pl_network (1).ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "id": "rpORpmXwF224"
   },
   "outputs": [],
   "source": [
    "#changing dictionary to utf-8 table or dataframe\n",
    "import io\n",
    "df = pd.read_csv('transfer_data.csv')\n",
    "df_copy = df.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "id": "3rWsj2CoG-bA"
   },
   "outputs": [],
   "source": [
    "#creating functiont to return simple two dimensional line plot\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "def lineplot(a, b):\n",
    "  figure = plt.figure(figsize = (22,8))\n",
    "  sns.lineplot(x = a, y = b)\n",
    "  return plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 206
    },
    "executionInfo": {
     "elapsed": 322,
     "status": "ok",
     "timestamp": 1660017277129,
     "user": {
      "displayName": "Niraj Paudel",
      "userId": "00111615912450732652"
     },
     "user_tz": 360
    },
    "id": "3qhTqnVlanRP",
    "outputId": "cc4e82c4-4a04-42c8-95ea-f026eabf13f5"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PLAYER            1\n",
       "WINDOW            1\n",
       "POSITION       1128\n",
       "COUNTRY         826\n",
       "FROM              2\n",
       "TO                1\n",
       "DESCRIPTION       1\n",
       "PRICE             1\n",
       "LEAGUE            1\n",
       "SEASON            1\n",
       "dtype: int64"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_copy.isnull().sum()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 902,
     "status": "ok",
     "timestamp": 1659930632911,
     "user": {
      "displayName": "Niraj Paudel",
      "userId": "00111615912450732652"
     },
     "user_tz": 360
    },
    "id": "OanqcpV3eRs5",
    "outputId": "690f2ea7-7a24-443c-de6d-fcee31258af0"
   },
   "outputs": [],
   "source": [
    "#import pandas as pd\n",
    "#ind = pd.date_range('01 / 01 / 2000', periods = 5, freq ='12H')\n",
    "#print(ind)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 206
    },
    "executionInfo": {
     "elapsed": 140,
     "status": "ok",
     "timestamp": 1660017562376,
     "user": {
      "displayName": "Niraj Paudel",
      "userId": "00111615912450732652"
     },
     "user_tz": 360
    },
    "id": "cCwnugoMkrOB",
    "outputId": "15503c9f-5a7e-42b1-aef4-65ea9e21444a"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>FROM</th>\n",
       "      <th>TO</th>\n",
       "      <th>PLAYER</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>(Retirement)</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1860 Munich</td>\n",
       "      <td>Bor. Dortmund</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1860 Munich</td>\n",
       "      <td>Elche</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1860 Munich</td>\n",
       "      <td>Hannover</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1860 Munich</td>\n",
       "      <td>Wolfsburg</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           FROM                 TO  PLAYER\n",
       "0  (Retirement)  Manchester United       1\n",
       "1   1860 Munich      Bor. Dortmund       1\n",
       "2   1860 Munich              Elche       1\n",
       "3   1860 Munich           Hannover       1\n",
       "4   1860 Munich          Wolfsburg       1"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import networkx as nx\n",
    "import plotly.express as px\n",
    "from_to = df[['FROM', 'TO', 'PLAYER']]\n",
    "from_to_count = from_to.groupby(['FROM', 'TO'])['PLAYER'].count().reset_index()\n",
    "from_to_count.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 300
    },
    "executionInfo": {
     "elapsed": 136,
     "status": "ok",
     "timestamp": 1660017565690,
     "user": {
      "displayName": "Niraj Paudel",
      "userId": "00111615912450732652"
     },
     "user_tz": 360
    },
    "id": "vUwXTzJurKOn",
    "outputId": "650318ac-3af5-4981-cce7-d074694fa24f"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PLAYER</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>4,842.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>10.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        PLAYER\n",
       "count 4,842.00\n",
       "mean      1.29\n",
       "std       0.77\n",
       "min       1.00\n",
       "25%       1.00\n",
       "50%       1.00\n",
       "75%       1.00\n",
       "max      10.00"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from_to_count.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {
    "id": "qply8P6IrbEk"
   },
   "outputs": [],
   "source": [
    "#creating graph network for each club\n",
    "G1 = nx.from_pandas_edgelist(from_to_count, 'FROM', 'TO', edge_attr = 'PLAYER', create_using = nx.Graph())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 36
    },
    "executionInfo": {
     "elapsed": 134,
     "status": "ok",
     "timestamp": 1660017570535,
     "user": {
      "displayName": "Niraj Paudel",
      "userId": "00111615912450732652"
     },
     "user_tz": 360
    },
    "id": "COkuTj2k8KKM",
    "outputId": "f8782b3c-6df0-4568-f2ac-65ecbe0b3a3a"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Name: \\nType: Graph\\nNumber of nodes: 1060\\nNumber of edges: 4361\\nAverage degree:   8.2283'"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nx.info(G1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {
    "id": "aCNalGld8OTK"
   },
   "outputs": [],
   "source": [
    "#the number of unique connection\n",
    "def uniqconnec(G):\n",
    "  numuniqconnec = list(G1.degree())\n",
    "  numuniqconnec = sorted(numuniqconnec, key = lambda x:x[1], reverse =  True)\n",
    "  numuniqconnec = pd.DataFrame.from_dict(numuniqconnec)\n",
