day_999_spotify_okinawa.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7d18c815",
   "metadata": {},
   "outputs": [],
   "source": [
    "import networkx as nx\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "from IPython.display import SVG \n",
    "from sknetwork.visualization import svg_graph \n",
    "from sknetwork.data import Bunch \n",
    "from sknetwork.ranking import PageRank "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0e8c36c4",
   "metadata": {},
   "outputs": [],
   "source": [
    "def draw_graph(G, show_names=False, node_size=1, font_size=10, edge_width=0.5): \n",
    "\n",
    "    adjacency = nx.to_scipy_sparse_matrix(G, nodelist=None, dtype=None, weight='weight', format='csr') \n",
    "\n",
    "    names = np.array(list(G.nodes())) \n",
    "\n",
    "    graph = Bunch() \n",
    "    graph.adjacency = adjacency \n",
    "    graph.names = np.array(names) \n",
    "\n",
    "    pagerank = PageRank() \n",
    "\n",
    "    scores = pagerank.fit_transform(adjacency) \n",
    "\n",
    "    if show_names: \n",
    "        \n",
    "        image = svg_graph(graph.adjacency, font_size=font_size, node_size=node_size, names=graph.names, width=700, height=500, scores=scores, edge_width=edge_width) \n",
    "\n",
    "    else: \n",
    "\n",
    "        image = svg_graph(graph.adjacency, node_size=node_size, width=700, height=500, scores = scores, edge_width=edge_width) \n",
    "\n",
    "    return SVG(image) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5e7e69f4",
   "metadata": {},
   "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>source</th>\n",
       "      <th>target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Namie Amuro</td>\n",
       "      <td>Jolin Tsai</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Orange Range</td>\n",
       "      <td>Rockit Music</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Orange Range</td>\n",
       "      <td>ORANGE RANGE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Orange Range</td>\n",
       "      <td>Benny Dayal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Southern Allstars</td>\n",
       "      <td>Louis Armstrong</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              source           target\n",
       "0        Namie Amuro       Jolin Tsai\n",
       "1       Orange Range     Rockit Music\n",
       "2       Orange Range     ORANGE RANGE\n",
       "3       Orange Range      Benny Dayal\n",
       "4  Southern Allstars  Louis Armstrong"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = r'data/spotify_okinawa_edgelist.csv'\n",
    "\n",
    "df = pd.read_csv(data)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5296a3e1",
   "metadata": {},
   "outputs": [],
   "source": [
    "G = nx.from_pandas_edgelist(df)\n",
    "\n",
    "# drop the seed nodes; we will have proper names from pages found\n",
    "seed_nodes = ['network science', 'social network analysis', 'graph theory', 'causal inference']\n",
    "G.remove_nodes_from(seed_nodes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e7936819",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Graph with 226 nodes and 234 edges\n"
     ]
    }
   ],
   "source": [
    "print(nx.info(G))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c3b2b9ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
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font-size=\"10\" x=\"238\" y=\"335\">Orange Range</text><text font-size=\"10\" x=\"240\" y=\"304\">Rockit Music</text><text font-size=\"10\" x=\"269\" y=\"339\">ORANGE RANGE</text><text font-size=\"10\" x=\"183\" y=\"345\">Benny Dayal</text><text font-size=\"10\" x=\"371\" y=\"347\">Southern Allstars</text><text font-size=\"10\" x=\"398\" y=\"419\">Louis Armstrong</text><text font-size=\"10\" x=\"471\" y=\"376\">MIKE</text><text font-size=\"10\" x=\"323\" y=\"292\">Brent Cobb</text><text font-size=\"10\" x=\"436\" y=\"304\">Lilrb</text><text font-size=\"10\" x=\"368\" y=\"433\">Henry Smith</text><text font-size=\"10\" x=\"284\" y=\"249\">SOUTHERN ALL STARS</text><text font-size=\"10\" x=\"360\" y=\"334\">Alex G</text><text font-size=\"10\" x=\"316\" y=\"270\">ayaka</text><text font-size=\"10\" x=\"269\" y=\"345\">angela</text><text font-size=\"10\" x=\"179\" y=\"281\">HOYO-MiX</text><text font-size=\"10\" x=\"479\" y=\"259\">Beside Bed</text><text font-size=\"10\" x=\"258\" y=\"220\">xMEIYIN</text><text font-size=\"10\" x=\"381\" y=\"230\">Chimuanya</text><text font-size=\"10\" x=\"556\" y=\"363\">Seibun Tokuhara</text><text font-size=\"10\" x=\"515\" y=\"436\">Hideaki Tokunaga</text><text font-size=\"10\" x=\"589\" y=\"407\">WagakkiBand</text><text font-size=\"10\" x=\"548\" y=\"304\">Osamuraisan</text><text font-size=\"10\" x=\"578\" y=\"246\">Sadao China</text><text font-size=\"10\" x=\"529\" y=\"436\">Taeko Onuki</text><text font-size=\"10\" x=\"594\" y=\"358\">Vivid BAD SQUAD</text><text font-size=\"10\" x=\"358\" y=\"360\">alex_g_offline</text><text font-size=\"10\" x=\"210\" y=\"442\">Pritam</text><text font-size=\"10\" x=\"151\" y=\"291\">Benny Dawn</text><text font-size=\"10\" x=\"190\" y=\"365\">Benny Friedman</text><text font-size=\"10\" x=\"96\" y=\"301\">Benny Sings</text><text font-size=\"10\" x=\"232\" y=\"294\">Christopher Jackson</text><text font-size=\"10\" x=\"498\" y=\"161\">Jordy Chandra</text><text font-size=\"10\" x=\"431\" 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x=\"500\" y=\"339\">Mike Sherm</text><text font-size=\"10\" x=\"479\" y=\"440\">Niontay</text><text font-size=\"10\" x=\"497\" y=\"353\">mike.</text><text font-size=\"10\" x=\"611\" y=\"243\">pedrolina.</text><text font-size=\"10\" x=\"451\" y=\"361\">Marlon Guild</text><text font-size=\"10\" x=\"587\" y=\"234\">OsMan</text><text font-size=\"10\" x=\"251\" y=\"353\">Herbie Hancock</text><text font-size=\"10\" x=\"209\" y=\"236\">Tokyo Machine</text><text font-size=\"10\" x=\"279\" y=\"158\">Devilish Trio</text><text font-size=\"10\" x=\"256\" y=\"326\">Southall</text><text font-size=\"10\" x=\"223\" y=\"196\">Gregory Alan Isakov</text><text font-size=\"10\" x=\"235\" y=\"183\">サザンオールスターズ</text><text font-size=\"10\" x=\"521\" y=\"120\">Seijin Noborikawa</text><text font-size=\"10\" x=\"570\" y=\"200\">泰葉</text><text font-size=\"10\" x=\"526\" y=\"209\">知名定男</text><text font-size=\"10\" x=\"650\" y=\"177\">Sadao Watanabe</text><text font-size=\"10\" x=\"515\" y=\"286\">EVADE FROM 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y=\"219\">Nivel</text><text font-size=\"10\" x=\"638\" y=\"276\">Edicion Especial</text><text font-size=\"10\" x=\"588\" y=\"195\">Ezra Martinez</text><text font-size=\"10\" x=\"656\" y=\"172\">Mundo Suave</text><text font-size=\"10\" x=\"222\" y=\"416\">Marshmello</text><text font-size=\"10\" x=\"201\" y=\"427\">Sanam Marvi</text><text font-size=\"10\" x=\"230\" y=\"523\">Priya Saraiya</text><text font-size=\"10\" x=\"529\" y=\"360\">EXOTIC SKATES</text><text font-size=\"10\" x=\"567\" y=\"323\">Yuuri</text><text font-size=\"10\" x=\"490\" y=\"378\">iwamizu</text><text font-size=\"10\" x=\"482\" y=\"248\">Kaoru Wada</text><text font-size=\"10\" x=\"514\" y=\"386\">Kina Shouei Group</text><text font-size=\"10\" x=\"504\" y=\"250\">Rinshou Kadekaru</text><text font-size=\"10\" x=\"726\" y=\"298\">Eduardo XD</text><text font-size=\"10\" x=\"680\" y=\"415\">Kewin Cosmos</text><text font-size=\"10\" x=\"720\" y=\"289\">La Mar-K De Tierra Caliente</text><text font-size=\"10\" x=\"698\" y=\"300\">SiM</text><text font-size=\"10\" x=\"668\" y=\"419\">Jay Wheeler</text><text font-size=\"10\" x=\"718\" y=\"394\">Santa Fe Klan</text><text font-size=\"10\" x=\"706\" y=\"287\">Los Chavalos De La Perla</text><text font-size=\"10\" x=\"687\" y=\"421\">FINANCE</text><text font-size=\"10\" x=\"722\" y=\"177\">Twinuzis archive</text><text font-size=\"10\" x=\"652\" y=\"112\">KLIM</text><text font-size=\"10\" x=\"491\" y=\"52\">Hiroyuki Sawano</text><text font-size=\"10\" x=\"493\" y=\"40\">Ichiko Aoba</text><text font-size=\"10\" x=\"505\" y=\"32\">SEKAI NO OWARI</text><text font-size=\"10\" x=\"222\" y=\"181\">Soul Asylum</text><text font-size=\"10\" x=\"283\" y=\"196\">Omarion</text><text font-size=\"10\" x=\"266\" y=\"160\">Drmartinezvzla</text><text font-size=\"10\" x=\"215\" y=\"161\">Soul A</text><text font-size=\"10\" x=\"182\" y=\"229\">Cameo</text><text