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@khalman-m
Created October 8, 2014 00:36
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{
"metadata": {
"name": "",
"signature": "sha256:4e9f99d2dbf94b6257000790d0b4683b518021d3886e1882748e9c08bf448ad7"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Learning Social Circles in Networks"
]
},
{
"cell_type": "heading",
"level": 4,
"metadata": {},
"source": [
"https://www.kaggle.com/c/learning-social-circles/"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%pylab inline\n",
"import networkx as nx\n",
"import data\n",
"train_egonets, test_egonets = data.parse('data')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"egonets = train_egonets + test_egonets\n",
"number_of_edges = [x.number_of_edges() for x in egonets]\n",
"hist(number_of_edges, bins=20)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 2,
"text": [
"(array([ 45., 27., 9., 7., 5., 4., 5., 0., 1., 0., 1.,\n",
" 1., 1., 1., 0., 0., 1., 0., 0., 2.]),\n",
" array([ 2.80000000e+01, 2.55570000e+03, 5.08340000e+03,\n",
" 7.61110000e+03, 1.01388000e+04, 1.26665000e+04,\n",
" 1.51942000e+04, 1.77219000e+04, 2.02496000e+04,\n",
" 2.27773000e+04, 2.53050000e+04, 2.78327000e+04,\n",
" 3.03604000e+04, 3.28881000e+04, 3.54158000e+04,\n",
" 3.79435000e+04, 4.04712000e+04, 4.29989000e+04,\n",
" 4.55266000e+04, 4.80543000e+04, 5.05820000e+04]),\n",
" <a list of 20 Patch objects>)"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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8dW6fT8f1GcBPy+p0BzYDy6jn+M4Gfgx8jHqN70LgCeAKRs7s6zS+/cAvjGqrw/jOBf5z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\nRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x1191186d0>"
]
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"hist(number_of_edges, range=(0, 5000), bins=20)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 3,
"text": [
"(array([ 6., 5., 6., 5., 3., 6., 2., 5., 4., 3., 3., 3., 3.,\n",
" 2., 3., 2., 1., 2., 5., 3.]),\n",
" array([ 0., 250., 500., 750., 1000., 1250., 1500., 1750.,\n",
" 2000., 2250., 2500., 2750., 3000., 3250., 3500., 3750.,\n",
" 4000., 4250., 4500., 4750., 5000.]),\n",
" <a list of 20 Patch objects>)"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAXIAAAEACAYAAACuzv3DAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkiRJkiRJknQk/wNcDxK5hSIk+wAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x11db8a310>"
]
}
],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import numpy as np\n",