    "  numuniqconnec.columns = (['club', 'numberofuniqueconnection'])\n",
    "  return numuniqconnec\n",
    "  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 424
    },
    "executionInfo": {
     "elapsed": 145,
     "status": "ok",
     "timestamp": 1660018326772,
     "user": {
      "displayName": "Niraj Paudel",
      "userId": "00111615912450732652"
     },
     "user_tz": 360
    },
    "id": "sm0Kiv2swal6",
    "outputId": "c4285ad9-97eb-409a-c8ab-60fd6124a7c0"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>club</th>\n",
       "      <th>numberofuniqueconnection</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Fiorentina</td>\n",
       "      <td>94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Palermo</td>\n",
       "      <td>91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Roma</td>\n",
       "      <td>91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Udinese</td>\n",
       "      <td>87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Sevilla</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Atletico Madrid</td>\n",
       "      <td>83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Juventus</td>\n",
       "      <td>83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>AC Milan</td>\n",
       "      <td>82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Genoa</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Sunderland</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Valencia</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Tottenham</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Malaga</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Inter Milan</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Napoli</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Manchester United</td>\n",
       "      <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Lazio</td>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Benfica</td>\n",
       "      <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Real Madrid</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Sampdoria</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Porto</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Villarreal</td>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Wolfsburg</td>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Fulham</td>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1030</th>\n",
       "      <td>Venezia</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1031</th>\n",
       "      <td>Ventura County Fusion</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1032</th>\n",
       "      <td>Veracruz</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1033</th>\n",
       "      <td>VfB Stuttgart</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1034</th>\n",
       "      <td>Viitorul</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1035</th>\n",
       "      <td>Vila Nova</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1036</th>\n",
       "      <td>Villareal</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1037</th>\n",
       "      <td>Virginia Uni.</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1038</th>\n",
       "      <td>Vitoria</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1039</th>\n",
       "      <td>Vitoria FC</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1040</th>\n",
       "      <td>Vitoria S.C.</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1041</th>\n",
       "      <td>Vitoria de Bahia</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042</th>\n",
       "      <td>Vitria S.C.</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1043</th>\n",
       "      <td>Vojvodina Novi</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044</th>\n",
       "      <td>Voluntari</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1045</th>\n",
       "      <td>W Connection</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1046</th>\n",
       "      <td>Waalwijk</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1047</th>\n",
       "      <td>Waitakere United</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1048</th>\n",
       "      <td>FC Basel</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1049</th>\n",
       "      <td>West Ham United</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1050</th>\n",
       "      <td>Wilmington</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1051</th>\n",
       "      <td>Wolverhampon</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1052</th>\n",
       "      <td>Inverness</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1053</th>\n",
       "      <td>Wrexam</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1054</th>\n",
       "      <td>Wycombe</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1055</th>\n",
       "      <td>Wydad Casablanca</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1056</th>\n",
       "      <td>Zenit St Petersb.</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1057</th>\n",
       "      <td>Zulia FC</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1058</th>\n",
       "      <td>al-Jazira</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1059</th>\n",
       "      <td>from Al-Sadd</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1060 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       club  numberofuniqueconnection\n",
       "0                   Chelsea                       100\n",
       "1                Fiorentina                        94\n",
       "2                   Palermo                        91\n",
       "3                      Roma                        91\n",