font-size=\"10\" x=\"220\" y=\"267\">Soul ASMR</text><text font-size=\"10\" x=\"288\" y=\"359\">Desifx</text><text font-size=\"10\" x=\"246\" y=\"398\">Guru</text><text font-size=\"10\" x=\"251\" y=\"386\">Leon Paul-Phillips</text><text font-size=\"10\" x=\"237\" y=\"261\">Happy Rattan</text><text font-size=\"10\" x=\"364\" y=\"458\">Zach Bryan</text><text font-size=\"10\" x=\"233\" y=\"177\">LiSA</text><text font-size=\"10\" x=\"149\" y=\"248\">Slushii</text><text font-size=\"10\" x=\"257\" y=\"309\">Toni Braxton</text><text font-size=\"10\" x=\"305\" y=\"209\">Babyface</text><text font-size=\"10\" x=\"306\" y=\"353\">$NOT</text><text font-size=\"10\" x=\"60\" y=\"223\">Vektor</text><text font-size=\"10\" x=\"72\" y=\"215\">Vector of Underground</text><text font-size=\"10\" x=\"87\" y=\"212\">Vector</text><text font-size=\"10\" x=\"95\" y=\"335\">Yoko Shimomura</text><text font-size=\"10\" x=\"136\" y=\"265\">Yahritza Y Su Esencia</text><text font-size=\"10\" x=\"462\" y=\"334\">Mike WiLL Made-It</text><text font-size=\"10\" x=\"632\" y=\"214\">LaTorre</text><text font-size=\"10\" x=\"626\" y=\"115\">Mikel Ovalle</text><text font-size=\"10\" x=\"677\" y=\"157\">MIEL</text><text font-size=\"10\" x=\"550\" y=\"137\">Mikel Erentxun</text><text font-size=\"10\" x=\"636\" y=\"299\">Vargas de Tecalitlan</text><text font-size=\"10\" x=\"629\" y=\"312\">Pedro Infante y la Rondalla del Amor de Saltillo</text><text font-size=\"10\" x=\"588\" y=\"177\">PEDRO SAMPAIO</text><text font-size=\"10\" x=\"596\" y=\"171\">Pedrina</text><text font-size=\"10\" x=\"663\" y=\"199\">Mc Livinho</text><text font-size=\"10\" x=\"198\" y=\"335\">Christian Nodal</text><text font-size=\"10\" x=\"261\" y=\"432\">Carin Leon</text><text font-size=\"10\" x=\"597\" y=\"212\">Night Tempo</text></svg>"
      ],
      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# this is network analysis network without labels\n",
    "\n",
    "draw_graph(G, node_size=3, show_names=True, edge_width=0.3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "10aa2232",
   "metadata": {},
   "source": [
    "# Egocentric Network Analysis\n",
    "\n",
    "As the above visualization shows, this is a complex network. For knowledge discovery, we should use Egocentric Network Analysis to \"zoom in\" on nodes of interest. Any node can be looked at, but I am going to programmatically do this, in this notebook, showing only the top twenty nodes, according to page rank."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0dcf1d59",
   "metadata": {},
   "source": [
    "# PageRank - Identify Nodes of Interest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "42fbb411",
   "metadata": {},
   "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>page_rank</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Perfeccion</th>\n",
       "      <td>0.022979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Achichiba</th>\n",
       "      <td>0.020685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ifeoma</th>\n",
       "      <td>0.018887</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SIM-CEE</th>\n",
       "      <td>0.018747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OsMan</th>\n",
       "      <td>0.018253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Matoma</th>\n",
       "      <td>0.017006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sadao China</th>\n",
       "      <td>0.016195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rinsho Kadekaru</th>\n",
       "      <td>0.015566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Soul Armoniko</th>\n",
       "      <td>0.014785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>angela</th>\n",
       "      <td>0.014048</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 page_rank\n",
       "Perfeccion        0.022979\n",
       "Achichiba         0.020685\n",
       "Ifeoma            0.018887\n",
       "SIM-CEE           0.018747\n",
       "OsMan             0.018253\n",
       "Matoma            0.017006\n",
       "Sadao China       0.016195\n",
       "Rinsho Kadekaru   0.015566\n",
       "Soul Armoniko     0.014785\n",
       "angela            0.014048"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "page_rank = nx.pagerank(G)\n",
    "\n",
    "pr_df = pd.DataFrame().from_dict(page_rank, orient='index')\n",
    "pr_df.columns = ['page_rank']\n",
    "pr_df.sort_values('page_rank', ascending=False, inplace=True)\n",
    "pr_df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "71a59549",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "title = 'Important Artists by PageRank'\n",
    "\n",
    "pr_df.head(20).plot.barh(figsize=(12,8), title=title).invert_yaxis()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3565f936",
   "metadata": {},
   "source": [
    "# Egocentric Network Analysis\n",
    "Next, let's look at the Ego Graphs for each of the top ten characters found by PageRank. Before visualizing and inspecting the Ego Graphs, let's create a Python list so that we can more easily look through them without explicitely typing their names."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "9d823af1",
   "metadata": {},
   "outputs": [],
   "source": [
    "top_nodes = pr_df.head(20).index.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "662a98f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Perfeccion'"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_nodes[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6ecf99c7",
   "metadata": {},
   "source": [
    "Now we are all set to start looking through them, in order of importance."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "290bcf1a",
   "metadata": {},
   "source": [
    "## Top Node Ego Networks\n",
    "Unlike last time, I am not going to drop the center node or write about findings. This is purely discovery. Remember two things:\n",
    "- The center node is known as the 'ego' node. It is the node being looked up.\n",
    "- The other nodes are known as 'alter' nodes. They are connected to the ego node, and sometimes with each other.\n",
    "\n",
    "Pay close attention to the alter nodes that link to other alter nodes. These are interesting relationships, and you can see subcommunities in the ego network. Think about what you are seeing. What does this tell you?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "863ca7a1",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      ],
      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ego = top_nodes[0]\n",
    "\n",
    "G_ego = nx.ego_graph(G, ego, radius=2)\n",
    "\n",
    "draw_graph(G_ego, show_names=True, node_size=3, edge_width=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "32fcd7b3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['4x3',\n",
       " 'Alameños de la Sierra',\n",
       " 'Baltorino Beats',\n",
       " 'Calibre 50',\n",
       " 'Chimuanya',\n",
       " 'Edicion Especial',\n",
       " 'Emmasings',\n",
       " 'Ezra Martinez',\n",
       " 'Freeman HKD',\n",
       " 'Ifeoma',\n",
       " 'Juli Savioli',\n",
       " 'Mundo Suave',\n",
       " 'Nivel',\n",
       " 'Onolyriks',\n",
       " 'Perfeccion',\n",
       " 'Soul Armoniko',\n",
       " 'ayaka',\n",
       " 'mario.da.man']"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# you can look at the nodes in the ego network this way, to find interesting topics\n",
    "\n",
    "nodes = sorted(G_ego.nodes)\n",