"print number_of_edges\n",
"sorted_idx = np.argsort(number_of_edges)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"[13486, 658, 4700, 5366, 256, 11912, 26306, 2676, 11093, 7208, 15270, 4574, 3446, 2692, 1042, 422, 17256, 1622, 416, 1390, 4642, 2906, 2420, 2318, 3978, 1272, 4442, 1092, 684, 194, 7984, 1910, 1774, 3300, 1542, 10158, 5382, 102, 1332, 1160, 4948, 12370, 15772, 6824, 9906, 4086, 4928, 49674, 4578, 8350, 3176, 7264, 1266, 518, 2142, 2206, 894, 1934, 2042, 14870, 8420, 2878, 2408, 15416, 6324, 6126, 312, 1832, 2588, 1366, 15614, 4814, 974, 8910, 5302, 3628, 48, 4570, 13532, 9744, 3594, 30926, 40642, 28522, 10230, 894, 3060, 806, 34732, 3830, 410, 2056, 718, 3158, 706, 1890, 710, 28, 7338, 786, 230, 230, 22752, 3610, 50582, 1412, 4251, 8796, 2922, 12694]\n"
]
}
],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"figure(figsize=(12, 10))\n",
"nx.draw(egonets[0])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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t2sVlTnApjC9LsE/NJ2Bt6sthy2n4sU/ak7GAeD+wBqtGPoY1yvkca3wTiS3f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EBAQMAex2mnnVY1IUws5saMGVOFPKalpbkYIl3+Jv10cEeCOwAlLWlm2y8ywlSbqolusogS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DuhQUcFbr1lzepQt79uypeCY9PZ2JEyfWuglNTk4OGRkZXHPNNbRq1YrVq1fz8ccf06lT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\nYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x11dcc83d0>"
]
}
],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"print sorted_idx[0:10]\n",
"print egonets[sorted_idx[3]].ego_user\n",
"nx.draw(egonets[sorted_idx[3]])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"[ 97 76 37 29 101 100 4 66 90 18]\n",
"24758\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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Rwr2+bt26+Pr6sn///lLWSlUUDb6qTHh7e/PeggXMXr2arXfdRR1fX/r7+fGo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\nKXxFREQcpvAVERFxmMJXRETEYf8POIAPViZXheAAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x11dbff0d0>"
]
}
],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"number_of_components = [len(nx.connected_components(nx.Graph(g))) for g in egonets]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"scatter(number_of_components, number_of_edges)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 13,
"text": [