       "4                 Liverpool                        90\n",
       "5                   Udinese                        87\n",
       "6                   Sevilla                        85\n",
       "7           Atletico Madrid                        83\n",
       "8                  Juventus                        83\n",
       "9           Manchester City                        83\n",
       "10                 AC Milan                        82\n",
       "11                 West Ham                        81\n",
       "12                  Arsenal                        80\n",
       "13                    Genoa                        80\n",
       "14               Sunderland                        80\n",
       "15                 Valencia                        79\n",
       "16                Tottenham                        76\n",
       "17                   Malaga                        75\n",
       "18              Inter Milan                        75\n",
       "19                   Napoli                        72\n",
       "20        Manchester United                        71\n",
       "21                    Lazio                        70\n",
       "22                  Benfica                        69\n",
       "23              Real Madrid                        68\n",
       "24                Sampdoria                        67\n",
       "25                    Porto                        67\n",
       "26               Villarreal                        63\n",
       "27                Wolfsburg                        62\n",
       "28                   Fulham                        62\n",
       "29              Aston Villa                        61\n",
       "...                     ...                       ...\n",
       "1030                Venezia                         1\n",
       "1031  Ventura County Fusion                         1\n",
       "1032               Veracruz                         1\n",
       "1033          VfB Stuttgart                         1\n",
       "1034               Viitorul                         1\n",
       "1035              Vila Nova                         1\n",
       "1036              Villareal                         1\n",
       "1037          Virginia Uni.                         1\n",
       "1038                Vitoria                         1\n",
       "1039             Vitoria FC                         1\n",
       "1040           Vitoria S.C.                         1\n",
       "1041       Vitoria de Bahia                         1\n",
       "1042            Vitria S.C.                         1\n",
       "1043         Vojvodina Novi                         1\n",
       "1044              Voluntari                         1\n",
       "1045           W Connection                         1\n",
       "1046               Waalwijk                         1\n",
       "1047       Waitakere United                         1\n",
       "1048               FC Basel                         1\n",
       "1049        West Ham United                         1\n",
       "1050             Wilmington                         1\n",
       "1051           Wolverhampon                         1\n",
       "1052              Inverness                         1\n",
       "1053                 Wrexam                         1\n",
       "1054                Wycombe                         1\n",
       "1055       Wydad Casablanca                         1\n",
       "1056      Zenit St Petersb.                         1\n",
       "1057               Zulia FC                         1\n",
       "1058              al-Jazira                         1\n",
       "1059           from Al-Sadd                         1\n",
       "\n",
       "[1060 rows x 2 columns]"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "uniqconnec(G1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {
    "id": "9ef1d4IlwhAw"
   },
   "outputs": [],
   "source": [
    "#degree centrality\n",
    "def deg_central(G):\n",
    "  deg_cen = nx.degree_centrality(G)\n",
    "  deg_cen_sort = sorted(deg_cen.items(), key = lambda x:x[1], reverse = True )\n",
    "  deg_cen_sort = pd.DataFrame.from_dict(deg_cen_sort)\n",
    "  deg_cen_sort.columns = (['club', 'degree centrality'])\n",
    "  return deg_cen_sort\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 424
    },
    "executionInfo": {
     "elapsed": 158,
     "status": "ok",
     "timestamp": 1660023017622,
     "user": {
      "displayName": "Niraj Paudel",
      "userId": "00111615912450732652"
     },
     "user_tz": 360
    },
    "id": "zd75cPRrzwuv",
    "outputId": "5db85b5d-5539-4ec4-8457-1cfd97cec26c"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>club</th>\n",
       "      <th>degree centrality</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>0.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Fiorentina</td>\n",
       "      <td>0.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Palermo</td>\n",
       "      <td>0.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Roma</td>\n",
       "      <td>0.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>0.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Udinese</td>\n",
       "      <td>0.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Sevilla</td>\n",
       "      <td>0.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Atletico Madrid</td>\n",
       "      <td>0.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Juventus</td>\n",
       "      <td>0.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>0.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>AC Milan</td>\n",