    "nodes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "025314b1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<svg height=\"540\" width=\"810.0\" xmlns=\"http://www.w3.org/2000/svg\"><path d=\"M 283 520 381 267\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 503 512 381 267\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 243 39 381 267\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 381 267 283 520\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 381 267 503 512\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 381 267 243 39\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 381 267 720 253\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 381 267 672 409\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 381 267 637 106\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 381 267 98 434\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 381 267 20 287\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 381 267 455 20\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 381 267 77 136\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 720 253 381 267\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 672 409 381 267\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 637 106 381 267\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 98 434 381 267\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 20 287 381 267\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 455 20 381 267\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 77 136 381 267\" stroke=\"gray\" stroke-width=\"0.3\"/><circle cx=\"283\" cy=\"520\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"503\" cy=\"512\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"243\" cy=\"39\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"381\" cy=\"267\" r=\"3.0\" style=\"fill:rgb(179, 3, 38);stroke:black;stroke-width:1.0\"/><circle cx=\"720\" cy=\"253\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"672\" cy=\"409\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"637\" cy=\"106\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"98\" cy=\"434\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"20\" cy=\"287\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"455\" cy=\"20\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"77\" cy=\"136\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><text font-size=\"10\" x=\"289\" y=\"523\">Udit Narayan</text><text font-size=\"10\" x=\"509\" y=\"515\">Khaled</text><text font-size=\"10\" x=\"249\" y=\"42\">Lone Tusker</text><text font-size=\"10\" x=\"387\" y=\"270\">Achichiba</text><text font-size=\"10\" x=\"726\" y=\"256\">Ahmed Alshaiba</text><text font-size=\"10\" x=\"678\" y=\"412\">Wael Jassar</text><text font-size=\"10\" x=\"643\" y=\"109\">Rassim Touffah</text><text font-size=\"10\" x=\"104\" y=\"437\">MD DJ</text><text font-size=\"10\" x=\"26\" y=\"290\">Tamrat Desta</text><text font-size=\"10\" x=\"461\" y=\"23\">Didi B</text><text font-size=\"10\" x=\"83\" y=\"139\">angela</text></svg>"
      ],
      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ego = top_nodes[1]\n",
    "\n",
    "G_ego = nx.ego_graph(G, ego)\n",
    "\n",
    "draw_graph(G_ego, show_names=True, node_size=3, edge_width=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "62f53797",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<svg height=\"540\" width=\"800.0\" xmlns=\"http://www.w3.org/2000/svg\"><path d=\"M 543 494 378 277\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 570 64 378 277\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 87 426 378 277\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 720 199 378 277\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 20 257 378 277\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 119 96 378 277\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 338 20 378 277\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 297 520 378 277\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 710 369 378 277\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 378 277 543 494\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 378 277 570 64\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 378 277 87 426\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 378 277 720 199\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 378 277 20 257\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 378 277 119 96\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 378 277 338 20\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 378 277 297 520\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 378 277 710 369\" stroke=\"gray\" stroke-width=\"0.3\"/><circle cx=\"543\" cy=\"494\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"570\" cy=\"64\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"87\" cy=\"426\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"720\" cy=\"199\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"20\" cy=\"257\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"119\" cy=\"96\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"338\" cy=\"20\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"297\" cy=\"520\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"710\" cy=\"369\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"378\" cy=\"277\" r=\"3.0\" style=\"fill:rgb(179, 3, 38);stroke:black;stroke-width:1.0\"/><text font-size=\"10\" x=\"549\" y=\"497\">Sheddy Rhmx</text><text font-size=\"10\" x=\"576\" y=\"67\">DJ Sean K</text><text font-size=\"10\" x=\"93\" y=\"429\">Jephy Jay</text><text font-size=\"10\" x=\"726\" y=\"202\">Marcy WTF</text><text font-size=\"10\" x=\"26\" y=\"260\">Tzarboy</text><text font-size=\"10\" x=\"125\" y=\"99\">Apolosi B</text><text font-size=\"10\" x=\"344\" y=\"23\">Umu Obiligbo</text><text font-size=\"10\" x=\"303\" y=\"523\">Chimuanya</text><text font-size=\"10\" x=\"716\" y=\"372\">P-Square</text><text font-size=\"10\" x=\"384\" y=\"280\">Ifeoma</text></svg>"
      ],
      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ego = top_nodes[2]\n",
    "\n",
    "G_ego = nx.ego_graph(G, ego)\n",
    "\n",
    "draw_graph(G_ego, show_names=True, node_size=3, edge_width=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "4c56a973",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<svg height=\"540\" width=\"875.0\" xmlns=\"http://www.w3.org/2000/svg\"><path d=\"M 672 411 366 278\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 231 512 366 278\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 373 20 366 278\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 602 82 366 278\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 720 238 366 278\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 478 520 366 278\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 366 278 672 411\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 366 278 231 512\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 366 278 373 20\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 366 278 602 82\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 366 278 720 238\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 366 278 478 520\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 366 278 20 224\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 366 278 142 75\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 366 278 45 396\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 20 224 366 278\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 142 75 366 278\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 45 396 366 278\" stroke=\"gray\" stroke-width=\"0.3\"/><circle cx=\"672\" cy=\"411\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"231\" cy=\"512\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"373\" cy=\"20\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"602\" cy=\"82\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"720\" cy=\"238\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"478\" cy=\"520\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"366\" cy=\"278\" r=\"3.0\" style=\"fill:rgb(179, 3, 38);stroke:black;stroke-width:1.0\"/><circle cx=\"20\" cy=\"224\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"142\" cy=\"75\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"45\" cy=\"396\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><text font-size=\"10\" x=\"678\" y=\"414\">Eduardo XD</text><text font-size=\"10\" x=\"237\" y=\"515\">Jay Wheeler</text><text font-size=\"10\" x=\"379\" y=\"23\">Los Chavalos De La Perla</text><text font-size=\"10\" x=\"608\" y=\"85\">Kewin Cosmos</text><text font-size=\"10\" x=\"726\" y=\"241\">SiM</text><text font-size=\"10\" x=\"484\" y=\"523\">La Mar-K De Tierra Caliente</text><text font-size=\"10\" x=\"372\" y=\"281\">SIM-CEE</text><text font-size=\"10\" x=\"26\" y=\"227\">FINANCE</text><text font-size=\"10\" x=\"148\" y=\"78\">Sadao China</text><text font-size=\"10\" x=\"51\" y=\"399\">Santa Fe Klan</text></svg>"
      ],
      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ego = top_nodes[3]\n",
    "\n",
    "G_ego = nx.ego_graph(G, ego)\n",
    "\n",
