350036289923e-06\n",
      "Network density (title partition):  -3.4500886457151407e-08\n",
      "Average clustering coefficient: 0.8\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Kai Ten Ryo Kou Ki with Tavito Nanao-title', 'Jah Jhaka-title', 'Royal Memories-title', 'Soccer-title']\n",
      "Center:\n",
      " ['P-Vine Records -studio']\n",
      "Eccentricity:  {'P-Vine Records -studio': 1, 'Kai Ten Ryo Kou Ki with Tavito Nanao-title': 2, 'Jah Jhaka-title': 2, 'Royal Memories-title': 2, 'Soccer-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'P-Vine Records -studio': 'Soccer-title', 'Soccer-title': 'P-Vine Records -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 8\n",
      "Number of edges: 7\n",
      "Average degree:   1.7500\n",
      "Network size: 7\n",
      "Network density (studio partition):  -5.610444403301185e-06\n",
      "Network density (title partition):  -6.039338178262972e-08\n",
      "Average clustering coefficient: 0.875\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Menghuan Shuyuan: Youxue Ji-title', 'Bai Gui Youeryuan 3rd Season-title', 'Bai Gui Youeryuan-title', 'Menghuan Shuyuan 3rd Season-title', 'Bai Gui Youeryuan 2nd Season-title', 'Menghuan Shuyuan-title', 'Mengyou Dunhuang-title']\n",
      "Center:\n",
      " ['Painting Dream -studio']\n",
      "Eccentricity:  {'Menghuan Shuyuan: Youxue Ji-title': 2, 'Bai Gui Youeryuan 3rd Season-title': 2, 'Bai Gui Youeryuan-title': 2, 'Menghuan Shuyuan 3rd Season-title': 2, 'Bai Gui Youeryuan 2nd Season-title': 2, 'Menghuan Shuyuan-title': 2, 'Mengyou Dunhuang-title': 2, 'Painting Dream -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Menghuan Shuyuan: Youxue Ji-title': 'Painting Dream -studio', 'Painting Dream -studio': 'Menghuan Shuyuan: Youxue Ji-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Pancake -studio', 'Hakugin-title']\n",
      "Center:\n",
      " ['Pancake -studio', 'Hakugin-title']\n",
      "Eccentricity:  {'Pancake -studio': 1, 'Hakugin-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Pancake -studio': 'Hakugin-title', 'Hakugin-title': 'Pancake -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Tailenders-title', 'Picograph -studio']\n",
      "Center:\n",
      " ['Tailenders-title', 'Picograph -studio']\n",
      "Eccentricity:  {'Tailenders-title': 1, 'Picograph -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Tailenders-title': 'Picograph -studio', 'Picograph -studio': 'Tailenders-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Picona -studio', 'Midnight Crazy Trail-title']\n",
      "Center:\n",
      " ['Picona -studio', 'Midnight Crazy Trail-title']\n",
      "Eccentricity:  {'Picona -studio': 1, 'Midnight Crazy Trail-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Picona -studio': 'Midnight Crazy Trail-title', 'Midnight Crazy Trail-title': 'Picona -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 7\n",
      "Number of edges: 7\n",
      "Average degree:   2.0000\n",
      "Network size: 7\n",
      "Network density (studio partition):  -5.605408097732693e-06\n",
      "Network density (title partition):  -6.038777057926796e-08\n",
      "Average clustering coefficient: 0.6142857142857142\n",
      "Diameter: 3\n",
      "Radius: 2\n",
      "Periphery:\n",
      " ['The Planet of Stray Cats-title', 'TV Yarou Nanaana: Kaibutsu Kraken wo Oe!-title', 'Plus Heads -studio', 'TV Yarou Nanaana-title']\n",
      "Center:\n",
      " ['Teinenpi Shoujo Haiji-title', 'The World of Golden Eggs-title', 'Studio Crocodile -studio']\n",
      "Eccentricity:  {'The Planet of Stray Cats-title': 3, 'TV Yarou Nanaana: Kaibutsu Kraken wo Oe!-title': 3, 'Teinenpi Shoujo Haiji-title': 2, 'Plus Heads -studio': 3, 'The World of Golden Eggs-title': 2, 'Studio Crocodile -studio': 2, 'TV Yarou Nanaana-title': 3}\n",
      "\n",
      "\n",
      "Maximum matching:  {'The Planet of Stray Cats-title': 'Studio Crocodile -studio', 'Teinenpi Shoujo Haiji-title': 'Plus Heads -studio', 'Studio Crocodile -studio': 'The Planet of Stray Cats-title', 'Plus Heads -studio': 'Teinenpi Shoujo Haiji-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 7\n",
      "Number of edges: 6\n",
      "Average degree:   1.7143\n",
      "Network size: 6\n",
      "Network density (studio partition):  -4.804635512342308e-06\n",
      "Network density (title partition):  -5.1760946210801115e-08\n",
      "Average clustering coefficient: 0.8571428571428571\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Kinyoubi no Yakusoku-title', 'Towel Story-title', 'Boku wa Shitteru yo.-title', 'Sougou Medical Koushiki-title', 'Peace Shitenchou-title', 'Fettu to Ccine to Gummi Seijin-title']\n",
      "Center:\n",
      " ['Pops Inc. -studio']\n",
      "Eccentricity:  {'Kinyoubi no Yakusoku-title': 2, 'Towel Story-title': 2, 'Boku wa Shitteru yo.-title': 2, 'Pops Inc. -studio': 1, 'Sougou Medical Koushiki-title': 2, 'Peace Shitenchou-title': 2, 'Fettu to Ccine to Gummi Seijin-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Kinyoubi no Yakusoku-title': 'Pops Inc. -studio', 'Pops Inc. -studio': 'Kinyoubi no Yakusoku-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Postgal Workshop -studio', 'Din Dong-title']\n",
      "Center:\n",
      " ['Postgal Workshop -studio', 'Din Dong-title']\n",
      "Eccentricity:  {'Postgal Workshop -studio': 1, 'Din Dong-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Postgal Workshop -studio': 'Din Dong-title', 'Din Dong-title': 'Postgal Workshop -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 3\n",
      "Number of edges: 2\n",
      "Average degree:   1.3333\n",
      "Network size: 2\n",
      "Network density (studio partition):  -1.5958151343915716e-06\n",
      "Network density (title partition):  -1.7247238911081772e-08\n",
      "Average clustering coefficient: 0.6666666666666666\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Ice-title', 'Ice Movie-title']\n",
      "Center:\n",
      " ['PPM -studio']\n",
      "Eccentricity:  {'Ice-title': 2, 'Ice Movie-title': 2, 'PPM -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Ice-title': 'PPM -studio', 'PPM -studio': 'Ice-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 3\n",
      "Number of edges: 2\n",
      "Average degree:   1.3333\n",
      "Network size: 2\n",
      "Network density (studio partition):  -1.5958151343915716e-06\n",
      "Network density (title partition):  -1.7247238911081772e-08\n",
      "Average clustering coefficient: 0.6666666666666666\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Presidio -studio', 'Zelico Film -studio']\n",
      "Center:\n",
      " ['Aragne no Mushikago-title']\n",
      "Eccentricity:  {'Aragne no Mushikago-title': 1, 'Presidio -studio': 2, 'Zelico Film -studio': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Aragne no Mushikago-title': 'Presidio -studio', 'Presidio -studio': 'Aragne no Mushikago-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Rabbit Machine -studio', 'Historical-title']\n",
      "Center:\n",
      " ['Rabbit Machine -studio', 'Historical-title']\n",
      "Eccentricity:  {'Rabbit Machine -studio': 1, 'Historical-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Rabbit Machine -studio': 'Historical-title', 'Historical-title': 'Rabbit Machine -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 6\n",
      "Number of edges: 5\n",
      "Average degree:   1.6667\n",
      "Network size: 5\n",
      "Network density (studio partition):  -4.000272018497258e-06\n",
      "Network density (title partition):  -4.313011458463802e-08\n",
      "Average clustering coefficient: 0.8333333333333334\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Urban Caravan-title', 'La Primavera-title', 'Witch Hat: Majo to Boushi no Waltz-title', 'Fake Style-title', 'Fake Style II-title']\n",
      "Center:\n",
      " ['Rambling Records -studio']\n",
      "Eccentricity:  {'Urban Caravan-title': 2, 'La Primavera-title': 2, 'Witch Hat: Majo to Boushi no Waltz-title': 2, 'Rambling Records -studio': 1, 'Fake Style-title': 2, 'Fake Style II-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Urban Caravan-title': 'Rambling Records -studio', 'Rambling Records -studio': 'Urban Caravan-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 3\n",
      "Number of edges: 2\n",
      "Average degree:   1.3333\n",
      "Network size: 2\n",
      "Network density (studio partition):  -1.5958151343915716e-06\n",
      "Network density (title partition):  -1.7247238911081772e-08\n",
      "Average clustering coefficient: 0.6666666666666666\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Robocar Poli 2-title', 'Robocar Poli-title']\n",
      "Center:\n",
      " ['RoiVisual -studio']\n",
      "Eccentricity:  {'RoiVisual -studio': 1, 'Robocar Poli 2-title': 2, 'Robocar Poli-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'RoiVisual -studio': 'Robocar Poli-title', 'Robocar Poli-title': 'RoiVisual -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Sakura Color Film -studio', 'Kujira (1952)-title']\n",
      "Center:\n",
      " ['Sakura Color Film -studio', 'Kujira (1952)-title']\n",
      "Eccentricity:  {'Sakura Color Film -studio': 1, 'Kujira (1952)-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Sakura Color Film -studio': 'Kujira (1952)-title', 'Kujira (1952)-title': 'Sakura Color Film -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Sakura Motion Picture -studio', 'Shisha no Sho-title']\n",