       "      <td>0.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>0.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>0.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Genoa</td>\n",
       "      <td>0.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Sunderland</td>\n",
       "      <td>0.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Valencia</td>\n",
       "      <td>0.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Tottenham</td>\n",
       "      <td>0.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Malaga</td>\n",
       "      <td>0.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Inter Milan</td>\n",
       "      <td>0.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Napoli</td>\n",
       "      <td>0.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Manchester United</td>\n",
       "      <td>0.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Lazio</td>\n",
       "      <td>0.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Benfica</td>\n",
       "      <td>0.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Real Madrid</td>\n",
       "      <td>0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Sampdoria</td>\n",
       "      <td>0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Porto</td>\n",
       "      <td>0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Villarreal</td>\n",
       "      <td>0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Wolfsburg</td>\n",
       "      <td>0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Fulham</td>\n",
       "      <td>0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1030</th>\n",
       "      <td>Venezia</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1031</th>\n",
       "      <td>Ventura County Fusion</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1032</th>\n",
       "      <td>Veracruz</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1033</th>\n",
       "      <td>VfB Stuttgart</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1034</th>\n",
       "      <td>Viitorul</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1035</th>\n",
       "      <td>Vila Nova</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1036</th>\n",
       "      <td>Villareal</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1037</th>\n",
       "      <td>Virginia Uni.</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1038</th>\n",
       "      <td>Vitoria</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1039</th>\n",
       "      <td>Vitoria FC</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1040</th>\n",
       "      <td>Vitoria S.C.</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1041</th>\n",
       "      <td>Vitoria de Bahia</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042</th>\n",
       "      <td>Vitria S.C.</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1043</th>\n",
       "      <td>Vojvodina Novi</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044</th>\n",
       "      <td>Voluntari</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1045</th>\n",
       "      <td>W Connection</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1046</th>\n",
       "      <td>Waalwijk</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1047</th>\n",
       "      <td>Waitakere United</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1048</th>\n",
       "      <td>FC Basel</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1049</th>\n",
       "      <td>West Ham United</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1050</th>\n",
       "      <td>Wilmington</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1051</th>\n",
       "      <td>Wolverhampon</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1052</th>\n",
       "      <td>Inverness</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1053</th>\n",
       "      <td>Wrexam</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1054</th>\n",
       "      <td>Wycombe</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1055</th>\n",
       "      <td>Wydad Casablanca</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1056</th>\n",
       "      <td>Zenit St Petersb.</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1057</th>\n",
       "      <td>Zulia FC</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1058</th>\n",
       "      <td>al-Jazira</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1059</th>\n",
       "      <td>from Al-Sadd</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1060 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       club  degree centrality\n",
       "0                   Chelsea               0.09\n",
       "1                Fiorentina               0.09\n",
       "2                   Palermo               0.09\n",
       "3                      Roma               0.09\n",
       "4                 Liverpool               0.08\n",
       "5                   Udinese               0.08\n",
       "6                   Sevilla               0.08\n",
       "7           Atletico Madrid               0.08\n",
       "8                  Juventus               0.08\n",
       "9           Manchester City               0.08\n",
       "10                 AC Milan               0.08\n",
       "11                 West Ham               0.08\n",
       "12                  Arsenal               0.08\n",
       "13                    Genoa               0.08\n",
       "14               Sunderland               0.08\n",
       "15                 Valencia               0.07\n",
       "16                Tottenham               0.07\n",