    "draw_graph(G_ego, show_names=True, node_size=3, edge_width=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "7230b1b1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<svg height=\"540\" width=\"850.0\" xmlns=\"http://www.w3.org/2000/svg\"><path d=\"M 355 257 391 520\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 355 257 460 20\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 355 257 720 290\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 355 257 20 328\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 355 257 659 120\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 355 257 43 155\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 355 257 613 448\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 355 257 157 471\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 355 257 217 34\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 391 520 355 257\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 460 20 355 257\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 720 290 355 257\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 20 328 355 257\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 659 120 355 257\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 43 155 355 257\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 613 448 355 257\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 157 471 355 257\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 217 34 355 257\" stroke=\"gray\" stroke-width=\"0.3\"/><circle cx=\"355\" cy=\"257\" r=\"3.0\" style=\"fill:rgb(179, 3, 38);stroke:black;stroke-width:1.0\"/><circle cx=\"391\" cy=\"520\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"460\" cy=\"20\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"720\" cy=\"290\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"20\" cy=\"328\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"659\" cy=\"120\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"43\" cy=\"155\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"613\" cy=\"448\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"157\" cy=\"471\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"217\" cy=\"34\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><text font-size=\"10\" x=\"361\" y=\"260\">OsMan</text><text font-size=\"10\" x=\"397\" y=\"523\">natori</text><text font-size=\"10\" x=\"466\" y=\"23\">Amit Trivedi</text><text font-size=\"10\" x=\"726\" y=\"293\">Üst Perde</text><text font-size=\"10\" x=\"26\" y=\"331\">Shreya Ghoshal</text><text font-size=\"10\" x=\"665\" y=\"123\">Passenger 10</text><text font-size=\"10\" x=\"49\" y=\"158\">Osamuraisan</text><text font-size=\"10\" x=\"619\" y=\"451\">whaledontsleep</text><text font-size=\"10\" x=\"163\" y=\"474\">Osmani Garcia &quot;La Voz&quot;</text><text font-size=\"10\" x=\"223\" y=\"37\">MEL GRANDA</text></svg>"
      ],
      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ego = top_nodes[4]\n",
    "\n",
    "G_ego = nx.ego_graph(G, ego)\n",
    "\n",
    "draw_graph(G_ego, show_names=True, node_size=3, edge_width=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "a0260ff0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<svg height=\"540\" width=\"795.0\" xmlns=\"http://www.w3.org/2000/svg\"><path d=\"M 242 20 373 268\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 506 520 373 268\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 373 268 242 20\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 373 268 506 520\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 373 268 714 378\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 373 268 524 28\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 373 268 33 158\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 373 268 20 364\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 373 268 720 176\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 373 268 216 515\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 714 378 373 268\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 524 28 373 268\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 33 158 373 268\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 20 364 373 268\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 720 176 373 268\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 216 515 373 268\" stroke=\"gray\" stroke-width=\"0.3\"/><circle cx=\"242\" cy=\"20\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"506\" cy=\"520\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"373\" cy=\"268\" r=\"3.0\" style=\"fill:rgb(179, 3, 38);stroke:black;stroke-width:1.0\"/><circle cx=\"714\" cy=\"378\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"524\" cy=\"28\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"33\" cy=\"158\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"20\" cy=\"364\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"720\" cy=\"176\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"216\" cy=\"515\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><text font-size=\"10\" x=\"248\" y=\"23\">Beside Bed</text><text font-size=\"10\" x=\"512\" y=\"523\">Felix Jaehn</text><text font-size=\"10\" x=\"379\" y=\"271\">Matoma</text><text font-size=\"10\" x=\"720\" y=\"381\">Idan Balas</text><text font-size=\"10\" x=\"530\" y=\"31\">Coldplay</text><text font-size=\"10\" x=\"39\" y=\"161\">HRVY</text><text font-size=\"10\" x=\"26\" y=\"367\">Matooma</text><text font-size=\"10\" x=\"726\" y=\"179\">The Vamps</text><text font-size=\"10\" x=\"222\" y=\"518\">Mato</text></svg>"
      ],
      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ego = top_nodes[5]\n",
    "\n",
    "G_ego = nx.ego_graph(G, ego)\n",
    "\n",
    "draw_graph(G_ego, show_names=True, node_size=3, edge_width=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "90dda4ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<svg height=\"540\" width=\"875.0\" xmlns=\"http://www.w3.org/2000/svg\"><path d=\"M 194 65 150 116\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 258 520 260 423\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 20 129 150 116\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 372 395 367 276\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 372 395 371 496\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 599 396 513 415\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 582 273 720 293\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 582 273 367 276\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 582 273 719 250\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 720 293 582 273\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 504 499 513 415\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 44 402 190 351\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 513 415 599 396\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 513 415 504 499\" 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195);stroke:black;stroke-width:1.0\"/><circle cx=\"557\" cy=\"513\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"620\" cy=\"73\" r=\"3.0\" style=\"fill:rgb(60, 79, 195);stroke:black;stroke-width:1.0\"/><circle cx=\"559\" cy=\"66\" r=\"3.0\" style=\"fill:rgb(60, 79, 195);stroke:black;stroke-width:1.0\"/><circle cx=\"719\" cy=\"250\" r=\"3.0\" style=\"fill:rgb(60, 79, 195);stroke:black;stroke-width:1.0\"/><circle cx=\"92\" cy=\"407\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"152\" cy=\"459\" r=\"3.0\" style=\"fill:rgb(60, 79, 195);stroke:black;stroke-width:1.0\"/><circle cx=\"194\" cy=\"514\" r=\"3.0\" style=\"fill:rgb(60, 79, 195);stroke:black;stroke-width:1.0\"/><circle cx=\"648\" cy=\"425\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"347\" cy=\"32\" r=\"3.0\" style=\"fill:rgb(60, 79, 195);stroke:black;stroke-width:1.0\"/><circle cx=\"370\" cy=\"126\" r=\"3.0\" style=\"fill:rgb(130, 165, 251);stroke:black;stroke-width:1.0\"/><circle cx=\"603\" cy=\"492\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"371\" cy=\"496\" r=\"3.0\" style=\"fill:rgb(60, 79, 195);stroke:black;stroke-width:1.0\"/><circle cx=\"545\" cy=\"150\" r=\"3.0\" style=\"fill:rgb(237, 207, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"178\" cy=\"27\" r=\"3.0\" style=\"fill:rgb(60, 79, 195);stroke:black;stroke-width:1.0\"/><circle cx=\"585\" cy=\"180\" r=\"3.0\" style=\"fill:rgb(60, 79, 195);stroke:black;stroke-width:1.0\"/><circle cx=\"668\" cy=\"142\" r=\"3.0\" style=\"fill:rgb(60, 