      "Center:\n",
      " ['Sakura Motion Picture -studio', 'Shisha no Sho-title']\n",
      "Eccentricity:  {'Sakura Motion Picture -studio': 1, 'Shisha no Sho-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Sakura Motion Picture -studio': 'Shisha no Sho-title', 'Shisha no Sho-title': 'Sakura Motion Picture -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['SamBakZa -studio', 'There She Is!!-title']\n",
      "Center:\n",
      " ['SamBakZa -studio', 'There She Is!!-title']\n",
      "Eccentricity:  {'SamBakZa -studio': 1, 'There She Is!!-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'SamBakZa -studio': 'There She Is!!-title', 'There She Is!!-title': 'SamBakZa -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Wu Shan Wu Xing-title', 'Samsara Animation Studio -studio']\n",
      "Center:\n",
      " ['Wu Shan Wu Xing-title', 'Samsara Animation Studio -studio']\n",
      "Eccentricity:  {'Wu Shan Wu Xing-title': 1, 'Samsara Animation Studio -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Wu Shan Wu Xing-title': 'Samsara Animation Studio -studio', 'Samsara Animation Studio -studio': 'Wu Shan Wu Xing-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 3\n",
      "Number of edges: 2\n",
      "Average degree:   1.3333\n",
      "Network size: 2\n",
      "Network density (studio partition):  -1.5958151343915716e-06\n",
      "Network density (title partition):  -1.7247238911081772e-08\n",
      "Average clustering coefficient: 0.6666666666666666\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Origami Warriors-title', 'Track City-title']\n",
      "Center:\n",
      " ['SBS TV Production -studio']\n",
      "Eccentricity:  {'SBS TV Production -studio': 1, 'Origami Warriors-title': 2, 'Track City-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'SBS TV Production -studio': 'Track City-title', 'Track City-title': 'SBS TV Production -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 3\n",
      "Number of edges: 2\n",
      "Average degree:   1.3333\n",
      "Network size: 2\n",
      "Network density (studio partition):  -1.5958151343915716e-06\n",
      "Network density (title partition):  -1.7247238911081772e-08\n",
      "Average clustering coefficient: 0.6666666666666666\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Dalam-iwa Goseumdochi-title', 'Wanghu Sim Cheong-title']\n",
      "Center:\n",
      " ['SEK Studios -studio']\n",
      "Eccentricity:  {'Dalam-iwa Goseumdochi-title': 2, 'Wanghu Sim Cheong-title': 2, 'SEK Studios -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Dalam-iwa Goseumdochi-title': 'SEK Studios -studio', 'SEK Studios -studio': 'Dalam-iwa Goseumdochi-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 5\n",
      "Number of edges: 4\n",
      "Average degree:   1.6000\n",
      "Network size: 4\n",
      "Network density (studio partition):  -3.197350036289923e-06\n",
      "Network density (title partition):  -3.4500886457151407e-08\n",
      "Average clustering coefficient: 0.8\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Chao Wa Zhanshi-title', 'Lulin Da Maoxian zhi Tangguo Shijie-title', 'Lulin Da Maoxian-title', 'Chao Wa Zhanshi: Weiwu Jiaoguan-title']\n",
      "Center:\n",
      " ['Shanghai Hippo Animation -studio']\n",
      "Eccentricity:  {'Chao Wa Zhanshi-title': 2, 'Lulin Da Maoxian zhi Tangguo Shijie-title': 2, 'Shanghai Hippo Animation -studio': 1, 'Lulin Da Maoxian-title': 2, 'Chao Wa Zhanshi: Weiwu Jiaoguan-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Chao Wa Zhanshi-title': 'Shanghai Hippo Animation -studio', 'Shanghai Hippo Animation -studio': 'Chao Wa Zhanshi-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 20\n",
      "Number of edges: 19\n",
      "Average degree:   1.9000\n",
      "Network size: 19\n",
      "Network density (studio partition):  -1.5394325651564832e-05\n",
      "Network density (title partition):  -1.641078793375224e-07\n",
      "Average clustering coefficient: 0.95\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['San Ge Heshang-title', 'Fusha no Sha-title', 'Bao Lian Deng-title', 'Shanshui Qing-title', 'Tian Shu Qi Tan-title', 'Nezha Nao Hai-title', 'Hei Mao Jing Zhang-title', 'Yu Bang Xiang Zheng-title', 'Xue Haizi-title', 'Tang Lang Bu Chan-title', 'Hei Mao Jing Zhang (1992)-title', 'Xiao Kedou Zhao Mama-title', 'Yongshi-title', 'Youtai Nuhai Zai Shanghai-title', 'Jiaoao de Jiangjun-title', 'Mu Di-title', 'Da Nao Tiangong-title', 'Jiu Se Lu-title', 'Lu Ling-title']\n",
      "Center:\n",
      " ['Shanghai Animation Film Studio -studio']\n",
      "Eccentricity:  {'San Ge Heshang-title': 2, 'Fusha no Sha-title': 2, 'Bao Lian Deng-title': 2, 'Shanshui Qing-title': 2, 'Tian Shu Qi Tan-title': 2, 'Nezha Nao Hai-title': 2, 'Shanghai Animation Film Studio -studio': 1, 'Hei Mao Jing Zhang-title': 2, 'Yu Bang Xiang Zheng-title': 2, 'Xue Haizi-title': 2, 'Tang Lang Bu Chan-title': 2, 'Hei Mao Jing Zhang (1992)-title': 2, 'Xiao Kedou Zhao Mama-title': 2, 'Yongshi-title': 2, 'Youtai Nuhai Zai Shanghai-title': 2, 'Jiaoao de Jiangjun-title': 2, 'Mu Di-title': 2, 'Da Nao Tiangong-title': 2, 'Jiu Se Lu-title': 2, 'Lu Ling-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'San Ge Heshang-title': 'Shanghai Animation Film Studio -studio', 'Shanghai Animation Film Studio -studio': 'San Ge Heshang-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Shenying Animation -studio', 'You Yao-title']\n",
      "Center:\n",
      " ['Shenying Animation -studio', 'You Yao-title']\n",
      "Eccentricity:  {'Shenying Animation -studio': 1, 'You Yao-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Shenying Animation -studio': 'You Yao-title', 'You Yao-title': 'Shenying Animation -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 4\n",
      "Number of edges: 3\n",
      "Average degree:   1.5000\n",
      "Network size: 3\n",
      "Network density (studio partition):  -2.3958656941581606e-06\n",
      "Network density (title partition):  -2.5873261381518317e-08\n",
      "Average clustering coefficient: 0.75\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Kyou no 5 no 2 Kagai Jugyou: Mizukake-title', 'Tokyo Daigaku Monogatari-title', 'Kyou no 5 no 2-title']\n",
      "Center:\n",
      " ['Shinkuukan -studio']\n",
      "Eccentricity:  {'Kyou no 5 no 2 Kagai Jugyou: Mizukake-title': 2, 'Tokyo Daigaku Monogatari-title': 2, 'Kyou no 5 no 2-title': 2, 'Shinkuukan -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Kyou no 5 no 2 Kagai Jugyou: Mizukake-title': 'Shinkuukan -studio', 'Shinkuukan -studio': 'Kyou no 5 no 2 Kagai Jugyou: Mizukake-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Shinwon Productions -studio', 'Arisubyeon-ui Kkumnamu-title']\n",
      "Center:\n",
      " ['Shinwon Productions -studio', 'Arisubyeon-ui Kkumnamu-title']\n",
      "Eccentricity:  {'Shinwon Productions -studio': 1, 'Arisubyeon-ui Kkumnamu-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Shinwon Productions -studio': 'Arisubyeon-ui Kkumnamu-title', 'Arisubyeon-ui Kkumnamu-title': 'Shinwon Productions -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Shochiku Media Division -studio', 'Ashita Sekai ga Owaru toshitemo-title']\n",
      "Center:\n",
      " ['Shochiku Media Division -studio', 'Ashita Sekai ga Owaru toshitemo-title']\n",
      "Eccentricity:  {'Shochiku Media Division -studio': 1, 'Ashita Sekai ga Owaru toshitemo-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Shochiku Media Division -studio': 'Ashita Sekai ga Owaru toshitemo-title', 'Ashita Sekai ga Owaru toshitemo-title': 'Shochiku Media Division -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Wares: Beyond-title', 'Shodensha -studio']\n",
      "Center:\n",
      " ['Wares: Beyond-title', 'Shodensha -studio']\n",
      "Eccentricity:  {'Wares: Beyond-title': 1, 'Shodensha -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Wares: Beyond-title': 'Shodensha -studio', 'Shodensha -studio': 'Wares: Beyond-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Ark-title', 'Skouras -studio']\n",
      "Center:\n",
      " ['Ark-title', 'Skouras -studio']\n",
      "Eccentricity:  {'Ark-title': 1, 'Skouras -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Ark-title': 'Skouras -studio', 'Skouras -studio': 'Ark-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 3\n",
      "Number of edges: 2\n",
      "Average degree:   1.3333\n",
      "Network size: 2\n",
      "Network density (studio partition):  -1.5958151343915716e-06\n",
      "Network density (title partition):  -1.7247238911081772e-08\n",
      "Average clustering coefficient: 0.6666666666666666\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Auto Mommy-title', 'Denshinbashira Elemi no Koi-title']\n",
      "Center:\n",
      " ['Sovat Theater -studio']\n",
      "Eccentricity:  {'Sovat Theater -studio': 1, 'Auto Mommy-title': 2, 'Denshinbashira Elemi no Koi-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Sovat Theater -studio': 'Denshinbashira Elemi no Koi-title', 'Denshinbashira Elemi no Koi-title': 'Sovat Theater -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 9\n",
      "Number of edges: 8\n",
      "Average degree:   1.7778\n",
      "Network size: 8\n",
      "Network density (studio partition):  -6.417702590826536e-06\n",
      "Network density (title partition):  -6.902742174727905e-08\n",