       "17                   Malaga               0.07\n",
       "18              Inter Milan               0.07\n",
       "19                   Napoli               0.07\n",
       "20        Manchester United               0.07\n",
       "21                    Lazio               0.07\n",
       "22                  Benfica               0.07\n",
       "23              Real Madrid               0.06\n",
       "24                Sampdoria               0.06\n",
       "25                    Porto               0.06\n",
       "26               Villarreal               0.06\n",
       "27                Wolfsburg               0.06\n",
       "28                   Fulham               0.06\n",
       "29              Aston Villa               0.06\n",
       "...                     ...                ...\n",
       "1030                Venezia               0.00\n",
       "1031  Ventura County Fusion               0.00\n",
       "1032               Veracruz               0.00\n",
       "1033          VfB Stuttgart               0.00\n",
       "1034               Viitorul               0.00\n",
       "1035              Vila Nova               0.00\n",
       "1036              Villareal               0.00\n",
       "1037          Virginia Uni.               0.00\n",
       "1038                Vitoria               0.00\n",
       "1039             Vitoria FC               0.00\n",
       "1040           Vitoria S.C.               0.00\n",
       "1041       Vitoria de Bahia               0.00\n",
       "1042            Vitria S.C.               0.00\n",
       "1043         Vojvodina Novi               0.00\n",
       "1044              Voluntari               0.00\n",
       "1045           W Connection               0.00\n",
       "1046               Waalwijk               0.00\n",
       "1047       Waitakere United               0.00\n",
       "1048               FC Basel               0.00\n",
       "1049        West Ham United               0.00\n",
       "1050             Wilmington               0.00\n",
       "1051           Wolverhampon               0.00\n",
       "1052              Inverness               0.00\n",
       "1053                 Wrexam               0.00\n",
       "1054                Wycombe               0.00\n",
       "1055       Wydad Casablanca               0.00\n",
       "1056      Zenit St Petersb.               0.00\n",
       "1057               Zulia FC               0.00\n",
       "1058              al-Jazira               0.00\n",
       "1059           from Al-Sadd               0.00\n",
       "\n",
       "[1060 rows x 2 columns]"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "deg_cen_sort = deg_central(G1)\n",
    "deg_central(G1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {
    "id": "nPfhLbC-1TOB"
   },
   "outputs": [],
   "source": [
    "#eigenvector centrality\n",
    "def eigen_central(G):\n",
    "  eigen_cen = nx.eigenvector_centrality(G, weight = 'PLAYER')\n",
    "  eigen_cen_sort = sorted(eigen_cen.items(), key = lambda x:x[1], reverse = True)\n",
    "  eigen_cen_sort = pd.DataFrame.from_dict(eigen_cen_sort)\n",
    "  eigen_cen_sort.columns = (['club', 'eigenvector centrality'])\n",
    "  return eigen_cen_sort\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {
    "id": "8yHo5W266WK_"
   },
   "outputs": [],
   "source": [
    "#betweenness cetrality\n",
    "def betw_central(G):\n",
    "  betwen_central = nx.betweenness_centrality(G, weight = 'PLAYER')\n",
    "  betwen_central_sort = sorted(betwen_central.items(), key = lambda x: x[1], reverse = True)\n",
    "  betwen_central_sort = pd.DataFrame.from_dict(betwen_central_sort)\n",
    "  betwen_central_sort.columns = ('club', 'betweenness centrality')\n",
    "  return betwen_central_sort"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 424
    },
    "executionInfo": {
     "elapsed": 333,
     "status": "ok",
     "timestamp": 1660023070101,
     "user": {
      "displayName": "Niraj Paudel",
      "userId": "00111615912450732652"
     },
     "user_tz": 360
    },
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       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>club</th>\n",
       "      <th>betweenness centrality</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Palermo</td>\n",
       "      <td>0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Udinese</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Fiorentina</td>\n",
       "      <td>0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AC Milan</td>\n",
       "      <td>0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Malaga</td>\n",
       "      <td>0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Benfica</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Wolfsburg</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Sampdoria</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Lazio</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Sunderland</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Valencia</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Roma</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Manchester United</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Levante</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Hoffenheim</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Schalke</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Tottenham</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Juventus</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Espanyol</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Atletico Madrid</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Sevilla</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Sporting Lisbon</td>\n",