79, 195);stroke:black;stroke-width:1.0\"/><circle cx=\"640\" cy=\"465\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"404\" cy=\"31\" r=\"3.0\" style=\"fill:rgb(60, 79, 195);stroke:black;stroke-width:1.0\"/><circle cx=\"667\" cy=\"99\" r=\"3.0\" style=\"fill:rgb(60, 79, 195);stroke:black;stroke-width:1.0\"/><circle cx=\"190\" cy=\"351\" r=\"3.0\" style=\"fill:rgb(199, 214, 240);stroke:black;stroke-width:1.0\"/><text font-size=\"10\" x=\"200\" y=\"68\">Eduardo XD</text><text font-size=\"10\" x=\"264\" y=\"523\">Mikel Ovalle</text><text font-size=\"10\" x=\"26\" y=\"132\">Los Chavalos De La Perla</text><text font-size=\"10\" x=\"378\" y=\"398\">泰葉</text><text font-size=\"10\" x=\"605\" y=\"399\">Kina Shouei Group</text><text font-size=\"10\" x=\"588\" y=\"276\">Sadao Watanabe</text><text font-size=\"10\" x=\"726\" y=\"296\">KLIM</text><text font-size=\"10\" x=\"510\" y=\"502\">Rinshou Kadekaru</text><text font-size=\"10\" x=\"50\" y=\"405\">Ichiko Aoba</text><text font-size=\"10\" x=\"519\" y=\"418\">Rinsho Kadekaru</text><text font-size=\"10\" x=\"78\" y=\"37\">FINANCE</text><text font-size=\"10\" x=\"373\" y=\"279\">Sadao China</text><text font-size=\"10\" x=\"364\" y=\"357\">知名定男</text><text font-size=\"10\" x=\"26\" y=\"94\">Santa Fe Klan</text><text font-size=\"10\" x=\"266\" y=\"426\">mimiel</text><text font-size=\"10\" x=\"58\" y=\"353\">Hiroyuki Sawano</text><text font-size=\"10\" x=\"84\" y=\"157\">Kewin Cosmos</text><text font-size=\"10\" x=\"41\" y=\"61\">La Mar-K De Tierra Caliente</text><text font-size=\"10\" x=\"156\" y=\"119\">SIM-CEE</text><text font-size=\"10\" x=\"209\" y=\"448\">LaTorre</text><text font-size=\"10\" x=\"127\" y=\"23\">Jay Wheeler</text><text font-size=\"10\" x=\"563\" y=\"516\">Kaoru Wada</text><text font-size=\"10\" x=\"626\" y=\"76\">WagakkiBand</text><text font-size=\"10\" x=\"565\" y=\"69\">Vivid BAD SQUAD</text><text font-size=\"10\" x=\"725\" y=\"253\">Twinuzis archive</text><text font-size=\"10\" x=\"98\" y=\"410\">SEKAI NO OWARI</text><text font-size=\"10\" x=\"158\" y=\"462\">Mikel Erentxun</text><text font-size=\"10\" x=\"200\" y=\"517\">MIEL</text><text font-size=\"10\" x=\"654\" y=\"428\">Yuuri</text><text font-size=\"10\" x=\"353\" y=\"35\">Eve</text><text font-size=\"10\" x=\"376\" y=\"129\">EVADE FROM 宇宙</text><text font-size=\"10\" x=\"609\" y=\"495\">EXOTIC SKATES</text><text font-size=\"10\" x=\"377\" y=\"499\">Night Tempo</text><text font-size=\"10\" x=\"551\" y=\"153\">Seibun Tokuhara</text><text font-size=\"10\" x=\"184\" y=\"30\">SiM</text><text font-size=\"10\" x=\"591\" y=\"183\">Taeko Onuki</text><text font-size=\"10\" x=\"674\" y=\"145\">Osamuraisan</text><text font-size=\"10\" x=\"646\" y=\"468\">iwamizu</text><text font-size=\"10\" x=\"410\" y=\"34\">removeface</text><text font-size=\"10\" x=\"673\" y=\"102\">Hideaki Tokunaga</text><text font-size=\"10\" x=\"196\" y=\"354\">Seijin Noborikawa</text></svg>"
      ],
      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ego = top_nodes[6]\n",
    "\n",
    "G_ego = nx.ego_graph(G, ego, radius=2)\n",
    "\n",
    "draw_graph(G_ego, show_names=True, node_size=3, edge_width=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "1322b19e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<svg height=\"540\" width=\"825.0\" xmlns=\"http://www.w3.org/2000/svg\"><path d=\"M 340 520 385 270\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 436 20 385 270\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 20 235 385 270\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 93 422 385 270\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 679 122 385 270\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 385 270 340 520\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 385 270 436 20\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 385 270 20 235\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 385 270 93 422\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 385 270 679 122\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 385 270 162 67\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 385 270 720 334\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 385 270 627 441\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 162 67 385 270\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 720 334 385 270\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 720 334 627 441\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 627 441 385 270\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 627 441 720 334\" stroke=\"gray\" stroke-width=\"0.3\"/><circle cx=\"340\" cy=\"520\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"436\" cy=\"20\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"20\" cy=\"235\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"93\" cy=\"422\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"679\" cy=\"122\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"385\" cy=\"270\" r=\"3.0\" style=\"fill:rgb(179, 3, 38);stroke:black;stroke-width:1.0\"/><circle cx=\"162\" cy=\"67\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"720\" cy=\"334\" r=\"3.0\" style=\"fill:rgb(99, 131, 234);stroke:black;stroke-width:1.0\"/><circle cx=\"627\" cy=\"441\" r=\"3.0\" style=\"fill:rgb(99, 131, 234);stroke:black;stroke-width:1.0\"/><text font-size=\"10\" x=\"346\" y=\"523\">Yuuri</text><text font-size=\"10\" x=\"442\" y=\"23\">EXOTIC SKATES</text><text font-size=\"10\" x=\"26\" y=\"238\">Kina Shouei Group</text><text font-size=\"10\" x=\"99\" y=\"425\">Rinshou Kadekaru</text><text font-size=\"10\" x=\"685\" y=\"125\">Kaoru Wada</text><text font-size=\"10\" x=\"391\" y=\"273\">Rinsho Kadekaru</text><text font-size=\"10\" x=\"168\" y=\"70\">iwamizu</text><text font-size=\"10\" x=\"726\" y=\"337\">Sadao China</text><text font-size=\"10\" x=\"633\" y=\"444\">知名定男</text></svg>"
      ],
      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ego = top_nodes[7]\n",
    "\n",
    "G_ego = nx.ego_graph(G, ego)\n",
    "\n",
    "draw_graph(G_ego, show_names=True, node_size=3, edge_width=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "dd7963b3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<svg height=\"540\" width=\"810.0\" xmlns=\"http://www.w3.org/2000/svg\"><path d=\"M 720 251 350 266\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 602 454 350 266\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 566 61 350 266\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 256 20 350 266\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 350 266 720 251\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 350 266 602 454\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 350 266 566 61\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 350 266 256 20\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 350 266 20 166\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 350 266 36 393\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 350 266 298 520\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 20 166 350 266\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 36 393 350 266\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 298 520 350 266\" stroke=\"gray\" stroke-width=\"0.3\"/><circle cx=\"720\" cy=\"251\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"602\" cy=\"454\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"566\" cy=\"61\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"256\" cy=\"20\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"350\" cy=\"266\" r=\"3.0\" style=\"fill:rgb(179, 3, 38);stroke:black;stroke-width:1.0\"/><circle cx=\"20\" cy=\"166\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"36\" cy=\"393\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"298\" cy=\"520\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><text font-size=\"10\" x=\"726\" y=\"254\">Soul ASMR</text><text font-size=\"10\" x=\"608\" y=\"457\">Drmartinezvzla</text><text font-size=\"10\" x=\"572\" y=\"64\">Soul Asylum</text><text font-size=\"10\" x=\"262\" y=\"23\">Cameo</text><text font-size=\"10\" x=\"356\" y=\"269\">Soul Armoniko</text><text font-size=\"10\" x=\"26\" y=\"169\">Soul A</text><text font-size=\"10\" x=\"42\" y=\"396\">Chimuanya</text><text font-size=\"10\" x=\"304\" y=\"523\">Omarion</text></svg>"
      ],