      "Average clustering coefficient: 0.8888888888888888\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Space Neko Theater-title', 'Nulu-chan to Boku-title', 'Apartment!-title', 'Oshiruko-title', 'Kotatsu Neko-title', 'Television-title', 'Gal to Kyouryuu-title', 'Shogi Hour-title']\n",
      "Center:\n",
      " ['Space Neko Company -studio']\n",
      "Eccentricity:  {'Space Neko Theater-title': 2, 'Nulu-chan to Boku-title': 2, 'Apartment!-title': 2, 'Oshiruko-title': 2, 'Kotatsu Neko-title': 2, 'Television-title': 2, 'Gal to Kyouryuu-title': 2, 'Space Neko Company -studio': 1, 'Shogi Hour-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Space Neko Theater-title': 'Space Neko Company -studio', 'Space Neko Company -studio': 'Space Neko Theater-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['SPEED -studio', 'Ometeotl Hero-title']\n",
      "Center:\n",
      " ['SPEED -studio', 'Ometeotl Hero-title']\n",
      "Eccentricity:  {'SPEED -studio': 1, 'Ometeotl Hero-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'SPEED -studio': 'Ometeotl Hero-title', 'Ometeotl Hero-title': 'SPEED -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 3\n",
      "Number of edges: 2\n",
      "Average degree:   1.3333\n",
      "Network size: 2\n",
      "Network density (studio partition):  -1.5958151343915716e-06\n",
      "Network density (title partition):  -1.7247238911081772e-08\n",
      "Average clustering coefficient: 0.6666666666666666\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Neko Kikaku-title', 'BUCK-TICK x HAL-title']\n",
      "Center:\n",
      " ['Speed Inc. -studio']\n",
      "Eccentricity:  {'Speed Inc. -studio': 1, 'Neko Kikaku-title': 2, 'BUCK-TICK x HAL-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Speed Inc. -studio': 'Neko Kikaku-title', 'Neko Kikaku-title': 'Speed Inc. -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Spell Bound -studio', 'Get Up! Get Live! #Geragera-title']\n",
      "Center:\n",
      " ['Spell Bound -studio', 'Get Up! Get Live! #Geragera-title']\n",
      "Eccentricity:  {'Spell Bound -studio': 1, 'Get Up! Get Live! #Geragera-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Spell Bound -studio': 'Get Up! Get Live! #Geragera-title', 'Get Up! Get Live! #Geragera-title': 'Spell Bound -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Iro wo Kuu Akuma-title', 'Spoon -studio']\n",
      "Center:\n",
      " ['Iro wo Kuu Akuma-title', 'Spoon -studio']\n",
      "Eccentricity:  {'Iro wo Kuu Akuma-title': 1, 'Spoon -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Iro wo Kuu Akuma-title': 'Spoon -studio', 'Spoon -studio': 'Iro wo Kuu Akuma-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Anoyo no Subete wa, Obake-gumi!-title', 'Stella Promotion -studio']\n",
      "Center:\n",
      " ['Anoyo no Subete wa, Obake-gumi!-title', 'Stella Promotion -studio']\n",
      "Eccentricity:  {'Anoyo no Subete wa, Obake-gumi!-title': 1, 'Stella Promotion -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Anoyo no Subete wa, Obake-gumi!-title': 'Stella Promotion -studio', 'Stella Promotion -studio': 'Anoyo no Subete wa, Obake-gumi!-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['StoryRiders Co. Ltd. -studio', 'More feat. Anderson .Paak-title']\n",
      "Center:\n",
      " ['StoryRiders Co. Ltd. -studio', 'More feat. Anderson .Paak-title']\n",
      "Eccentricity:  {'StoryRiders Co. Ltd. -studio': 1, 'More feat. Anderson .Paak-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'StoryRiders Co. Ltd. -studio': 'More feat. Anderson .Paak-title', 'More feat. Anderson .Paak-title': 'StoryRiders Co. Ltd. -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 3\n",
      "Number of edges: 2\n",
      "Average degree:   1.3333\n",
      "Network size: 2\n",
      "Network density (studio partition):  -1.5958151343915716e-06\n",
      "Network density (title partition):  -1.7247238911081772e-08\n",
      "Average clustering coefficient: 0.6666666666666666\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Studio Compile -studio', 'Studio Carbuncle -studio']\n",
      "Center:\n",
      " [\"DS Anime Soushuuhen '98-title\"]\n",
      "Eccentricity:  {\"DS Anime Soushuuhen '98-title\": 1, 'Studio Compile -studio': 2, 'Studio Carbuncle -studio': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {\"DS Anime Soushuuhen '98-title\": 'Studio Carbuncle -studio', 'Studio Carbuncle -studio': \"DS Anime Soushuuhen '98-title\"}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Deva Zan-title', 'Studio Deva Loka -studio']\n",
      "Center:\n",
      " ['Deva Zan-title', 'Studio Deva Loka -studio']\n",
      "Eccentricity:  {'Deva Zan-title': 1, 'Studio Deva Loka -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Deva Zan-title': 'Studio Deva Loka -studio', 'Studio Deva Loka -studio': 'Deva Zan-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Studio Liberty -studio', 'Hamuko Mairu!-title']\n",
      "Center:\n",
      " ['Studio Liberty -studio', 'Hamuko Mairu!-title']\n",
      "Eccentricity:  {'Studio Liberty -studio': 1, 'Hamuko Mairu!-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Studio Liberty -studio': 'Hamuko Mairu!-title', 'Hamuko Mairu!-title': 'Studio Liberty -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Geba Geba Shou Time!-title', 'Studio Lotus -studio']\n",
      "Center:\n",
      " ['Geba Geba Shou Time!-title', 'Studio Lotus -studio']\n",
      "Eccentricity:  {'Geba Geba Shou Time!-title': 1, 'Studio Lotus -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Geba Geba Shou Time!-title': 'Studio Lotus -studio', 'Studio Lotus -studio': 'Geba Geba Shou Time!-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Chinka-title', 'Studio Mirai -studio']\n",
      "Center:\n",
      " ['Chinka-title', 'Studio Mirai -studio']\n",
      "Eccentricity:  {'Chinka-title': 1, 'Studio Mirai -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Chinka-title': 'Studio Mirai -studio', 'Studio Mirai -studio': 'Chinka-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Studio Nanahoshi -studio', 'Engimon-title']\n",
      "Center:\n",
      " ['Studio Nanahoshi -studio', 'Engimon-title']\n",
      "Eccentricity:  {'Studio Nanahoshi -studio': 1, 'Engimon-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Studio Nanahoshi -studio': 'Engimon-title', 'Engimon-title': 'Studio Nanahoshi -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Studio Nem -studio', 'Break-Age-title']\n",
      "Center:\n",
      " ['Studio Nem -studio', 'Break-Age-title']\n",
      "Eccentricity:  {'Studio Nem -studio': 1, 'Break-Age-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Studio Nem -studio': 'Break-Age-title', 'Break-Age-title': 'Studio Nem -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Studio Ppuri -studio', 'Cyphers-title']\n",
      "Center:\n",
      " ['Studio Ppuri -studio', 'Cyphers-title']\n",
      "Eccentricity:  {'Studio Ppuri -studio': 1, 'Cyphers-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Studio Ppuri -studio': 'Cyphers-title', 'Cyphers-title': 'Studio Ppuri -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 3\n",
      "Number of edges: 2\n",
      "Average degree:   1.3333\n",
      "Network size: 2\n",
      "Network density (studio partition):  -1.5958151343915716e-06\n",
      "Network density (title partition):  -1.7247238911081772e-08\n",
      "Average clustering coefficient: 0.6666666666666666\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Roku no Sekai-title', \"Robber's Company-title\"]\n",
      "Center:\n",
      " ['Studio UGOKI -studio']\n",
      "Eccentricity:  {'Studio UGOKI -studio': 1, 'Roku no Sekai-title': 2, \"Robber's Company-title\": 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Studio UGOKI -studio': \"Robber's Company-title\", \"Robber's Company-title\": 'Studio UGOKI -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 4\n",
      "Number of edges: 3\n",
      "Average degree:   1.5000\n",
      "Network size: 3\n",
      "Network density (studio partition):  -2.3958656941581606e-06\n",
      "Network density (title partition):  -2.5873261381518317e-08\n",
      "Average clustering coefficient: 0.75\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Chou Futsuu Toshi Kashiwa Densetsu Z-title', 'Chou Futsuu Toshi Kashiwa Densetsu-title', 'Chou Futsuu Toshi Kashiwa Densetsu R-title']\n",
      "Center:\n",
      " ['Super Normal Studio -studio']\n",
      "Eccentricity:  {'Chou Futsuu Toshi Kashiwa Densetsu Z-title': 2, 'Chou Futsuu Toshi Kashiwa Densetsu-title': 2, 'Super Normal Studio -studio': 1, 'Chou Futsuu Toshi Kashiwa Densetsu R-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Chou Futsuu Toshi Kashiwa Densetsu Z-title': 'Super Normal Studio -studio', 'Super Normal Studio -studio': 'Chou Futsuu Toshi Kashiwa Densetsu Z-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['syn Sophia -studio', 'Kiratto Pri☆chan Season 3-title']\n",
      "Center:\n",
      " ['syn Sophia -studio', 'Kiratto Pri☆chan Season 3-title']\n",
      "Eccentricity:  {'syn Sophia -studio': 1, 'Kiratto Pri☆chan Season 3-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'syn Sophia -studio': 'Kiratto Pri☆chan Season 3-title', 'Kiratto Pri☆chan Season 3-title': 'syn Sophia -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Team TillDawn -studio', 'Inu to Neko Docchi mo Katteru to Mainichi Tanoshii-title']\n",