       "      <td>0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Stuttgart</td>\n",
       "      <td>0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Celtic</td>\n",
       "      <td>0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Real Betis</td>\n",
       "      <td>0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1030</th>\n",
       "      <td>VfB Stuttgart</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1031</th>\n",
       "      <td>Vicenza</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1032</th>\n",
       "      <td>Viitorul</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1033</th>\n",
       "      <td>Vila Nova</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1034</th>\n",
       "      <td>Villareal</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1035</th>\n",
       "      <td>Virginia Uni.</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1036</th>\n",
       "      <td>Vitoria</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1037</th>\n",
       "      <td>Vitoria FC</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1038</th>\n",
       "      <td>Vitoria S.C.</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1039</th>\n",
       "      <td>Vitoria Setubal</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1040</th>\n",
       "      <td>Vitoria de Bahia</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1041</th>\n",
       "      <td>Vitria S.C.</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042</th>\n",
       "      <td>Vojvodina Novi</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1043</th>\n",
       "      <td>Voluntari</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044</th>\n",
       "      <td>W Connection</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1045</th>\n",
       "      <td>Waalwijk</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1046</th>\n",
       "      <td>Waitakere United</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1047</th>\n",
       "      <td>FC Basel</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1048</th>\n",
       "      <td>West Ham United</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1049</th>\n",
       "      <td>Wilmington</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1050</th>\n",
       "      <td>Wolverhampon</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1051</th>\n",
       "      <td>Inverness</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1052</th>\n",
       "      <td>Wrexam</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1053</th>\n",
       "      <td>Wycombe</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1054</th>\n",
       "      <td>Wydad Casablanca</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1055</th>\n",
       "      <td>Xerez</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1056</th>\n",
       "      <td>Zenit St Petersb.</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1057</th>\n",
       "      <td>Zulia FC</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1058</th>\n",
       "      <td>al-Jazira</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1059</th>\n",
       "      <td>from Al-Sadd</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1060 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   club  betweenness centrality\n",
       "0               Palermo                    0.06\n",
       "1               Udinese                    0.05\n",
       "2            Fiorentina                    0.04\n",
       "3              AC Milan                    0.04\n",
       "4                Malaga                    0.04\n",
       "5               Chelsea                    0.03\n",
       "6              West Ham                    0.03\n",
       "7               Benfica                    0.03\n",
       "8             Liverpool                    0.03\n",
       "9             Wolfsburg                    0.03\n",
       "10            Sampdoria                    0.03\n",
       "11                Lazio                    0.03\n",
       "12              Arsenal                    0.03\n",
       "13      Manchester City                    0.03\n",
       "14           Sunderland                    0.03\n",
       "15             Valencia                    0.03\n",
       "16                 Roma                    0.03\n",
       "17    Manchester United                    0.03\n",
       "18              Levante                    0.03\n",
       "19           Hoffenheim                    0.03\n",
       "20              Schalke                    0.03\n",
       "21            Tottenham                    0.03\n",
       "22             Juventus                    0.03\n",
       "23             Espanyol                    0.03\n",
       "24      Atletico Madrid                    0.03\n",
       "25              Sevilla                    0.03\n",
       "26      Sporting Lisbon                    0.02\n",
       "27            Stuttgart                    0.02\n",
       "28               Celtic                    0.02\n",
       "29           Real Betis                    0.02\n",
       "...                 ...                     ...\n",
       "1030      VfB Stuttgart                    0.00\n",
       "1031            Vicenza                    0.00\n",
       "1032           Viitorul                    0.00\n",
       "1033          Vila Nova                    0.00\n",
       "1034          Villareal                    0.00\n",
       "1035      Virginia Uni.                    0.00\n",