      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ego = top_nodes[8]\n",
    "\n",
    "G_ego = nx.ego_graph(G, ego)\n",
    "\n",
    "draw_graph(G_ego, show_names=True, node_size=3, edge_width=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "6cf977b9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<svg height=\"540\" width=\"810.0\" xmlns=\"http://www.w3.org/2000/svg\"><path d=\"M 89 435 20 305\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 89 435 364 267\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 400 520 364 267\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 20 305 89 435\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 20 305 35 167\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 20 305 364 267\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 35 167 20 305\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 35 167 364 267\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 282 20 364 267\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 563 65 364 267\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 658 415 364 267\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 364 267 89 435\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 364 267 400 520\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 364 267 20 305\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 364 267 35 167\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 364 267 282 20\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 364 267 563 65\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 364 267 658 415\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 364 267 720 227\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 720 227 364 267\" stroke=\"gray\" stroke-width=\"0.3\"/><circle cx=\"89\" cy=\"435\" r=\"3.0\" style=\"fill:rgb(96, 128, 232);stroke:black;stroke-width:1.0\"/><circle cx=\"400\" cy=\"520\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"20\" cy=\"305\" r=\"3.0\" style=\"fill:rgb(141, 175, 253);stroke:black;stroke-width:1.0\"/><circle cx=\"35\" cy=\"167\" r=\"3.0\" style=\"fill:rgb(96, 128, 232);stroke:black;stroke-width:1.0\"/><circle cx=\"282\" cy=\"20\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"563\" cy=\"65\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"658\" cy=\"415\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"364\" cy=\"267\" r=\"3.0\" style=\"fill:rgb(179, 3, 38);stroke:black;stroke-width:1.0\"/><circle cx=\"720\" cy=\"227\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><text font-size=\"10\" x=\"95\" y=\"438\">Becky G</text><text font-size=\"10\" x=\"406\" y=\"523\">Los Caminantes</text><text font-size=\"10\" x=\"26\" y=\"308\">Ángela Aguilar</text><text font-size=\"10\" x=\"41\" y=\"170\">Yuridia</text><text font-size=\"10\" x=\"288\" y=\"23\">Achichiba</text><text font-size=\"10\" x=\"569\" y=\"68\">ayaka</text><text font-size=\"10\" x=\"664\" y=\"418\">Flower Face</text><text font-size=\"10\" x=\"370\" y=\"270\">angela</text><text font-size=\"10\" x=\"726\" y=\"230\">The Lumineers</text></svg>"
      ],
      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ego = top_nodes[9]\n",
    "\n",
    "G_ego = nx.ego_graph(G, ego)\n",
    "\n",
    "draw_graph(G_ego, show_names=True, node_size=3, edge_width=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "ef7164d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<svg height=\"540\" width=\"795.0\" xmlns=\"http://www.w3.org/2000/svg\"><path d=\"M 20 340 371 285\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 215 520 371 285\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 655 121 371 285\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 720 341 371 285\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 525 518 371 285\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 90 116 371 285\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 374 20 371 285\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 371 285 20 340\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 371 285 215 520\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 371 285 655 121\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 371 285 720 341\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 371 285 525 518\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 371 285 90 116\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 371 285 374 20\" stroke=\"gray\" stroke-width=\"0.3\"/><circle cx=\"20\" cy=\"340\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"215\" cy=\"520\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"655\" cy=\"121\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"720\" cy=\"341\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"525\" cy=\"518\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"90\" cy=\"116\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"374\" cy=\"20\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"371\" cy=\"285\" r=\"3.0\" style=\"fill:rgb(179, 3, 38);stroke:black;stroke-width:1.0\"/><text font-size=\"10\" x=\"26\" y=\"343\">Torby Brand</text><text font-size=\"10\" x=\"221\" y=\"523\">Nstens1117</text><text font-size=\"10\" x=\"661\" y=\"124\">Miriamy</text><text font-size=\"10\" x=\"726\" y=\"344\">Vector U</text><text font-size=\"10\" x=\"531\" y=\"521\">ayaka</text><text font-size=\"10\" x=\"96\" y=\"119\">A-Mei Chang</text><text font-size=\"10\" x=\"380\" y=\"23\">Meychan</text><text font-size=\"10\" x=\"377\" y=\"288\">xMEIYIN</text></svg>"
      ],
      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ego = top_nodes[10]\n",
    "\n",
    "G_ego = nx.ego_graph(G, ego)\n",
    "\n",
    "draw_graph(G_ego, show_names=True, node_size=3, edge_width=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "4eb13cf1",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ego = top_nodes[11]\n",
    "\n",
    "G_ego = nx.ego_graph(G, ego)\n",
    "\n",
    "draw_graph(G_ego, show_names=True, node_size=3, edge_width=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "ee577df8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<svg height=\"540\" width=\"980.0\" xmlns=\"http://www.w3.org/2000/svg\"><path d=\"M 149 486 361 269\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 361 269 149 486\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 361 269 20 233\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 361 269 238 20\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 361 269 581 58\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 361 269 720 304\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 361 269 507 520\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 20 233 361 269\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 238 20 361 269\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 581 58 361 269\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 720 304 361 269\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 507 520 361 269\" stroke=\"gray\" stroke-width=\"0.3\"/><circle cx=\"149\" cy=\"486\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"361\" cy=\"269\" r=\"3.0\" style=\"fill:rgb(179, 3, 38);stroke:black;stroke-width:1.0\"/><circle cx=\"20\" cy=\"233\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"238\" cy=\"20\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"581\" cy=\"58\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"720\" cy=\"304\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"507\" cy=\"520\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><text font-size=\"10\" x=\"155\" y=\"489\">PEDRO SAMPAIO</text><text font-size=\"10\" x=\"367\" y=\"272\">pedrolina.</text><text font-size=\"10\" x=\"26\" y=\"236\">Pedrina</text><text font-size=\"10\" x=\"244\" y=\"23\">Pedro Infante y la Rondalla del Amor de Saltillo</text><text font-size=\"10\" x=\"587\" y=\"61\">Vargas de Tecalitlan</text><text font-size=\"10\" x=\"726\" y=\"307\">Osamuraisan</text><text font-size=\"10\" x=\"513\" y=\"523\">Mc Livinho</text></svg>"
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     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "ego = top_nodes[12]\n",
    "\n",
    "G_ego = nx.ego_graph(G, ego)\n",
    "\n",
    "draw_graph(G_ego, show_names=True, node_size=3, edge_width=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "ac1d528b",
   "metadata": {},
   "outputs": [
    {
     "data": {