      "Center:\n",
      " ['Team TillDawn -studio', 'Inu to Neko Docchi mo Katteru to Mainichi Tanoshii-title']\n",
      "Eccentricity:  {'Team TillDawn -studio': 1, 'Inu to Neko Docchi mo Katteru to Mainichi Tanoshii-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Team TillDawn -studio': 'Inu to Neko Docchi mo Katteru to Mainichi Tanoshii-title', 'Inu to Neko Docchi mo Katteru to Mainichi Tanoshii-title': 'Team TillDawn -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 3\n",
      "Number of edges: 2\n",
      "Average degree:   1.3333\n",
      "Network size: 2\n",
      "Network density (studio partition):  -1.5958151343915716e-06\n",
      "Network density (title partition):  -1.7247238911081772e-08\n",
      "Average clustering coefficient: 0.6666666666666666\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Gakuen Handsome-title', 'Gakuen Handsome Special-title']\n",
      "Center:\n",
      " ['Team YokkyuFuman -studio']\n",
      "Eccentricity:  {'Team YokkyuFuman -studio': 1, 'Gakuen Handsome-title': 2, 'Gakuen Handsome Special-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Team YokkyuFuman -studio': 'Gakuen Handsome-title', 'Gakuen Handsome-title': 'Team YokkyuFuman -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Tin House -studio', 'Wonderful Days-title']\n",
      "Center:\n",
      " ['Tin House -studio', 'Wonderful Days-title']\n",
      "Eccentricity:  {'Tin House -studio': 1, 'Wonderful Days-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Tin House -studio': 'Wonderful Days-title', 'Wonderful Days-title': 'Tin House -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Majo demo Steady-title', 'Tokyo Media Connections -studio']\n",
      "Center:\n",
      " ['Majo demo Steady-title', 'Tokyo Media Connections -studio']\n",
      "Eccentricity:  {'Majo demo Steady-title': 1, 'Tokyo Media Connections -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Majo demo Steady-title': 'Tokyo Media Connections -studio', 'Tokyo Media Connections -studio': 'Majo demo Steady-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Tokyo Animation Film -studio', 'Kankara Sanshin-title']\n",
      "Center:\n",
      " ['Tokyo Animation Film -studio', 'Kankara Sanshin-title']\n",
      "Eccentricity:  {'Tokyo Animation Film -studio': 1, 'Kankara Sanshin-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Tokyo Animation Film -studio': 'Kankara Sanshin-title', 'Kankara Sanshin-title': 'Tokyo Animation Film -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 7\n",
      "Number of edges: 6\n",
      "Average degree:   1.7143\n",
      "Network size: 6\n",
      "Network density (studio partition):  -4.804635512342308e-06\n",
      "Network density (title partition):  -5.1760946210801115e-08\n",
      "Average clustering coefficient: 0.8571428571428571\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Ametsuchi-title', 'Michi (Movie)-title', 'Sora Iro Hana Iro-title', 'Suiren no Hito-title', 'Peng You Town-title', 'Konohana no Sakuya Mori-title']\n",
      "Center:\n",
      " ['Tomoyasu Murata Company -studio']\n",
      "Eccentricity:  {'Ametsuchi-title': 2, 'Michi (Movie)-title': 2, 'Sora Iro Hana Iro-title': 2, 'Suiren no Hito-title': 2, 'Peng You Town-title': 2, 'Tomoyasu Murata Company -studio': 1, 'Konohana no Sakuya Mori-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Ametsuchi-title': 'Tomoyasu Murata Company -studio', 'Tomoyasu Murata Company -studio': 'Ametsuchi-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 3\n",
      "Number of edges: 2\n",
      "Average degree:   1.3333\n",
      "Network size: 2\n",
      "Network density (studio partition):  -1.5958151343915716e-06\n",
      "Network density (title partition):  -1.7247238911081772e-08\n",
      "Average clustering coefficient: 0.6666666666666666\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Man with a Mission The Animation-title', 'Man with a Mission Animated Short Movie-title']\n",
      "Center:\n",
      " ['Tower Records -studio']\n",
      "Eccentricity:  {'Man with a Mission The Animation-title': 2, 'Tower Records -studio': 1, 'Man with a Mission Animated Short Movie-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Man with a Mission The Animation-title': 'Tower Records -studio', 'Tower Records -studio': 'Man with a Mission The Animation-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 8\n",
      "Number of edges: 7\n",
      "Average degree:   1.7500\n",
      "Network size: 7\n",
      "Network density (studio partition):  -5.610444403301185e-06\n",
      "Network density (title partition):  -6.039338178262972e-08\n",
      "Average clustering coefficient: 0.875\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Mori no Kokoro-Koro-title', 'Kyushu Love Milk Club-title', 'Hirooka Asako-title', 'Kao Haru CMs-title', 'MaxValu Kyushu-title', 'Green Co-Op CMs-title', 'Oyaji no, Imo no Kamisama.-title']\n",
      "Center:\n",
      " ['Trash Studio -studio']\n",
      "Eccentricity:  {'Mori no Kokoro-Koro-title': 2, 'Kyushu Love Milk Club-title': 2, 'Hirooka Asako-title': 2, 'Kao Haru CMs-title': 2, 'MaxValu Kyushu-title': 2, 'Trash Studio -studio': 1, 'Green Co-Op CMs-title': 2, 'Oyaji no, Imo no Kamisama.-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Mori no Kokoro-Koro-title': 'Trash Studio -studio', 'Trash Studio -studio': 'Mori no Kokoro-Koro-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Triple X -studio', 'With You: Mitsumeteitai-title']\n",
      "Center:\n",
      " ['Triple X -studio', 'With You: Mitsumeteitai-title']\n",
      "Eccentricity:  {'Triple X -studio': 1, 'With You: Mitsumeteitai-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Triple X -studio': 'With You: Mitsumeteitai-title', 'With You: Mitsumeteitai-title': 'Triple X -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Tsukimidou -studio', 'Tama Pawns-title']\n",
      "Center:\n",
      " ['Tsukimidou -studio', 'Tama Pawns-title']\n",
      "Eccentricity:  {'Tsukimidou -studio': 1, 'Tama Pawns-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Tsukimidou -studio': 'Tama Pawns-title', 'Tama Pawns-title': 'Tsukimidou -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 7\n",
      "Number of edges: 6\n",
      "Average degree:   1.7143\n",
      "Network size: 6\n",
      "Network density (studio partition):  -4.804635512342308e-06\n",
      "Network density (title partition):  -5.1760946210801115e-08\n",
      "Average clustering coefficient: 0.8571428571428571\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " [\"Oscar's Oasis-title\", 'Larva 3rd Season-title', 'Larva 2nd Season-title', 'Vicky and Johnny-title', 'Wingcle Bear Hamkkehaneun Lomentig Hwaiteudei-title', 'Larva-title']\n",
      "Center:\n",
      " ['TUBA -studio']\n",
      "Eccentricity:  {\"Oscar's Oasis-title\": 2, 'Larva 3rd Season-title': 2, 'TUBA -studio': 1, 'Larva 2nd Season-title': 2, 'Vicky and Johnny-title': 2, 'Wingcle Bear Hamkkehaneun Lomentig Hwaiteudei-title': 2, 'Larva-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {\"Oscar's Oasis-title\": 'TUBA -studio', 'TUBA -studio': \"Oscar's Oasis-title\"}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['UK.PROJECT INC. -studio', 'Crystal Clear-title']\n",
      "Center:\n",
      " ['UK.PROJECT INC. -studio', 'Crystal Clear-title']\n",
      "Eccentricity:  {'UK.PROJECT INC. -studio': 1, 'Crystal Clear-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'UK.PROJECT INC. -studio': 'Crystal Clear-title', 'Crystal Clear-title': 'UK.PROJECT INC. -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Wei Chuang Jiang Xin -studio', 'Liu Yi Chuanqi-title']\n",
      "Center:\n",
      " ['Wei Chuang Jiang Xin -studio', 'Liu Yi Chuanqi-title']\n",
      "Eccentricity:  {'Wei Chuang Jiang Xin -studio': 1, 'Liu Yi Chuanqi-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Wei Chuang Jiang Xin -studio': 'Liu Yi Chuanqi-title', 'Liu Yi Chuanqi-title': 'Wei Chuang Jiang Xin -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Spy Penguin-title', 'WField -studio']\n",
      "Center:\n",
      " ['Spy Penguin-title', 'WField -studio']\n",
      "Eccentricity:  {'Spy Penguin-title': 1, 'WField -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Spy Penguin-title': 'WField -studio', 'WField -studio': 'Spy Penguin-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Will Palette -studio', 'Landreaall-title']\n",
      "Center:\n",
      " ['Will Palette -studio', 'Landreaall-title']\n",
      "Eccentricity:  {'Will Palette -studio': 1, 'Landreaall-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Will Palette -studio': 'Landreaall-title', 'Landreaall-title': 'Will Palette -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Juan Siliang-title', 'Wulifang Digital -studio']\n",
      "Center:\n",
      " ['Juan Siliang-title', 'Wulifang Digital -studio']\n",
      "Eccentricity:  {'Juan Siliang-title': 1, 'Wulifang Digital -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Juan Siliang-title': 'Wulifang Digital -studio', 'Wulifang Digital -studio': 'Juan Siliang-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Huanji 45 Miao-title', 'Xanthus Media -studio']\n",
      "Center:\n",
      " ['Huanji 45 Miao-title', 'Xanthus Media -studio']\n",
      "Eccentricity:  {'Huanji 45 Miao-title': 1, 'Xanthus Media -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Huanji 45 Miao-title': 'Xanthus Media -studio', 'Xanthus Media -studio': 'Huanji 45 Miao-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 4\n",