       "1036            Vitoria                    0.00\n",
       "1037         Vitoria FC                    0.00\n",
       "1038       Vitoria S.C.                    0.00\n",
       "1039    Vitoria Setubal                    0.00\n",
       "1040   Vitoria de Bahia                    0.00\n",
       "1041        Vitria S.C.                    0.00\n",
       "1042     Vojvodina Novi                    0.00\n",
       "1043          Voluntari                    0.00\n",
       "1044       W Connection                    0.00\n",
       "1045           Waalwijk                    0.00\n",
       "1046   Waitakere United                    0.00\n",
       "1047           FC Basel                    0.00\n",
       "1048    West Ham United                    0.00\n",
       "1049         Wilmington                    0.00\n",
       "1050       Wolverhampon                    0.00\n",
       "1051          Inverness                    0.00\n",
       "1052             Wrexam                    0.00\n",
       "1053            Wycombe                    0.00\n",
       "1054   Wydad Casablanca                    0.00\n",
       "1055              Xerez                    0.00\n",
       "1056  Zenit St Petersb.                    0.00\n",
       "1057           Zulia FC                    0.00\n",
       "1058          al-Jazira                    0.00\n",
       "1059       from Al-Sadd                    0.00\n",
       "\n",
       "[1060 rows x 2 columns]"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "betwen_central_sort = betw_central(G1)\n",
    "betw_central(G1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {
    "colab": {
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       "        require.undef(\"plotly\");\n",
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   "source": [
    "#visualizing graph network using plotly\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import os\n",
    "from plotly.offline import download_plotlyjs, init_notebook_mode, iplot\n",
    "import plotly.graph_objs as go \n",
    "import plotly\n",
    "import plotly.express as px\n",
    "init_notebook_mode(connected = True)\n",
    "\n",
    "# Remove scientific notations and display numbers with 2 decimal points instead\n",
    "pd.options.display.float_format = '{:,.2f}'.format  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {
    "id": "zxDKtneXCSQr"
   },
   "outputs": [],
   "source": [
    "def draw_plotly_network_graph(Graph_obj, filter = None, filter_nodesbydegree = None):\n",
    "  G_dup = Graph_obj.copy()\n",
    "  degrees = nx.classes.degree(G_dup)\n",
    "  degree_df = pd.DataFrame(degrees)\n",
    "  if filter is not None:\n",
    "    top = deg_cen_sort[:filter_nodesbydegree]['club'].values\n",
    "    G_dup.remove_nodes_from([node for node in G_dup.nodes if node not in top]) #filter out nodes that has fewer connections\n",
    "\n",
    "  pos = nx.spring_layout(G_dup)\n",
    "  for n, p in pos.items():\n",
    "    G_dup.nodes[n]['pos'] = p\n",
    "  edge_trace = go.Scatter(\n",
    "      x = [],\n",
    "      y = [],\n",
    "      line = dict(width = 0.5, color = '#888'),\n",
    "      hoverinfo = 'none',\n",
    "      mode = 'lines')\n",
    "  for edge in G_dup.edges():\n",
    "    x0, y0 = G_dup.nodes[edge[0]]['pos']\n",
    "    x1, y1 = G_dup.nodes[edge[1]]['pos']\n",
    "    edge_trace['x'] += tuple([x0, x1, None])\n",
    "    edge_trace['y'] += tuple([y0, y1, None])\n",
    "\n",
    "  node_trace = go.Scatter(\n",
    "      x = [],\n",
    "      y = [],\n",
    "      text = [],\n",
    "      mode = 'markers',\n",
    "      hoverinfo = 'text',\n",
    "      marker = dict(\n",
    "          showscale = True,\n",
    "          colorscale = 'RdBu',\n",
    "          reversescale = True,\n",
    "          color = [],\n",
    "          size = 15,\n",
    "          colorbar = dict(\n",
    "              thickness = 10,\n",
    "              title = 'Node Connection',\n",
    "              xanchor = 'left',\n",
    "              titleside = 'right'\n",
    "              ),\n",
    "          line = dict(width = 0)))\n",
    "  for node in G_dup.nodes():\n",
    "    x, y = G_dup.nodes[node]['pos']\n",
    "    node_trace['x'] += tuple([x])\n",
    "    node_trace['y'] += tuple([y])\n",
    "\n",
    "  for node, adjacencies in enumerate(G_dup.adjacency()):\n",
    "    node_trace['marker']['color'] += tuple([int (degree_df[degree_df[0]== adjacencies[0]][1].values)])\n",
    "    node_info = adjacencies[0] + '<br /># of connections: ' + str(int(degree_df[degree_df[0] == adjacencies[0]][1].values))\n",
    "    node_trace['text'] += tuple([node_info])\n",
    "\n",
    "  fig = go.Figure(data = [edge_trace, node_trace],\n",
    "                  layout = go.Layout(\n",
    "                    title = '<br>football transfer network connections',\n",
    "                    titlefont = dict(size = 20),\n",
    "                    showlegend = False,\n",
    "                    hovermode = 'closest',\n",
    "                    margin = dict(b = 20, l = 5, r = 5, t = 0),\n",
    "                    annotations=[ dict(\n",
    "                        text = \"\",\n",
    "                        showarrow = False,\n",
    "                        xref = \"paper\", yref = \"paper\") ],\n",
    "                    xaxis = dict(showgrid = False, zeroline = False, showticklabels = False),\n",
    "                    yaxis = dict(showgrid = False, zeroline = False, showticklabels = False)))\n",
    "  iplot(fig)\n",
    "\n",
    "  "
   ]
  },
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    },
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