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     "execution_count": 25,
     "metadata": {},
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   ],
   "source": [
    "ego = top_nodes[13]\n",
    "\n",
    "G_ego = nx.ego_graph(G, ego)\n",
    "\n",
    "draw_graph(G_ego, show_names=True, node_size=3, edge_width=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "e670aa2c",
   "metadata": {},
   "outputs": [
    {
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r=\"3.0\" style=\"fill:rgb(72, 96, 209);stroke:black;stroke-width:1.0\"/><circle cx=\"578\" cy=\"358\" r=\"3.0\" style=\"fill:rgb(64, 84, 199);stroke:black;stroke-width:1.0\"/><circle cx=\"259\" cy=\"53\" r=\"3.0\" style=\"fill:rgb(72, 96, 209);stroke:black;stroke-width:1.0\"/><text font-size=\"10\" x=\"448\" y=\"381\">Brent Cobb</text><text font-size=\"10\" x=\"616\" y=\"152\">Noony</text><text font-size=\"10\" x=\"359\" y=\"362\">Southern Allstars</text><text font-size=\"10\" x=\"645\" y=\"361\">Southall</text><text font-size=\"10\" x=\"693\" y=\"310\">Desifx</text><text font-size=\"10\" x=\"163\" y=\"280\">Lil Baby</text><text font-size=\"10\" x=\"396\" y=\"339\">Mike Sherm</text><text font-size=\"10\" x=\"638\" y=\"182\">NONT TANONT</text><text font-size=\"10\" x=\"379\" y=\"486\">Mike WiLL Made-It</text><text font-size=\"10\" x=\"92\" y=\"137\">Dray</text><text font-size=\"10\" x=\"468\" y=\"435\">Mike Posner</text><text font-size=\"10\" x=\"219\" y=\"248\">Lilrb</text><text font-size=\"10\" x=\"255\" y=\"105\">Myaap</text><text font-size=\"10\" x=\"324\" y=\"424\">Louis Armstrong</text><text font-size=\"10\" x=\"319\" y=\"83\">Escape the Fate</text><text font-size=\"10\" x=\"282\" y=\"453\">Alex G</text><text font-size=\"10\" x=\"415\" y=\"405\">mike.</text><text font-size=\"10\" x=\"493\" y=\"515\">Rittz</text><text font-size=\"10\" x=\"518\" y=\"368\">SOUTHERN ALL STARS</text><text font-size=\"10\" x=\"77\" y=\"362\">Travis Scott</text><text font-size=\"10\" x=\"582\" y=\"417\">Gregory Alan Isakov</text><text font-size=\"10\" x=\"557\" y=\"216\">Niontay</text><text font-size=\"10\" x=\"236\" y=\"523\">alex_g_offline</text><text font-size=\"10\" x=\"418\" y=\"359\">Hotel Ugly</text><text font-size=\"10\" x=\"108\" y=\"243\">Nelly</text><text font-size=\"10\" x=\"26\" y=\"241\">The Toy Dolls</text><text font-size=\"10\" x=\"528\" y=\"307\">サザンオールスターズ</text><text font-size=\"10\" x=\"307\" y=\"40\">Arch Enemy</text><text font-size=\"10\" x=\"148\" y=\"185\">Paul Russell</text><text font-size=\"10\" x=\"577\" y=\"140\">jon-YAKITORY</text><text font-size=\"10\" x=\"681\" y=\"422\">Leon Paul-Phillips</text><text font-size=\"10\" x=\"138\" y=\"311\">Drake</text><text font-size=\"10\" x=\"257\" y=\"23\">Falling In Reverse</text><text font-size=\"10\" x=\"370\" y=\"434\">Henry Smith</text><text font-size=\"10\" x=\"211\" y=\"46\">Metallica</text><text font-size=\"10\" x=\"726\" y=\"359\">Happy Rattan</text><text font-size=\"10\" x=\"456\" y=\"333\">MIKE</text><text font-size=\"10\" x=\"630\" y=\"313\">Guru</text><text font-size=\"10\" x=\"584\" y=\"361\">Devilish Trio</text><text font-size=\"10\" x=\"265\" y=\"56\">Donell Jones</text></svg>"
      ],
      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ego = top_nodes[14]\n",
    "\n",
    "G_ego = nx.ego_graph(G, ego, radius=3)\n",
    "\n",
    "draw_graph(G_ego, show_names=True, node_size=3, edge_width=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "646511f2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<svg height=\"540\" width=\"820.0\" xmlns=\"http://www.w3.org/2000/svg\"><path d=\"M 369 265 20 263\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 369 265 190 20\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 369 265 531 520\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 369 265 193 509\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 369 265 554 20\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 369 265 720 274\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 20 263 369 265\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 190 20 369 265\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 531 520 369 265\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 193 509 369 265\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 554 20 369 265\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 720 274 369 265\" stroke=\"gray\" stroke-width=\"0.3\"/><circle cx=\"369\" cy=\"265\" r=\"3.0\" style=\"fill:rgb(179, 3, 38);stroke:black;stroke-width:1.0\"/><circle cx=\"20\" cy=\"263\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"190\" cy=\"20\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"531\" cy=\"520\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"193\" cy=\"509\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"554\" cy=\"20\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"720\" cy=\"274\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><text font-size=\"10\" x=\"375\" y=\"268\">Seibun Tokuhara</text><text font-size=\"10\" x=\"26\" y=\"266\">Taeko Onuki</text><text font-size=\"10\" x=\"196\" y=\"23\">Osamuraisan</text><text font-size=\"10\" x=\"537\" y=\"523\">WagakkiBand</text><text font-size=\"10\" x=\"199\" y=\"512\">Sadao China</text><text font-size=\"10\" x=\"560\" y=\"23\">Vivid BAD SQUAD</text><text font-size=\"10\" x=\"726\" y=\"277\">Hideaki Tokunaga</text></svg>"
      ],
      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ego = top_nodes[15]\n",
    "\n",
    "G_ego = nx.ego_graph(G, ego)\n",
    "\n",
    "draw_graph(G_ego, show_names=True, node_size=3, edge_width=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "aca75f02",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<svg height=\"540\" width=\"835.0\" xmlns=\"http://www.w3.org/2000/svg\"><path d=\"M 612 468 720 328\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 612 468 388 271\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 720 328 612 468\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 720 328 388 271\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 207 20 388 271\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 388 271 612 468\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 388 271 720 328\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 388 271 207 20\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 388 271 214 520\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 388 271 20 268\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 388 271 584 32\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 214 520 388 271\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 20 268 388 271\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 584 32 388 271\" stroke=\"gray\" stroke-width=\"0.3\"/><circle cx=\"612\" cy=\"468\" r=\"3.0\" style=\"fill:rgb(116, 151, 245);stroke:black;stroke-width:1.0\"/><circle cx=\"720\" cy=\"328\" r=\"3.0\" style=\"fill:rgb(116, 151, 245);stroke:black;stroke-width:1.0\"/><circle cx=\"207\" cy=\"20\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"388\" cy=\"271\" r=\"3.0\" style=\"fill:rgb(179, 3, 38);stroke:black;stroke-width:1.0\"/><circle cx=\"214\" cy=\"520\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"20\" cy=\"268\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"584\" cy=\"32\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><text font-size=\"10\" x=\"618\" y=\"471\">Brent Cobb</text><text font-size=\"10\" x=\"726\" y=\"331\">Southern Allstars</text><text font-size=\"10\" x=\"213\" y=\"23\">Southall</text><text font-size=\"10\" x=\"394\" y=\"274\">SOUTHERN ALL STARS</text><text font-size=\"10\" x=\"220\" y=\"523\">サザンオールスターズ</text><text font-size=\"10\" x=\"26\" y=\"271\">Devilish Trio</text><text font-size=\"10\" x=\"590\" y=\"35\">Gregory Alan Isakov</text></svg>"
      ],
      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ego = top_nodes[16]\n",
    "\n",
    "G_ego = nx.ego_graph(G, ego)\n",
    "\n",