      "Number of edges: 3\n",
      "Average degree:   1.5000\n",
      "Network size: 3\n",
      "Network density (studio partition):  -2.3958656941581606e-06\n",
      "Network density (title partition):  -2.5873261381518317e-08\n",
      "Average clustering coefficient: 0.75\n",
      "Diameter: 2\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Chou Kidougai-ku: Kashiwa-no-Ha-title', 'Kakurenbo-title', 'Heijoukyou: Yasukerashi Miyako-title']\n",
      "Center:\n",
      " ['Yamato Works -studio']\n",
      "Eccentricity:  {'Chou Kidougai-ku: Kashiwa-no-Ha-title': 2, 'Kakurenbo-title': 2, 'Yamato Works -studio': 1, 'Heijoukyou: Yasukerashi Miyako-title': 2}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Chou Kidougai-ku: Kashiwa-no-Ha-title': 'Yamato Works -studio', 'Yamato Works -studio': 'Chou Kidougai-ku: Kashiwa-no-Ha-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Yi Wan Nian Yi Hou-title', 'Yili Animation Studio -studio']\n",
      "Center:\n",
      " ['Yi Wan Nian Yi Hou-title', 'Yili Animation Studio -studio']\n",
      "Eccentricity:  {'Yi Wan Nian Yi Hou-title': 1, 'Yili Animation Studio -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Yi Wan Nian Yi Hou-title': 'Yili Animation Studio -studio', 'Yili Animation Studio -studio': 'Yi Wan Nian Yi Hou-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Gaina Tamager-title', 'Yonago Gainax -studio']\n",
      "Center:\n",
      " ['Gaina Tamager-title', 'Yonago Gainax -studio']\n",
      "Eccentricity:  {'Gaina Tamager-title': 1, 'Yonago Gainax -studio': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Gaina Tamager-title': 'Yonago Gainax -studio', 'Yonago Gainax -studio': 'Gaina Tamager-title'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Yostar Pictures -studio', 'Azur Lane: Bisoku Zenshin!-title']\n",
      "Center:\n",
      " ['Yostar Pictures -studio', 'Azur Lane: Bisoku Zenshin!-title']\n",
      "Eccentricity:  {'Yostar Pictures -studio': 1, 'Azur Lane: Bisoku Zenshin!-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Yostar Pictures -studio': 'Azur Lane: Bisoku Zenshin!-title', 'Azur Lane: Bisoku Zenshin!-title': 'Yostar Pictures -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 2\n",
      "Number of edges: 1\n",
      "Average degree:   1.0000\n",
      "Network size: 1\n",
      "Network density (studio partition):  -7.971945130696054e-07\n",
      "Network density (title partition):  -8.622818599350737e-09\n",
      "Average clustering coefficient: 0.0\n",
      "Diameter: 1\n",
      "Radius: 1\n",
      "Periphery:\n",
      " ['Yumearu -studio', 'Yumearu Ugoku Ehon-title']\n",
      "Center:\n",
      " ['Yumearu -studio', 'Yumearu Ugoku Ehon-title']\n",
      "Eccentricity:  {'Yumearu -studio': 1, 'Yumearu Ugoku Ehon-title': 1}\n",
      "\n",
      "\n",
      "Maximum matching:  {'Yumearu -studio': 'Yumearu Ugoku Ehon-title', 'Yumearu Ugoku Ehon-title': 'Yumearu -studio'}\n",
      "\n",
      "\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Analysis for each component\n",
    "for C in connected_component_subgraphs(B):\n",
    "    print(nx.info(C))\n",
    "    print(\"Network size:\", C.size()) # Return the number of edges\n",
    "    print('Network density (studio partition): ', bipartite.density(C, studio))\n",
    "    print('Network density (title partition): ', bipartite.density(C, title))\n",
    "    print(\"Average shortest path length:\", nx.average_shortest_path_length(C))\n",
    "    #print(\"Average clustering coefficient:\", bipartite.average_clustering(C, studio))\n",
    "    #print(\"Average clustering coefficient:\", bipartite.average_clustering(C, title))\n",
    "    print(\"Average clustering coefficient:\", bipartite.average_clustering(C))\n",
    "    E = nx.eccentricity(C)\n",
    "    print(\"Diameter:\", nx.diameter(C, E))\n",
    "    print(\"Radius:\", nx.radius(C, E))\n",
    "    print(\"Periphery:\\n\", nx.periphery(C, E))\n",
    "    print(\"Center:\\n\", nx.center(C, E))\n",
    "    print(\"Eccentricity: \", E)\n",
    "    print(\"\\n\")\n",
    "    print(\"Maximum matching: \", bipartite.maximum_matching(C))\n",
    "    print(\"\\n\");print(\"\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Closeness centrality:  Yumearu Ugoku Ehon-title\n",
      "Degree centrality:  Toei Animation -studio\n",
      "Betweenness centrality:  Funimation -studio\n"
     ]
    }
   ],
   "source": [
    "print(\"Closeness centrality: \", largest_node(bipartite.closeness_centrality(B, studio)))\n",
    "print(\"Degree centrality: \", largest_node(bipartite.degree_centrality(B, studio)))\n",
    "print(\"Betweenness centrality: \", largest_node(bipartite.betweenness_centrality(B, studio)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Lmax:  12073170\n",
      "Density:  0.0019935940602178216\n"
     ]
    }
   ],
   "source": [
    "#To compare density vs sparsity in the network\n",
    "Lmax = len(studio) * len(title)\n",
    "density_manual = B.number_of_edges() / Lmax\n",
    "print(\"Lmax: \", Lmax)\n",
    "print(\"Density: \", density_manual)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Degree Frequency\n",
      "Length: 488\n",
      "Highest Frequency: 5457\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "DegFreq = nx.degree_histogram(B)\n",
    "print ('Degree Frequency\\nLength: ' + str(len(DegFreq)) + '\\n' + 'Highest Frequency: ' + str(DegFreq[1]))\n",
    "\n",
    "plt.hist(DegFreq)\n",
    "plt.xlabel('Degree')\n",
    "plt.ylabel('Frequency')\n",
    "plt.title('Degree Frequency')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "degree_sequence = sorted([d for n, d in B.degree()], reverse=True)  # degree sequence\n",
    "\n",
    "# print \"Degree sequence\", degree_sequence\n",
    "degreeCount = collections.Counter(degree_sequence)\n",
    "deg, cnt = zip(*degreeCount.items())\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "plt.bar(deg, cnt, width=0.80, color = \"b\")\n",
    "\n",
    "plt.title(\"Producer-product degree distribution\")\n",
    "plt.ylabel(\"Frequency\")\n",
    "plt.xlabel(\"Degree\")\n",
    "\n",
    "# Save figure\n",
    "#plt.savefig('degree-distribution_bipartite_plant-pollinator.png', format='png', dpi=400, bbox_inches=\"tight\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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sIFmVbjbwgaZGZWZmbaNIohiQNECSKK6PiM1A8foqMzPraEUSxZeAh4GpwO2S9gDauo3CzMwaZ9xeTxFxHnBeZtMjkg5rXkjWjTwflFnnKtKY/UpJl0j6Zvp4f+BDTY+sDl4KtT2V5oMaXb+JYNt8UEtXjrY6NDMroEjV02XAMmBm+vgXwJ81K6CJ8FxP7cnzQZl1tiKJYpeIuBp4ESAiXgC25D/FbBvPB2XW2YokiuclvYK0p5OkNwCu27HCPB+UWWcrkij+J3ADsI+kO4DLgTOaGpV1Fc8HZdbZivR6+omktwFzAQGr0rEUZoV4PiizzlY1UUhaWGXXfpKIiOuaFJN1oQXzhp0YzDpU3h3F/PT7rsCbgFvSx4cBtwFOFGZmPaBqooiIkwEk3UQy39Nj6ePdgAsmJzwzM2u1Io3Ze5aSROoJYL8mxTMhHnBnZtZ4RRYuuk3SMuBKki6yxwO3NjWqOkXEjcCNIyMjp7Y6FquNp/gwa19Fej2dLumPgLemmy6OiK83NyzrJaUpPkqjt0tTfABOFmZtoOia2T8gacz+DnBH88KxXuQpPszaW5FJAd8H/Bg4Bngf8CNJxzQ7MOsdnuLDrL0VaaP4S+D1EbEOQNIM4D+Aa5oZmPWOmUODjFZICp7iw6w9FKl66islidRTBZ9nVoin+DBrb0XuKP490+sJ4DiStbPNGsJTfJi1N0WMv/y1pPcCh5DM9XR7u/d6GhkZieXLl7c6DDOzjiJpRUSMlG8vckdBRFwLXNvwqMzMrO0V6fW0UNIDkjZIelbSc5KenYzgzMys9YrcUfw9MD8i7m92MGZm1n6KJIonnCSsVTy1h1nrFUkUyyV9FVgK/Ka0cTLXo5C0APhDkinPL4iIb03Wua11PLWHWXsoMh7iZcBG4HCSNSrmA+8pegJJl0paJ+nesu1HSlolabWkM/PKiIilEXEqcBJJ91zrAZ7aw6w9FJkU8OQJnuMy4HyStbYBkNRPsqbFu4A1wJ2SbgD6gSVlz/9wZsDfJ/FaGD3DU3uYtYdC3WMnIiJul7Rn2eaDgNUR8SCApKuAoyNiCRXuViQJOAf4ZkT8pNJ5JC0CFgHMnj27YfFb63hqD7P20KqpOIaBRzOP16TbqjkDeCdwjKTTKh0QERdHxEhEjMyYMaNxkVrLeGoPs/ZQ9Y5C0ici4guSDomIRk8trgrbqg4Rj4jzgPMaHIO1OU/tYdYe8qqeTga+APxf4PcafN41wKzM492BtRMtVNJ8YP6cOXMmWpS1iQXzhp0YzFosr+rpfkkPA3Ml/TTzdY+kn07wvHcC+0raS9IUkuVVb5hgmUTEjRGxaPr06RMtyszMUlXvKCLiBEm/AywDjqr3BJKuBA4FdpG0Bjg7Ii6RdHpadj9waUTcV+85MufyHYWZWYMVnT12CrBf+nBVRGxualQT5NljzcxqV/fssZLeRjIG4mGSRuhZkj4UEbc3PEozM2s7RcZR/CNweESsApC0H8kiRr/fzMDM8ngOKLPJU2QcxUApSQBExC+AgeaFVD9J8yVdvGHDhlaHYk1UmgNqdP0mgm1zQC1dOdrq0My6UpFEsVzSJZIOTb/+GVjR7MDq4V5PvcFzQJlNriJVTx8F/hT4OOlSqMCFzQzKLI/ngDKbXEUmBfwNSTvFPzY/nIlx99je4DmgzCZXq+Z6agpXPfUGzwFlNrmaPnusWaN5DiizyeVEYR3Jc0CZTZ4iA+72AxYDe2SPj4i3NzGuuriNwsys8cadwkPS3cAXSbrEbu2TGBFt2UUWPIWHmVk96p7CA3ghIi5qQkxmZtYBivR6ulHSxyTtJunlpa+mR2ZmZm2hyB3Fh9LvizPbAti78eGYmVm7KTLgbq/JCKQR3JhtZtZ441Y9SRqQ9HFJ16Rfp0tqy0kBPeDOzKzxilQ9XUQyW2xpfqcPpNs+0qygzMysfRRJFK+PiAMzj29Ju8yamVkPKNLraYukfUoPJO1NZjyFmZl1tyJ3FIuBWyU9SDLN+B7AyU2NyszM2kaRXk/fkbQvMJckUfw8nXrczMx6QNVEIentEXGLpIVlu/aRRERc1+TYaubusWZmjZd3R/E24BZgfoV9AbRdooiIG4EbR0ZGTm11LGZm3aJqooiIs9MfPxMRD2X3SeqYQXjWO5auHPUaFWZNUKTX07UVtl3T6EDMJmLpylHOuu4eRtdvIoDR9Zs467p7WLpytNWhmXW8vDaKVwGvAaaXtVO8DHhpswMzq8W5y1axafPYXtubNm/h3GWrfFdhNkF5bRRzgfcAQ4xtp3gOcBuAtZW16zdV3D66fhOHnHOLq6PMJiCvjeJ64HpJb4yIH05iTGY1mzk0yGiFZCHYur1UHQU4WZjVoEgbxWmShkoPJO0s6dImxmRWs8VHzGVwoH/MNpF0z8sqVUeZWXFFEsVrI2J96UFEPAPMa15IZrVbMG+YJQsPYHhoEAHDQ4PbJYmSatVUZlZZkSk8+iTtnCYI0tXtijxv0nnAXW9bMG94TJXSIefcUrE6aubQ4GSGZdbxitxR/APwA0mflfRZ4AfA3zc3rPp4PQrLqlQdNTjQz+Ij5rYoIrPOVGSup8slrQAOI6n2XRgRP2t6ZGYTVLq78CA8s4kpVIUUEfdJ+hXp+AlJsyPil02NzKwByqujzKx2RZZCPUrSA8BDwHeBh4FvNjkuMzNrE0XaKD4LvAH4RUTsBbwDuKOpUZmZWdsoUvW0OSKektQnqS8ibpX0d02PzKwJPHGgWe2KJIr1kqYBtwNfkbQOeKG5YZk1XmniwNKcUB6pbVaMIqoNS0oPkKYCm0iqqU4EpgNfiYinmh9efUZGRmL58uWtDsPaTLVxFf0SL0b4DsN6nqQVETFSvj33jkJSP3B9RLwTeBH4cpPiM2u6aiOyt6T/LPkOw6yy3MbsiNgCbJTkEWzW8YqMyPZcUGbbK9Lr6b+BeyRdIum80lezAzNrtEojtSvxXFBmYxVpzP5G+mXW0cpHavdJW6udsjwXlNlYVRuz22X0taRXA58AdgG+ExEXjfccN2ZbEeW9oAAG+sS0l+7A+o2bCzVuu7utdZNqjdl5VU9LM0+utG52kZNeKmmdpHvLth8paZWk1ZLOzCsjIu6PiNOA9wHbvQCzepVPTT40OACCZzZuLrTuttfptl6Rd0exMiLmlf9cU+HSW4FfA5dHxO+m2/qBXwDvAtYAdwInAP3AkrIiPhwR6yQdBZwJnB8RV4x3Xt9RWD2qdZ+FZH2L0t1C6S4i79g7znw74DsO6yz1dI+NKj8XFhG3S9qzbPNBwOqIeDAN7Crg6IhYQrJGd6VybgBukPQNoGKikLQIWAQwe/bsesK1HpfXiF26W1j+yNNcu2J0THVVtXI8wM+6RV7V04GSnpX0HPDa9OdnJT0n6dkJnHMYeDTzeE26rSJJh6Y9rb4E3FztuIi4OCJGImJkxowZEwjPetV4jdibNm/h3/7zl7lJIlvOuctWbXesu99aJ6p6RxER4/cjrI8qnS4njtuA25oUi9lWi4+Yu13jdq2yCyNVu0Nx91vrNEXGUTTaGmBW5vHuwNpGFCxpvqSLN2zY0IjirMdkG7frMTw0yJKFB2ytVqp2h+Lut9ZpWpEo7gT2lbSXpCnA8cANjSjYS6HaRC2YN8wdZ76dfzrudYUG50FyF/FPx72OO858+5i2By/Fat2iqYlC0pXAD4G5ktZIOiUiXgBOB5YB9wNXR8R9DTqf7yisIYreXZTfRVQrQ+Mca9bOxp09thO5e6w1UqWBeYMD/RP60He3WWtHdc0ea2bbT/0x0Q92d5u1TtNVdxSS5gPz58yZc+oDDzzQ6nDMKqo2sC87UM+sFXrijiIibgRuHBkZObXVsVjvKVKdtHTlaNUR3WvXb3KVlLWlrkoUZq1SpDqpdEw10wcHXCVlbakV3WPNuk6RUdiVjikZHOhHwiO5rS11VaJw91hrlSKjsPNGZC9ZeADrN26uqWyzydJVicID7qxVxhuFvXTlKH2qNHtN0oi9YN5w1TKmDw5wyDm3sNeZ3+CQc27xNOY26boqUZi1St4o7FLbRKXV9LIjtSuVMdAnnv/tC17zwlrKicKsAfJGYVdrm+iXxgzaq1TGtJfuwOYtYxOM2y1ssnVVr6fMOIpWh2I9aMG84Yq9k6q1MbwYsd3x5WXsdWbl5erdbmGTqasShcdRWDsoHwsxtOMAz1RoqM62SVQbPzFzaLDiuIs+ib3O/MakjrXwGI/e1VWJwqzVKo2nGOgTA/0aU4WUbZvIG4NRbY2MUnvHZI218LQjvc1tFGYNVKk9YvOLwdQpO1SdRTZvDEZ5u0V/hZ5Tk9Fm4dX6epvvKMwaqFrbwYZNm7nr7MNrek5pe7bdolVtFl6tr7d11R2FB9xZq9Wzql0tz2nVqnlera+3ddUdhRuzrdUqtSnkrWq3dOUoz//mhe22V3pOtWNF0mZwyDm3bG1gzmt4rmXfYa+awa0//xWj6zchxi5uX8tqfW4I72xdNc14iRcuslYq+qFYaUEkgJ13HODs+a8Z85xqx5YbHOjnvb8/zLUrRisutARUXYSp0r5ypWQxXMOHfTMWfrLmqDbNuBOFWYvUsi5FtWMr6ZcqjgIvLeta7ZzV9hWJL4/X3+gcPbEehVknqaWBuJZG40pJYrwyaim/1gZsN4R3vq5qzDbrJI1oxK6kUhfaUhl55yx6jlobsN0Q3vmcKMxaJG8iwSLHlgbylT//hINnVS0375yV9pWrpQE7L/Z6yrHW6aqqJ8/1ZJ0kO+BuvIbvasdWe/7IHi/PLbfovlKvp4n0VqrldVp7cmO2WRsq9ZwaXb9pa+N0LT2Nysv61A33sX5TMt9UpV5VrY4z21Ns+uAAEqzfuNlJZZK5MdusQ5R3J53IvE5LV46y+Gt3s/nFbf8QPrNxM4uvubumcpoZZ3k5pYRWT1nWHG6jMGszeWtr1zq/0rnLVo1JEiWbt8SE52lqVJx55dRaljWHE4VZmxmv22ijurJOtHtqo+Iscpy70raWE4VZmxmv22gt3UrrmWOqEWXXUn6R49yVtrWcKMzaTF431Vq7lS4+Yi4DfduPqxjo14S7pzYqzvG65borbeu5MduszWS7k060N1Hp2Gb0empUnOXdZ93rqf24e6yZmQHVu8d2VdWT16MwM2u8rqp68noU1ouKri9RXqWTHXWd3Vf6+ZmNm7erToLtq5qGKjy3EdVG9a6pYY3nqiezDpa31gOMv75ELQb6BErGYBRV77oTtb4ur2/RGB6ZbdaFKg1Wyw5Qa1SSACoO3BtPKZZaP8BrfV31nseKcaIw62CdsNZDPbHU87ra6TV3m65qzDbrNY1YX6LZ6omjntfVLq+3GzlRmHWwia4vUYtK61+Mp97BcrW+Lg/Kay5XPZl1sCJrPXRir6daXpd7PTWfez2ZmRnQIwPuzMys8ZwozMwslxOFmZnlcqIwM7NcHZEoJE2VtELSe1odi5lZr2lqopB0qaR1ku4t236kpFWSVks6s0BR/xu4ujlRmplZnmaPo7gMOB+4vLRBUj9wAfAuYA1wp6QbgH5gSdnzPwy8FvgZ8NImx2pmZhU0NVFExO2S9izbfBCwOiIeBJB0FXB0RCwBtqtaknQYMBXYH9gk6eaIeLHCcYuARQCzZ89u5MswM+tprRiZPQw8mnm8Bji42sER8ZcAkk4CnqyUJNLjLgYuhmTAXaOCNWtH5esxlEZZj7ck6XhrPGSXTO0TvBgwXKX8oSojvUfXb0JA+R9hn+D9B89mZI+XjznPjgNJDfjGzS+OObZ07vIR4UVM6Re/zUyH3ifYZ8ZUVq97fru4ylWKvdL2qVP6ef63W3JHr1crq/w17zjQx0sG+nlm4+Yxz9l5xwH+8LW7VX1fK72uqVP6+dwfNXbK9aaPzE7vKG6KiN9NHx8LHBERH0kffwA4KCLOaNQ5PTLbulmltRqqya7TMN4aD4u/dnddU4nXqtqHZzX1rIPRKu0Sa3+f+IdjD6w5WbTTyOw1wKzM492BtY0o2EuhWi+otFZDNdk1HPLWeDh32apJSRJQW5KAZB2MVn/wFtUusW55MbZe90ZoRaK4E9hX0l6SpgDHAzc0ouCIuDEiFk2fPr0RxZm1pVrXXWm19mUAAAYQSURBVCgdn7fGg9dy6D6NvKbN7h57JfBDYK6kNZJOiYgXgNOBZcD9wNURcV+Dzuc7Cut6ta67UDq+E9ausMZp5DVtaqKIiBMiYreIGIiI3SPiknT7zRGxX0TsExGfa+D5fEdhXa+WdSay6zSMt8bDQF9ta03Uq9az1LMORqu0S6z9fWro+hwdMTLbzLZZMG+YJQsPYHhoEJH0DPrjN8xmOP0Psl/JB9Xw0ODWhuxqzyvtXzBvmHOPPZChwYGt5ynljWrlDw0OsPOOAxVjqPRR2Sf44zfM5vPHvW7MeXYc6NvaC6jSuc899kDOPebArWUXMaXsw7pPsO+uUwslqWrHlG+fOiVJutn3uzzWamWVv+YdB/rYeceB7Z6z844Due9rpdc1dUp/XQ3ZebpqPQpJ84H5c+bMOfWBBx5odThmZh2lnXo9NY2rnszMGq+rEoWZmTWeE4WZmeXqqkTh7rFmZo3XVYnCbRRmZo3XVb2eSiT9Cngks2k6UOk2o9L2XYAnmxRaLarFPNnl1fK8IseOd0wt16radl/DiT13otex1n3Vjvd1rP959V7DPSJixnZHRkTXfwEXF90OLG91vHkxT3Z5tTyvyLHjHVPLtfI1bM/rWOu+nGvr69iia1j+1VVVTzlurHF7O2h0bPWWV8vzihw73jG1Xitfw8Y/d6LXsdZ97XwNoX2u42T/LW7VlVVPEyFpeVQYcGKdw9ewO/g6to9euaOoxcWtDsAmzNewO/g6tgnfUZiZWS7fUZiZWS4nCjMzy+VEYWZmuZwoxiFpqqQvS/pnSSe2Oh6rnaS9JV0i6ZpWx2L1kbQg/Ru8XtLhrY6n1/RkopB0qaR1ku4t236kpFWSVks6M928ELgmIk4Fjpr0YK2iWq5hRDwYEae0JlKrpsZruDT9GzwJOK4F4fa0nkwUwGXAkdkNkvqBC4B3A/sDJ0jaH9gdeDQ9bMskxmj5LqP4NbT2dBm1X8NPpvttEvVkooiI24GnyzYfBKxO//v8LXAVcDSwhiRZQI++X+2oxmtobaiWa6jE3wHfjIifTHasvc4ffNsMs+3OAZIEMQxcB7xX0kW0/1QDva7iNZT0CklfBOZJOqs1oVlB1f4OzwDeCRwj6bRWBNbLdmh1AG2k0jroERHPAydPdjBWl2rX8CnAHy6dodo1PA84b7KDsYTvKLZZA8zKPN4dWNuiWKw+voadz9ewDTlRbHMnsK+kvSRNAY4HbmhxTFYbX8PO52vYhnoyUUi6EvghMFfSGkmnRMQLwOnAMuB+4OqIuK+VcVp1voadz9ewc3hSQDMzy9WTdxRmZlacE4WZmeVyojAzs1xOFGZmlsuJwszMcjlRmJlZLk/hYVaQpC3APcAA8ALwZeCfIuLFlgZm1mROFGbFbYqI1wFI2hW4ApgOnD3RgiX1R4Snsbe25KonszpExDpgEXB6OgV2v6RzJd0p6aeS/gRAUp+kCyXdJ+kmSTdLOibd97Ckv5b0feBYSftI+ndJKyR9T9Kr0uNmSLo2LftOSYe07IVbT/IdhVmdIuJBSX3AriTrXmyIiNdLeglwh6RvAb8P7AkckB53P3Bpppj/jog3A0j6DnBaRDwg6WDgQuDtwBeAz0fE9yXNJpne4tWT8iLNcKIwm6jStNiHA68t3S2QVEntC7wZ+FrajvG4pFvLnv9VAEnTgDcBX5O2zrT9kvT7O4H9M9tfJmmniHiu0S/GrBInCrM6SdqbZHncdSQJ44yIWFZ2zB+OU8zz6fc+YH2pDaRMH/DGiNg0wZDN6uI2CrM6SJoBfBE4P5KZNZcBH5U0kO7fT9JU4PskKyT2SXolcGil8iLiWeAhScemz5ekA9Pd3yKZUbV07krJxKxpfEdhVtygpLvY1j32X4F/TPf9C0lbxE+U1BH9ClgAXAu8A7gX+AXwI2BDlfJPBC6S9Mn0HFcBdwMfBy6Q9FOSv9nb8Yp9Nok8zbhZk0maFhG/lvQK4MfAIRHxeKvjMivKdxRmzXeTpCFgCvBZJwnrNL6jMDOzXG7MNjOzXE4UZmaWy4nCzMxyOVGYmVkuJwozM8vlRGFmZrn+P+psx7zkk3agAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "degrees = dict(nx.degree(B))\n",
    "degree_values = sorted(set(degrees.values()))\n",
    "histogram = [list(degrees.values()).count(i)/float(nx.number_of_nodes(B)) for i in degree_values]\n",
    "fig, ax = plt.subplots()\n",
    "ax.plot(degree_values, histogram, 'o')\n",
    "plt.xscale('log')\n",
    "plt.yscale('log')\n",
    "plt.title(\"Producer-product log-log degree distribution\")\n",
    "plt.xlabel('Degree')\n",
    "plt.ylabel('Fraction of nodes')\n",
    "# Save figure\n",
    "#plt.savefig('degree_distribution_producer-product.png', format='png', dpi=400, bbox_inches=\"tight\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Link prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Take a random sample of edges\n",
    "edge_subset = random.sample(B.edges(), int(0.25 * B.number_of_edges())) #25% sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Remove some edges from the original graph\n",
    "B_train = B.copy()\n",
    "B_train.remove_edges_from(edge_subset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "B_train_df = nx.to_pandas_edgelist(B_train) #convert to a adjacency list or edgelist in a data frame to use it in Gephi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "#B_train_df.to_csv(path_or_buf='two-mode train graph.csv', index=False, header=False) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total edges in graph:  24069\n",
      "Total edges in subsample:  6017\n"
     ]
    }
   ],
   "source": [
    "print(\"Total edges in graph: \", B.number_of_edges())\n",
    "print(\"Total edges in subsample: \", len(edge_subset))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Deleted :  6017\n",
      "Remaining :  18052\n"
     ]
    }
   ],
   "source": [
    "edge_subset_size = len(list(edge_subset))\n",
    "print(\"Deleted : \", str(edge_subset_size))\n",
    "print(\"Remaining : \", str((B.number_of_edges() - edge_subset_size)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## One-mode projection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create co-affiliation network\n",
    "G = bipartite.projected_graph(B, studio)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create figure\n",
    "#plt.figure(figsize=(30,30))\n",
    "# Calculate layout\n",
    "#pos = nx.spring_layout(G, k=0.2)\n",
    "#pos = nx.kamada_kawai_layout(G)\n",
    "# Draw edges, nodes, and labels\n",
    "#nx.draw_networkx_edges(G, pos, width=3, alpha=0.3)\n",
    "#nx.draw_networkx_nodes(G, pos, node_color=\"#13c64f\", node_size=100)\n",
    "#nx.draw_networkx_labels(G, pos)\n",
    "# Save figure\n",
    "#plt.savefig('unipartite_pollinator-pollinator.png', format='png', dpi=400, bbox_inches=\"tight\")\n",
    "#plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Does the network is directed?  False\n",
      "Does the network is planar?  (False, None)\n",
      "Does the network is bipartite?  False\n",
      "Does the network is connected?  False\n",
      "Number of connected components: 165\n",
      "Is weighted?  False\n"
     ]
    }
   ],
   "source": [
    "print(\"Does the network is directed? \", G.is_directed())\n",
    "\n",
    "print(\"Does the network is planar? \", nx.check_planarity(G))\n",
    "print(\"Does the network is bipartite? \", bipartite.is_bipartite(G))\n",
    "\n",
    "print(\"Does the network is connected? \", nx.is_connected(G))\n",
    "\n",
    "print(\"Number of connected components:\", nx.number_connected_components(G))\n",
    "print(\"Is weighted? \", nx.is_weighted(G))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 1121\n",
      "Number of edges: 11637\n",
      "Average degree:  20.7618\n",
      "Network size: 11637\n",
      "Network density:  0.018537339110488084\n",
      "Average clustering coefficient: 0.48297442778993344\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(nx.info(G))\n",
    "print(\"Network size:\", G.size()) # Return the number of edges\n",
    "print('Network density: ', nx.density(G))\n",
    "#print(\"Average shortest path length:\", nx.average_shortest_path_length(G)) #for connected graph\n",