    "draw_graph(G_ego, show_names=True, node_size=3, edge_width=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "563015ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<svg height=\"540\" width=\"840.0\" xmlns=\"http://www.w3.org/2000/svg\"><path d=\"M 667 220 432 54\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 667 220 717 405\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 667 220 418 258\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 432 54 667 220\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 432 54 418 258\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 717 405 667 220\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 717 405 418 258\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 418 258 667 220\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 418 258 432 54\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 418 258 717 405\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 418 258 20 224\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 418 258 720 20\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 418 258 251 520\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 20 224 418 258\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 720 20 418 258\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 251 520 418 258\" stroke=\"gray\" stroke-width=\"0.3\"/><circle cx=\"667\" cy=\"220\" r=\"3.0\" style=\"fill:rgb(180, 205, 250);stroke:black;stroke-width:1.0\"/><circle cx=\"432\" cy=\"54\" r=\"3.0\" style=\"fill:rgb(112, 147, 243);stroke:black;stroke-width:1.0\"/><circle cx=\"717\" cy=\"405\" r=\"3.0\" style=\"fill:rgb(112, 147, 243);stroke:black;stroke-width:1.0\"/><circle cx=\"418\" cy=\"258\" r=\"3.0\" style=\"fill:rgb(179, 3, 38);stroke:black;stroke-width:1.0\"/><circle cx=\"20\" cy=\"224\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"720\" cy=\"20\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"251\" cy=\"520\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><text font-size=\"10\" x=\"673\" y=\"223\">Benny Dayal</text><text font-size=\"10\" x=\"438\" y=\"57\">Benny Sings</text><text font-size=\"10\" x=\"723\" y=\"408\">Benny Friedman</text><text font-size=\"10\" x=\"424\" y=\"261\">Benny Dawn</text><text font-size=\"10\" x=\"26\" y=\"227\">Benny L</text><text font-size=\"10\" x=\"726\" y=\"23\">Chris Brown</text><text font-size=\"10\" x=\"257\" y=\"523\">Benny Goodman Sextet</text></svg>"
      ],
      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ego = top_nodes[17]\n",
    "\n",
    "G_ego = nx.ego_graph(G, ego)\n",
    "\n",
    "draw_graph(G_ego, show_names=True, node_size=3, edge_width=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "f2254f91",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<svg height=\"540\" width=\"825.0\" xmlns=\"http://www.w3.org/2000/svg\"><path d=\"M 20 345 375 269\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 375 269 20 345\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 375 269 101 91\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 375 269 720 252\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 375 269 471 20\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 375 269 666 395\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 375 269 300 520\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 101 91 375 269\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 720 252 375 269\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 720 252 666 395\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 471 20 375 269\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 666 395 375 269\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 666 395 720 252\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 300 520 375 269\" stroke=\"gray\" stroke-width=\"0.3\"/><circle cx=\"20\" cy=\"345\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"375\" cy=\"269\" r=\"3.0\" style=\"fill:rgb(179, 3, 38);stroke:black;stroke-width:1.0\"/><circle cx=\"101\" cy=\"91\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"720\" cy=\"252\" r=\"3.0\" style=\"fill:rgb(116, 151, 245);stroke:black;stroke-width:1.0\"/><circle cx=\"471\" cy=\"20\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"666\" cy=\"395\" r=\"3.0\" style=\"fill:rgb(116, 151, 245);stroke:black;stroke-width:1.0\"/><circle cx=\"300\" cy=\"520\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><text font-size=\"10\" x=\"26\" y=\"348\">Paul Russell</text><text font-size=\"10\" x=\"381\" y=\"272\">Lilrb</text><text font-size=\"10\" x=\"107\" y=\"94\">Southern Allstars</text><text font-size=\"10\" x=\"726\" y=\"255\">Drake</text><text font-size=\"10\" x=\"477\" y=\"23\">Myaap</text><text font-size=\"10\" x=\"672\" y=\"398\">Lil Baby</text><text font-size=\"10\" x=\"306\" y=\"523\">Nelly</text></svg>"
      ],
      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ego = top_nodes[18]\n",
    "\n",
    "G_ego = nx.ego_graph(G, ego)\n",
    "\n",
    "draw_graph(G_ego, show_names=True, node_size=3, edge_width=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "26365521",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<svg height=\"540\" width=\"830.0\" xmlns=\"http://www.w3.org/2000/svg\"><path d=\"M 639 486 381 282\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 381 282 639 486\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 381 282 339 20\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 381 282 199 520\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 381 282 720 169\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 381 282 20 235\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 339 20 381 282\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 199 520 381 282\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 720 169 381 282\" stroke=\"gray\" stroke-width=\"0.3\"/><path d=\"M 20 235 381 282\" stroke=\"gray\" stroke-width=\"0.3\"/><circle cx=\"639\" cy=\"486\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"381\" cy=\"282\" r=\"3.0\" style=\"fill:rgb(179, 3, 38);stroke:black;stroke-width:1.0\"/><circle cx=\"339\" cy=\"20\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"199\" cy=\"520\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"720\" cy=\"169\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><circle cx=\"20\" cy=\"235\" r=\"3.0\" style=\"fill:rgb(58, 76, 192);stroke:black;stroke-width:1.0\"/><text font-size=\"10\" x=\"645\" y=\"489\">Leon Paul-Phillips</text><text font-size=\"10\" x=\"387\" y=\"285\">Southall</text><text font-size=\"10\" x=\"345\" y=\"23\">Desifx</text><text font-size=\"10\" x=\"205\" y=\"523\">Happy Rattan</text><text font-size=\"10\" x=\"726\" y=\"172\">SOUTHERN ALL STARS</text><text font-size=\"10\" x=\"26\" y=\"238\">Guru</text></svg>"
      ],
      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ego = top_nodes[19]\n",
    "\n",
    "G_ego = nx.ego_graph(G, ego)\n",
    "\n",
    "draw_graph(G_ego, show_names=True, node_size=3, edge_width=0.3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c41a5cc6",
   "metadata": {},
   "source": [
    "# Shortest Paths\n",
    "\n",
    "In a collaboration network, shortest paths can be interesting, to know how to get from one person to another, or one artist to another.\n",
    "\n",
    "What in the world did Lil Wayne do with B.B. King? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "47ba1a04",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['B.B. King', 'Lil Wayne']"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nx.shortest_path(G, 'B.B. King', 'Lil Wayne')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "10c41904",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
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       "<IPython.core.display.SVG object>"
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     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "ego = 'B.B. King'\n",
    "\n",
    "G_ego = nx.ego_graph(G, ego, 2)\n",
    "\n",
    "draw_graph(G_ego, show_names=True, node_size=4, edge_width=0.3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "87c48f30",
   "metadata": {},
   "source": [
    "# Next Steps\n",
    "\n",
    "This is a very useful tool for looking at collaboration networks in music. Some musicians do not collaborate with other musicians, so the spotify crawler returns smaller networks than the wikipedia crawler. But these are direct relationships from differerent musical collaborations, searched via the Spotify API.\n",
    "\n",
    "Next steps are to troubleshoot this crawler. There are likely bugs, in the current state. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9c1f8b70",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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