    "print(\"Average clustering coefficient:\", nx.average_clustering(G)) \n",
    "#E = nx.eccentricity(G) #for connected graph\n",
    "#print(\"Diameter:\", nx.diameter(G, E))\n",
    "#print(\"Radius:\", nx.radius(G, E))\n",
    "#print(\"Periphery:\\n\", nx.periphery(G, E))\n",
    "#print(\"Center:\\n\", nx.center(G, E))\n",
    "#print(\"Eccentricity: \", E)\n",
    "print(\"\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "for C in connected_component_subgraphs(G):\n",
    "    print(nx.info(C))\n",
    "    print(\"Network size:\", C.size()) # Return the number of edges\n",
    "    print('Network density: ', nx.density(C))\n",
    "    print(\"Average shortest path length:\", nx.average_shortest_path_length(C)) #for connected graph\n",
    "    print(\"Average clustering coefficient:\", nx.average_clustering(C)) \n",
    "    E = nx.eccentricity(C) #for connected graph\n",
    "    print(\"Diameter:\", nx.diameter(C, E))\n",
    "    print(\"Radius:\", nx.radius(C, E))\n",
    "    print(\"Periphery:\\n\", nx.periphery(C, E))\n",
    "    print(\"Center:\\n\", nx.center(C, E))\n",
    "    print(\"Eccentricity: \", E)\n",
    "    print(\"\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "for C in connected_component_subgraphs(G):\n",
    "    print(\"Node connectivity: \", nx.node_connectivity(C)) #Node connectivity is equal to the minimum number of nodes that must be removed to disconnect G or render it trivial.\n",
    "    print(\"Minimum node cut: \", nx.minimum_node_cut(C))\n",
    "    print(\"Edge connectivity: \", nx.edge_connectivity(C))\n",
    "    print(\"Minimum edge cut: \", nx.minimum_edge_cut(C))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "degree_centrality = nx.degree_centrality(G)\n",
    "for n in G.nodes():\n",
    "    G.nodes[n]['centrality'] = degree_centrality[n]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [],
   "source": [
    "#print(degree_centrality)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Degree Frequency\n",
      "Length: 301\n",
      "Highest Frequency: 100\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYkAAAEWCAYAAACT7WsrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAZIUlEQVR4nO3deZgldX3v8fcHkE1QQAYcB3QARyMmsjgqikZc4oILYiTBayJy1VGD29VcAfFRs/BcyUUwPCoKkQi44KCoI2IUuDx65yYCA0EWEZnICMOMTOMCCAgC3/tHVcth6Oo+s5w+Z6bfr+c5zzn1q+17qvv0p+tXdapSVUiSNJFNhl2AJGl0GRKSpE6GhCSpkyEhSepkSEiSOhkSkqROhoQkqZMhoaFKsizJ3UnuSPKbJP+e5O1JNojfzSSV5M4kv20fvxl2TdL6tEF8ELXRe1VVbQs8AfgYcCTwuUGsKMmmA1jsXlW1TfvYrmO9mw1gvdLAGRIaGVV1W1UtAv4SOCzJHwMk2SLJ8UluTHJLks8k2Wp8viQfSLIyyYokb2n/u39iO+7zSU5Ocl6SO4EX9LG8Vya5omfP5mlr+l6SHJBkeZIjk/wC+Neplp1knySXt3tVX0lyVpJ/bMe9Kcni1dbR+z4731NPLe9PsqrdVof3LGerJB9P8vMktyVZ3LZ9O8m7VlvnlUles6bbQxsuQ0Ijp6ouAZYDz2ubjgOeBOwNPBGYA3wYIMnLgPcBL27HPX+CRf434FhgW2DxFMvbFzgNeBvwGOCzwKIkW6zFW3kssAPNHtKCyZadZHPgG8CZ7TxnA3++BuvqfE89tTy6bX8z8Kkk27fjjgeeDjynXfcHgAeA04G/Gl9Akr3a+c9bg7q0oasqHz6G9gCWAS+eoP2HwDFAgDuBPXrGPRu4oX19GvC/esY9ESjgie3w54EzesZPtbyTgX9YrZbrgOd31F/A7cBv2sdJbfsBwL3Alj3Tdi4b+FNgBZCecf8O/GP7+k3A4gnW/cQ+3tMBwN3AZj3jVwH70fyjeDdNl9nq720L4FfAvHb4eODTw/6d8TG9D/tJNarm0PyBmgVsDVyWZHxcgPFjC48DlvTMd9MEy+ptm2p5T6Dp6urtZtm8XU+Xfatq6QTtY1X1u57hyZZdwM3V/jVu/XySdfaa6j0B/LKq7usZvgvYBtgR2BL4r9UXWlX3JFkI/FWSvwNeD7yuz5q0kTAkNHKSPIMmJBYDt9L8p/vUqrp5gslXArv0DO86wTS9f3inWt5NwLFVdeza1D7JeidddpLnA3OSpCcoHs+Df7zvpAmC8ekf2zP7VO9pMrcCvwP2AH40wfjTabrAFgN3VdV/rOHytYHzmIRGRpJHJXklcBbwhaq6qqoeAE4FTkyyUzvdnCQvbWdbCBye5ClJtuah/fAP08fyTgXenuRZaTwyySuSbLse3uJky/4P4D7g3Uk2S/Ja4Jk98/4IeGqSvZNsCXx0Dd5Tp3be04ATkjwuyaZJnj1+DKYNhQeAj9OEhWYYQ0Kj4FtJ7qD5T/sY4ATg8J7xRwJLgR8muR24AHgyQFV9BzgJuKidZvw/3XsmWd9ky1sCvBX4JPDrdro3rfM7nGLZVXUv8Np2+Nc0Z3id0zPvT4G/b2u9nuY/+77eUx/+FrgKuJSmi+84Hvq34QzgT4Av9Lk8bUTy0C5QacOW5CnA1cAWq/XBb3CSfB5YXlUfGnIdbwQWVNVzh1mHhsM9CW3wkhycZPP2lM7jgG9t6AExKtouvL8BThl2LRoOQ0Ibg7cBYzQHee8H3jHccjYO7TGNMeAW4EtDLkdDYneTJKmTexKSpE4b9Pckdtxxx5o7d+6wy5CkDcpll112a1XN6mfaDTok5s6dy5IlS6aeUJL0B0n6/Ta/3U2SpG6GhCSpkyEhSepkSEiSOhkSkqROhoQkqZMhIUnqZEhIkjoZEpKkThv0N67Xxdyjvj20dS/72CuGtm5JWhPuSUiSOhkSkqROhoQkqZMhIUnqZEhIkjoZEpKkToaEJKmTISFJ6mRISJI6GRKSpE6GhCSpkyEhSepkSEiSOhkSkqROhoQkqZMhIUnqZEhIkjoZEpKkToaEJKmTISFJ6jSwkEiya5KLklyb5Jok72nbP5rk5iRXtI8De+Y5OsnSJNcleemgapMk9WezAS77PuD9VXV5km2By5Kc3447saqO7504yZ7AocBTgccBFyR5UlXdP8AaJUmTGNieRFWtrKrL29d3ANcCcyaZ5SDgrKq6p6puAJYCzxxUfZKkqU3LMYkkc4F9gIvbpncmuTLJaUm2b9vmADf1zLacCUIlyYIkS5IsGRsbG2DVkqSBh0SSbYCvAe+tqtuBk4E9gL2BlcDHxyedYPZ6WEPVKVU1v6rmz5o1a0BVS5JgwCGR5BE0AfHFqjoHoKpuqar7q+oB4FQe7FJaDuzaM/suwIpB1idJmtwgz24K8Dng2qo6oad9ds9kBwNXt68XAYcm2SLJbsA84JJB1SdJmtogz27aH/hr4KokV7RtHwRen2Rvmq6kZcDbAKrqmiQLgR/TnBl1hGc2SdJwDSwkqmoxEx9nOG+SeY4Fjh1UTZKkNeM3riVJnQwJSVInQ0KS1MmQkCR1MiQkSZ0MCUlSJ0NCktTJkJAkdTIkJEmdDAlJUidDQpLUyZCQJHUyJCRJnQwJSVInQ0KS1MmQkCR1MiQkSZ0MCUlSJ0NCktTJkJAkdTIkJEmdDAlJUidDQpLUyZCQJHUyJCRJnQwJSVInQ0KS1GlgIZFk1yQXJbk2yTVJ3tO275Dk/CTXt8/bt+1JclKSpUmuTLLvoGqTJPVnkHsS9wHvr6qnAPsBRyTZEzgKuLCq5gEXtsMALwfmtY8FwMkDrE2S1IeBhURVrayqy9vXdwDXAnOAg4DT28lOB17Tvj4IOKMaPwS2SzJ7UPVJkqY2LcckkswF9gEuBnauqpXQBAmwUzvZHOCmntmWt22rL2tBkiVJloyNjQ2ybEma8QYeEkm2Ab4GvLeqbp9s0gna6mENVadU1fyqmj9r1qz1VaYkaQIDDYkkj6AJiC9W1Tlt8y3j3Ujt86q2fTmwa8/suwArBlmfJGlygzy7KcDngGur6oSeUYuAw9rXhwHf7Gl/Y3uW037AbePdUpKk4dhsgMveH/hr4KokV7RtHwQ+BixM8mbgRuCQdtx5wIHAUuAu4PAB1iZJ6sPAQqKqFjPxcQaAF00wfQFHDKoeSdKa8xvXkqROhoQkqZMhIUnqZEhIkjoZEpKkToaEJKmTISFJ6mRISJI69RUSSf540IVIkkZPv3sSn0lySZK/SbLdQCuSJI2MvkKiqp4LvIHmKq1LknwpyZ8NtDJJ0tD1fUyiqq4HPgQcCTwfOCnJT5K8dlDFSZKGq99jEk9LciLNLUhfCLyqvXf1C4ETB1ifJGmI+r0K7CeBU4EPVtXd441VtSLJhwZSmSRp6PoNiQOBu6vqfoAkmwBbVtVdVXXmwKqTJA1Vv8ckLgC26hneum2TJG3E+g2JLavqt+MD7eutB1OSJGlU9BsSdybZd3wgydOBuyeZXpK0Eej3mMR7gbOTrGiHZwN/OZiSJEmjoq+QqKpLk/wR8GSa+1b/pKp+P9DKJElD1++eBMAzgLntPPskoarOGEhVkqSR0FdIJDkT2AO4Ari/bS7AkJCkjVi/exLzgT2rqgZZjCRptPR7dtPVwGMHWYgkafT0uyexI/DjJJcA94w3VtWrB1KVJGkk9BsSHx1kEZKk0dTvKbDfT/IEYF5VXZBka2DTwZYmSRq2fi8V/lbgq8Bn26Y5wDcGVZQkaTT0e+D6CGB/4Hb4ww2IdppshiSnJVmV5Oqeto8muTnJFe3jwJ5xRydZmuS6JC9d87ciSVrf+g2Je6rq3vGBJJvRfE9iMp8HXjZB+4lVtXf7OK9d3p7AocBT23k+ncTuLEkasn5D4vtJPghs1d7b+mzgW5PNUFU/AH7V5/IPAs6qqnuq6gZgKfDMPueVJA1IvyFxFDAGXAW8DTiP5n7Xa+OdSa5su6O2b9vmADf1TLO8bXuYJAuSLEmyZGxsbC1LkCT1o6+QqKoHqurUqjqkql7Xvl6bb1+fTHN5j72BlcDH2/ZMtNqOWk6pqvlVNX/WrFlrUYIkqV/9XrvpBib4o11Vu6/Jyqrqlp5lngqc2w4uB3btmXQXYAWSpKFak2s3jdsSOATYYU1XlmR2Va1sBw+mudwHwCLgS0lOAB4HzAMuWdPlS5LWr36/TPfL1Zo+kWQx8OGueZJ8GTgA2DHJcuAjwAFJ9qbZK1lGc3yDqromyULgx8B9wBFVdf9Ey5UkTZ9+u5v27RnchGbPYtvJ5qmq10/Q/LlJpj8WOLafeiRJ06Pf7qaP97y+j2Yv4C/WezWSpJHSb3fTCwZdiCRp9PTb3fS+ycZX1QnrpxxJ0ihZk7ObnkFzFhLAq4Af8NAvwEmSNjJrctOhfavqDmgu1AecXVVvGVRhkqTh6/eyHI8H7u0ZvheYu96rkSSNlH73JM4ELknydZrvOBwMnDGwqiRJI6Hfs5uOTfId4Hlt0+FV9Z+DK0uSNAr67W4C2Bq4var+GVieZLcB1SRJGhH93r70I8CRwNFt0yOALwyqKEnSaOh3T+Jg4NXAnQBVtYIpLsshSdrw9RsS97b3jyiAJI8cXEmSpFHRb0gsTPJZYLskbwUuAE4dXFmSpFHQ79lNx7f3tr4deDLw4ao6f6CVSZKGbsqQSLIp8N2qejFgMEjSDDJld1N785+7kjx6GuqRJI2Qfr9x/TvgqiTn057hBFBV7x5IVZKkkdBvSHy7fUiSZpBJQyLJ46vqxqo6fboKkiSNjqmOSXxj/EWSrw24FknSiJkqJNLzevdBFiJJGj1ThUR1vJYkzQBTHbjeK8ntNHsUW7WvaYerqh410OokSUM1aUhU1abTVYgkafSsyf0kJEkzjCEhSepkSEiSOg0sJJKclmRVkqt72nZIcn6S69vn7dv2JDkpydIkVybZd1B1SZL6N8g9ic8DL1ut7SjgwqqaB1zYDgO8HJjXPhYAJw+wLklSnwYWElX1A+BXqzUfBIxf4uN04DU97WdU44c0NzeaPajaJEn9me5jEjtX1UqA9nmntn0OcFPPdMvbNknSEI3KgetM0DbhN7yTLEiyJMmSsbGxAZclSTPbdIfELePdSO3zqrZ9ObBrz3S7ACsmWkBVnVJV86tq/qxZswZarCTNdNMdEouAw9rXhwHf7Gl/Y3uW037AbePdUpKk4en3pkNrLMmXgQOAHZMsBz4CfAxYmOTNwI3AIe3k5wEHAkuBu4DDB1WXJKl/AwuJqnp9x6gXTTBtAUcMqhZJ0toZlQPXkqQRZEhIkjoZEpKkToaEJKmTISFJ6mRISJI6GRKSpE6GhCSpkyEhSepkSEiSOhkSkqROhoQkqZMhIUnqZEhIkjoZEpKkToaEJKmTISFJ6mRISJI6GRKSpE6GhCSpkyEhSepkSEiSOhkSkqROhoQkqZMhIUnqZEhIkjoZEpKkToaEJKnTZsNYaZJlwB3A/cB9VTU/yQ7AV4C5wDLgL6rq18OoT5LUGOaexAuqau+qmt8OHwVcWFXzgAvbYUnSEI1Sd9NBwOnt69OB1wyxFkkSwwuJAr6X5LIkC9q2natqJUD7vNNEMyZZkGRJkiVjY2PTVK4kzUxDOSYB7F9VK5LsBJyf5Cf9zlhVpwCnAMyfP78GVaAkaUh7ElW1on1eBXwdeCZwS5LZAO3zqmHUJkl60LSHRJJHJtl2/DXwEuBqYBFwWDvZYcA3p7s2SdJDDaO7aWfg60nG1/+lqvq3JJcCC5O8GbgROGQItUmSekx7SFTVz4C9Jmj/JfCi6a5HktRtlE6BlSSNGENCktTJkJAkdTIkJEmdDAlJUidDQpLUyZCQJHUyJCRJnQwJSVInQ0KS1MmQkCR1MiQkSZ0MCUlSJ0NCktTJkJAkdTIkJEmdDAlJUidDQpLUyZCQJHUyJCRJnQwJSVInQ0KS1MmQkCR12mzYBcxEc4/69lDWu+xjrxjKeiVtuNyTkCR1MiQkSZ0MCUlSJ0NCktRp5EIiycuSXJdkaZKjhl2PJM1kI3V2U5JNgU8BfwYsBy5NsqiqfjzcyjYOwzqrCoZ3ZtVMfM/S+jRSIQE8E1haVT8DSHIWcBBgSGzghvnHelhm2nueiaE4E/4JGbWQmAPc1DO8HHhW7wRJFgAL2sHfJrluLde1I3DrWs47HUa5Pmtbe6Nc3zrVluPWYyUPt9Fut7W1Btt7ovqe0O/MoxYSmaCtHjJQdQpwyjqvKFlSVfPXdTmDMsr1WdvaG+X6rG3tjHJtsO71jdqB6+XArj3DuwArhlSLJM14oxYSlwLzkuyWZHPgUGDRkGuSpBlrpLqbquq+JO8EvgtsCpxWVdcMaHXr3GU1YKNcn7WtvVGuz9rWzijXButYX6pq6qkkSTPSqHU3SZJGiCEhSeo0I0NilC79kWTXJBcluTbJNUne07bvkOT8JNe3z9sPscZNk/xnknPb4d2SXNzW9pX2JINh1bZdkq8m+Um7DZ89Ktsuyf9of6ZXJ/lyki2Hte2SnJZkVZKre9om3E5pnNR+Pq5Msu+Q6vvf7c/1yiRfT7Jdz7ij2/quS/LS6a6tZ9zfJqkkO7bD07rtumpL8q5221yT5J962td8u1XVjHrQHBD/L2B3YHPgR8CeQ6xnNrBv+3pb4KfAnsA/AUe17UcBxw2xxvcBXwLObYcXAoe2rz8DvGOItZ0OvKV9vTmw3ShsO5ovht4AbNWzzd40rG0H/CmwL3B1T9uE2wk4EPgOzfeW9gMuHlJ9LwE2a18f11Pfnu3ndgtgt/bzvOl01ta270pzks3PgR2Hse06ttsLgAuALdrhndZlu03bh2ZUHsCzge/2DB8NHD3sunrq+SbNtauuA2a3bbOB64ZUzy7AhcALgXPbX/5bez68D9me01zbo9o/xFmtfejbjgevHrADzVmE5wIvHea2A+au9sdkwu0EfBZ4/UTTTWd9q407GPhi+/ohn9n2D/Wzp7s24KvAXsCynpCY9m03wc91IfDiCaZbq+02E7ubJrr0x5wh1fIQSeYC+wAXAztX1UqA9nmnIZX1CeADwAPt8GOA31TVfe3wMLff7sAY8K9td9i/JHkkI7Dtqupm4HjgRmAlcBtwGaOz7aB7O43iZ+S/0/yHDiNQX5JXAzdX1Y9WGzX02oAnAc9ruzW/n+QZ61LbTAyJKS/9MQxJtgG+Bry3qm4fdj0ASV4JrKqqy3qbJ5h0WNtvM5pd7ZOrah/gTppuk6Fr+/cPotmtfxzwSODlE0w69N+9CYzSz5gkxwD3AV8cb5pgsmmrL8nWwDHAhycaPUHbdG+7zYDtabq7/iewMElYy9pmYkiM3KU/kjyCJiC+WFXntM23JJndjp8NrBpCafsDr06yDDiLpsvpE8B2Sca/iDnM7bccWF5VF7fDX6UJjVHYdi8Gbqiqsar6PXAO8BxGZ9tB93Yamc9IksOAVwJvqLaPhOHXtwdN+P+o/WzsAlye5LEjUBttDedU4xKaXoAd17a2mRgSI3XpjzbhPwdcW1Un9IxaBBzWvj6M5ljFtKqqo6tql6qaS7Od/k9VvQG4CHjdMGtr6/sFcFOSJ7dNL6K5rPzQtx1NN9N+SbZuf8bjtY3Etmt1badFwBvbM3X2A24b75aaTkleBhwJvLqq7uoZtQg4NMkWSXYD5gGXTFddVXVVVe1UVXPbz8ZympNPfsFobLtv0PxDR5In0ZzQcStru90GeUBlVB80ZyD8lObo/jFDruW5NLt8VwJXtI8Dafr+LwSub593GHKdB/Dg2U27t79cS4Gzac+iGFJdewNL2u33DZrd7JHYdsDfAT8BrgbOpDmrZCjbDvgyzbGR39P8UXtz13ai6Zb4VPv5uAqYP6T6ltL0oY9/Lj7TM/0xbX3XAS+f7tpWG7+MBw9cT+u269humwNfaH/vLgdeuC7bzctySJI6zcTuJklSnwwJSVInQ0KS1MmQkCR1MiQkSZ1G6s500ihIcj/N6YuPoPmm7+nAJ6rqgUlnlDZChoT0cHdX1d4ASXaiuQLuo4GPrOuCk2xaVfev63Kk6WJ3kzSJqloFLADe2X6LdtP2PgeXtvcLeBtAkk2SfLq9fv+5Sc5L8rp23LIkH06yGDgkyR5J/i3JZUn+b5I/aqebleRr7bIvTbL/0N641HJPQppCVf0sySY0V0k9iOZSC89IsgXw/5J8D3g6zSWb/6Sd7lrgtJ7F/K6qnguQ5ELg7VV1fZJnAZ+muYzCPwMnVtXiJI+nuZTzU6blTUodDAmpP+NX0HwJ8LTxvQSabqh5NJdXObs9bvGLJBetNv9X4A9X+30OcHZzSSeguVwHNBcF3LOn/VFJtq2qO9b3m5H6ZUhIU0iyO3A/zVVSA7yrqr672jSvmGIxd7bPm9DcU2LvCabZhOYmMHevY8nSeuMxCWkSSWbR3Gb0k9Vc6Oy7wDvay7uT5EntjY4WA3/eHpvYmeaCiA9Tzb1CbkhySDt/kuzVjv4e8M6edU8UJNK0ck9CeritklzBg6fAngmMX8b9X2iOPVzeXgJ8DHgNzf1AXkRz5c2f0txd8LaO5b8BODnJh9p1nEVz7+F3A59KciXNZ/MHwNvX95uT1oRXgZXWkyTbVNVvkzyG5nLg+1dzjwFpg+WehLT+nJtkO5rr+f+DAaGNgXsSkqROHriWJHUyJCRJnQwJSVInQ0KS1MmQkCR1+v8xUq+teWd/5QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "DegFreq = nx.degree_histogram(G)\n",
    "print ('Degree Frequency\\nLength: ' + str(len(DegFreq)) + '\\n' + 'Highest Frequency: ' + str(DegFreq[1]))\n",
    "\n",
    "plt.hist(DegFreq)\n",
    "plt.xlabel('Degree')\n",
    "plt.ylabel('Frequency')\n",
    "plt.title('Degree Frequency')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "degree_sequence = sorted([d for n, d in G.degree()], reverse=True)  # degree sequence\n",
    "\n",
    "# print \"Degree sequence\", degree_sequence\n",
    "degreeCount = collections.Counter(degree_sequence)\n",
    "deg, cnt = zip(*degreeCount.items())\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "plt.bar(deg, cnt, width=0.80, color = \"b\")\n",
    "\n",
    "plt.title(\"Producer-producer degree distribution\")\n",
    "plt.ylabel(\"Frequency\")\n",
    "plt.xlabel(\"Degree\")\n",
    "\n",
    "# Save figure\n",
    "#plt.savefig('degree-distribution_bipartite_plant-pollinator.png', format='png', dpi=400, bbox_inches=\"tight\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "degrees = dict(nx.degree(G))\n",
    "degree_values = sorted(set(degrees.values()))\n",
    "histogram = [list(degrees.values()).count(i)/float(nx.number_of_nodes(G)) for i in degree_values]\n",
    "fig, ax = plt.subplots()\n",
    "ax.plot(degree_values, histogram, 'o')\n",
    "plt.xscale('log')\n",
    "plt.yscale('log')\n",
    "plt.title(\"Producer-producer log-log degree distribution\")\n",
    "plt.xlabel('Degree')\n",
    "plt.ylabel('Fraction of nodes')\n",
    "# Save figure\n",
    "#plt.savefig('degree_distribution-producer-producer.png', format='png', dpi=400, bbox_inches=\"tight\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Centrality metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best node candidate on degree centrality: Funimation -studio\n",
      "Best node candidate on closenness centrality: Funimation -studio\n",
      "Best node candidate on betweeness centrality: Funimation -studio\n",
      "Best edge candidate on betweeness centrality: ('bilibili -studio', 'Tencent Penguin Pictures -studio')\n",
      "Best node candidate on eigenvector centrality: Funimation -studio\n"
     ]
    }
   ],
   "source": [
    "# Centrality Functions\n",
    "\n",
    "C = largest_node(nx.degree_centrality(G))\n",
    "C_c = largest_node(nx.closeness_centrality(G))\n",
    "C_b = largest_node(nx.betweenness_centrality(G))\n",
    "C_b_edge = largest_node(nx.edge_betweenness_centrality(G))\n",
    "C_eigen = largest_node(nx.eigenvector_centrality_numpy(G))\n",
    "C_katz = largest_node(nx.katz_centrality_numpy(G, alpha = 0.25, beta = 0.2))\n",
    "C_pagerank = nx.pagerank(G, alpha=0.85)\n",
    "C_pagerank = list(reversed(sorted((value, node) for (node, value) in C_pagerank.items())))[0][1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best node candidate on degree centrality: Funimation -studio\n",
      "Best node candidate on closenness centrality: Funimation -studio\n",
      "Best node candidate on betweeness centrality: Funimation -studio\n",
      "Best edge candidate on betweeness centrality: ('bilibili -studio', 'Tencent Penguin Pictures -studio')\n",
      "Best node candidate on eigenvector centrality: Funimation -studio\n",
      "Best node candidate on katz_centrality: Takeshobo -studio\n",
      "Page rank of the graph: Funimation -studio\n"
     ]
    }
   ],
   "source": [
    "print(\"Best node candidate on degree centrality:\", C) #important indicator for group performance\n",
    "print(\"Best node candidate on closenness centrality:\", C_c)\n",
    "print(\"Best node candidate on betweeness centrality:\", C_b) #view as a leader #important indicator for group performance\n",
    "print(\"Best edge candidate on betweeness centrality:\", C_b_edge) \n",
    "print(\"Best node candidate on eigenvector centrality:\", C_eigen)\n",
    "print(\"Best node candidate on katz_centrality:\", C_katz)\n",
    "print(\"Page rank of the graph:\", C_pagerank)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Link prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Take a random sample of edges\n",
    "edge_subset = random.sample(G.edges(), int(0.25 * G.number_of_edges())) #25% sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Remove some edges from the original graph\n",
    "G_train = G.copy()\n",
    "G_train.remove_edges_from(edge_subset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "G_train_df = nx.to_pandas_edgelist(G_train) #convert to a adjacency list or edgelist in a data frame to use it in Gephi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "#G_train_df.to_csv(path_or_buf='one-mode train graph.csv', index=False, header=False) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total edges in graph:  11637\n",
      "Total edges in subsample:  2909\n"
     ]
    }
   ],
   "source": [
    "print(\"Total edges in graph: \", G.number_of_edges())\n",
    "print(\"Total edges in subsample: \", len(edge_subset))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Deleted :  2909\n",
      "Remaining :  8728\n"
     ]
    }
   ],
   "source": [
    "edge_subset_size = len(list(edge_subset))\n",
    "print(\"Deleted : \", str(edge_subset_size))\n",
    "print(\"Remaining : \", str((G.number_of_edges() - edge_subset_size)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Similarity scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Jaccard coefficient\n",
    "prediction_jaccard = list(nx.jaccard_coefficient(G_train))\n",
    "score_jaccard, label_jaccard = zip(*[(s, (u,v) in edge_subset) for (u,v,s) in prediction_jaccard])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Adamic-Adar index\n",
    "prediction_adamic = list(nx.adamic_adar_index(G_train))\n",
    "score_adamic, label_adamic = zip(*[(s, (u,v) in edge_subset) for (u,v,s) in prediction_adamic])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Preferential attachment\n",
    "prediction_pref = list(nx.preferential_attachment(G_train))\n",
    "score_pref, label_pref = zip(*[(s, (u,v) in edge_subset) for (u,v,s) in prediction_pref])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Resource allocation\n",
    "prediction_rea = list(nx.resource_allocation_index(G_train))\n",
    "score_rea, label_rea = zip(*[(s, (u,v) in edge_subset) for (u,v,s) in prediction_rea])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import roc_curve, auc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Jaccard roc-auc\n",
    "fpr_jaccard,tpr_jaccard,ths_jaccard = roc_curve(label_jaccard,score_jaccard)\n",
    "auc_sc_jaccard = auc(fpr_jaccard, tpr_jaccard)\n",
    "\n",
    "fpr_adamic,tpr_adamic,ths_adamic = roc_curve(label_adamic,score_adamic)\n",
    "auc_sc_adamic = auc(fpr_adamic, tpr_adamic)\n",
    "\n",
    "#Preferential attachment roc-auc\n",
    "fpr_pref,tpr_pref,ths_pref = roc_curve(label_pref,score_pref)\n",
    "auc_sc_pref = auc(fpr_pref, tpr_pref)\n",
    "\n",
    "#Preferential attachment roc-auc\n",
    "fpr_rea,tpr_rea,ths_rea = roc_curve(label_rea,score_rea)\n",
    "auc_sc_rea = auc(fpr_rea, tpr_rea)\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.plot(fpr_jaccard, tpr_jaccard, color='red',label='Jaccard Coeff. ROC curve (area = %0.2f)' % auc_sc_jaccard)\n",
    "ax.plot(fpr_adamic, tpr_adamic, color='green',label='Adamic-Adar idx. ROC curve (area = %0.2f)' % auc_sc_adamic)\n",
    "ax.plot(fpr_pref, tpr_pref, color='navy',label='Pref. Attach. ROC curve (area = %0.2f)' % auc_sc_pref)\n",
    "ax.plot(fpr_rea, tpr_rea, color='yellow',label='Resource Allocation idx. ROC curve (area = %0.2f)' % auc_sc_rea)\n",
    "plt.xlabel('False Positive Rate')\n",
    "plt.ylabel('True Positive Rate')\n",
    "plt.title('Receiver operating characteristic for Similarity Score Models')\n",
    "plt.legend()\n",
    "plt.savefig('roc-auc similarity one-mode network.png', format='png', dpi=400, bbox_inches=\"tight\")\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}