"<matplotlib.collections.PathCollection at 0x11de4b7d0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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OL774ks6dz2LatKn4fL6Q461du5ZzzrmAoqJVQCbwLQkJXdm1awt16pzay3Q8\n9NBDjBtXgN//iNOynZSUszl8WDOo5NRTVlZG27bnsnnzIMrKriMm5h0yM//Bhg2rSE5OPn6ACFD3\nVBgkJCTw5pvT2bhxHbNmzXRVMAC2bt1KfHw7bMEAaEVc3Gns2rXrpw6LiH/961+cfnpLEhNT6dt3\nsOtb0mZkZOD1LsFe0H8Z8H+kpYU+fVkkmlXcOyc7+2vq1/85PXvOZ/Hi+VFbMEKlKbfVrEOHDpSW\nfoW9mL0HMJvY2CKaNm0a4cx+aPXq1QwdOpKiosuBWD76aCtXXHEtH388N+SYmZmZlJZ+hr3XVivg\nfuLivGHKWCT6NGzYkPnz3450GtVKZxpHKSsr4/e/v5vevftyxx13ul4n6vTTT6dDh7ZAX+yqsb/i\noov6ul7P6rvvvuPnPx9Ku3Y9uPnmuygsLHQV7/333+fIkVjsajCtKS//lv/8Z4GrpdFfeOEF4Brs\nbVSuBOawefM2V3mKiISL60vq/X6/adPmHAOnGRhqoL5p3ryjq3Wili1bZmJjGxvIMfC0gUXG6002\neXl5Icfct2+fOe20JiYm5hEDH5vExGFmwAB3N4saM2aMgezv1wuCDQbiXf3Zu3btauDXATHXGEh2\nlWd18Pv95sEHJ5jU1Ezj89U1o0ffYUpLSyOdlki1Q8uIuPPpp5+ydu0aYAV2jcRVbNq0ifnz54cc\nc+XKlZSVGeA64N/AcMrLveTm5h7nyGNbuHAhxcUd8PvvA3py5MgUFi78gMOHD4ccs3379ng8pwe0\n1Ccmxri6sNH25b4B/B92oeMRQPTd23nKlFd55JFXOHx4MUVFXzNlygrGj3840mmJRCUVjQBbtmwB\n6mNvJMj32xs3bjz2Qcdhu43ygf9iC9FioNhVt1dcXBxlZVuwNzWMB87H7y8jNjb0IapLLrmEpKQF\nwFRgFfHx1zNo0JWuLsg77bTTsL/LZdibOp3l5BtdZs36gMLC32PHXRpSWDiO2bM/iHRaIlFJRSNA\nfHw89h5PFbfymAvkEhcXF3LM+vXrA2cA9ZyWM4A0VzMqzjzzTI4c2YJdlb4YuJKkpHquxklatGjB\nggXv0Lr138jIGMxllyXz2mvPhxwP4OabbyYmZhd2EsBh4B169uzqKibYM60ePQZw1lm9efzxv7k6\nGwJo0CADrzfwHmBryMysd8z9RWozFY0AtnunHLgFSAJGAX5XF+fYD7S12K6pXOB1IJ+kpKSQY65c\nuZLk5IsnBW8CAAAQa0lEQVSAPtgJcPdQXJzP/v37XeX5178+zbZthygt7cB7773HkiVLQo4H0K9f\nP2644ZdAHrCE9PQ0Xn/9JVcxly1bxiWX/JLPPkvjq6+aMHbsJB5++DFXMceOvZv09Nfx+a4hIeEm\nUlL+xBNP/K+rmMYYnnji7zRp0oGmTTvy5JOTXMUTkfBzPSj06aefGmjm3P/hkPPc2nz44Ychx3z0\n0UcNZBlINFDHQJKBVPP++++HHHPhwoUmObmtgSPOAPM6Ex+fbEpKSkKO+c4775iEhPYB9xKZbzIy\nmoQczxhjPvvsM+Pz1TewyECuSUwcaoYNu95VzFGjRhuoZ+AWA/9rINNkZjZ1FdMYY/Ly8sw//vEP\nM3HiRLNx40bX8Z5//kWTlNTOwGcGlpikpNbm5ZdfcR13165dZurUqWbGjBkmPz/fdTyp3dBNmNw5\nfPiwSUmpb2D29zcNSk52d4/wadOmGfAZ+NyJ+S8DPrNp06aQY/r9fnP55Veb5OTOJjHxRuPzZZl/\n/vP5kOMZY8zdd99t4LqAmU4lBjymvLw85JgPPvigiYm5JyBmrklNre8qzx49ehsYExDzXyYuzl3M\n6tC79y8MzAzIc7rp29fdDLdvvvnG1K2bZVJShpiUlP6mRYsOZt++fWHKWGojNHvKnZSUFF5//UVi\nY68FEvB6h/HKK/+kbt26xz32WBYtWgS0BSr68i8BUli6dGnIMT0eD716nUdJyXpgLjExxXTs2C7k\neAAlJSXAu8Amp2UilWvohKZu3bokJHwX0LLBuQd76Fq1agME3oukIampoXf1VZe0tGTsXZArbKNO\nnRRXMW+55V4OHryX/PyZ5OfPZ9u2Xq675kROlIpGgNLSUq677ibKyjxAXcrLY7jhhjEcOXIk5Jhb\nt24FvsOungv21uiHycsLff2llStXMn78Xygt/YYjR7ZTUPAKl1461NWFeHaWVDrQEbvkyT+BEldL\nOo8cOZKsrDX4fEOJibkPn28YTz01IeR4AJdc0h+YgL0F/Srg13Tr1tlVTIA9e/bwzDPP8OSTT7J5\n82bX8W6//UY8nnuB+4B78XjGcuutN7iKmZu7A2O6ff+6pOQ8Nm/e4S7RWqy8vJyJE5/iiiuu5d57\nx2oF5iCpaARYtGgR+/YdBG4C5gG3cuhQAfPmzQs5Zq9evbBngF2AXwA/A/x07hz6B93q1avxeLoA\nd2LPYBaQn+9uIPzMM88kJqYndvbYKmC56+s0UlNTWb78E/74xy7cdlsxH374FkOGDAk5HsDMmW9j\n/9neAQwBCli8+HNXMbdv30779ufy298u4p57VtCx43msXLnSVcxXXnmDmJirAS8Qi9c7gilT3nAV\ns1+/3vh8jwNHgD0kJT3DgAE/cxWzNrvxxlt44IHpzJrVj4kTc+nW7UJXXxCl5nHdv/f4448baOgM\ngBvnuYUZO3ZsyDFnz55tIMVAAwM/M5BhIMmsXbs25JgfffSRE/M0J2aKiYlJcjX+sHbtWpOQUMdA\nBwMtjMfTwVx44aUhxzPGjr3cddd9Jj4+zSQnNzVNm7ZzPcjcqVM3A48FjBWsMl5vhquYN998p4mN\n/X1AzH+YCy8c7Cpmjx4XG3gnIOZbpk+fQa5iFhYWmkGDhhuvN97ExiaYO++819UV+7XZwYMHTVxc\nkjPhxf5fT03tYebNmxfp1E4qQhjT0IKFARo1agQUYq99SARKgXwaN24cckzbZVTqxPwSSADKnWtC\nQjNjxgzAB6wD6gJL8fv7cOjQoZDHX+Li4iguLsGOFxiM2c7+/ftCzhFgzpw5TJr0KiUljSgpOURB\nQV2GDr2ezz/PCTlm9+7nsHLl8oCW1Zx2mrtrKnbu3EtZWeC9yzuwe/drrmL27duT5cv/zpEj9iJO\nn+9J+vbt7yqmz+djzpzXKS4uxuv1urqYs7YrKyvD4/Fi/58DePB4UpyxPaktXFfdzZs3O9/gexp4\nykAf4/GkmXXr1oUc0065TTOQ7Ey5TTOQ4moa73nnnWfg4oBvscZAolm6dGnIMQcPHuz82ROdR4aB\nOFdnL6NHjzaQbmC+ge8MXG683rohxzPGmL1795rMzGbG47nEwCgTF1fHLFq0yFXMl16abJKSOhhY\nb2CHSUq60DzwwHhXMTdu3Gi83oozt/bG661jcnNzXcWU8PH7/SY7+xcmMfEqA/8xXu9Dpn795ubA\ngQORTu2k4hSfPTUQO4r8LXBvdfyABg0akJAQC3wBPAAsITa24gwkNLt37wbKgNuAm4FfA+Wuxgrq\n1asHfIK9aBDsleExNGnS5NgHHceyZcuwS3wsx55t3QUkUFZWFnLMffv2ATcC/YEWwJMY427V4IyM\nDJYv/4QbbjidoUMPMXfuTPr06eMq5siR13LPPVeTnNwdn68t11zTkf/5nz+4ijlw4C8pL/8Vdnzo\nK8rLhzNwoLvxHAkfj8fDu+9O59prT6Nt299x8cUr+Oyzhaf8jdHCoaac33qBp7CfPtuAz4E52Jt4\nh82yZcsoLi7CDlpvA9pSWrqCjz/+mIsvvjikmA0aNADSgE+x6c8DElx1LRQXFwNxwNlAKlAElLm6\ncr1evXps334OUHE/9HuAP7lae6pVq1ZU3m8dYDPx8e6mxx48eJA+fQayc2dDjDmduXOvYsGCd+nW\nrdvxDz4Gj8fDuHEPMG7cA65yC7R+fS7wcypvijaQNWtm/8QRcrIlJyfz7LN/j3QaNU5NOdPoBqzH\nXkRQil2L47Jw/5Dly5djxxwGA4uAYUC88y08NFlZWc7WB8BYYCFwhIYNGx77oOOws6QysTOdlmFr\np9/VKrdDhw4FPsPeTwPselFJroqbXbPrc+zqtmOBIXg87s40nnrqH2zd2omCgrkUFr5Mfv5fGT36\n965iVo8S4GnsWNYR7BTm4ohmJBIONaVoNAK2BrzOddrCyt7aNRV706AWwO+ATFe3fG3YsCHx8RWr\n0QLUIT6+rqsP4+7du2NXj00BmjrbXlcD9hkZGcTEGOBcYDjwSzyeIlfXfqSlpREX1x/ojj1Z/AvJ\nye5O/7dty6Ok5Bwqv8Gf7eqal+piFzz8GLtQpe1OzMqqH9mkRMKgpnRPBTUAMH78+O+3s7Ozyc7O\nPqEf0rt3b+xqrAXYq6GLgAP069fvhOIE6tKlC6mpu9i3bxLGXILX+wJNmtSnWbNmIcccN24czz3X\nGr9/KtAbeJSsrCZkZmYe79BjqlevHj5fAwoK/gDsAa4jOXmkq+6pq6++mocffoIDB7IoLz+TpKSH\nGDvW3VnBgAHZTJ58D4WFQ4AGJCY+SP/+2a5iVocBA/rzyitLqehB9XjacPHF50c2Kan1cnJyyMnJ\niXQaJ0UP7GBAhfv58WC465kEfr/fDBlyjYmJ6WzgIRMT08X8/Oe/dD0XfvXq1aZLlwtMenpjc8EF\nvwjLLJply5aZJk3aG5+vnunZ8yKze/duV/GKi4vNuef2McnJ/U1s7G9NUlKWeemlya7z3Lp1q7nl\nlrvMsGE3mBkz3nAdzxhjJkx43CQmphqvN94MGjQ8Khfuy8vLMy1adDCpqT1Mamo307JlJ7Nnz55I\npyXyA4Qweyr0NSJOrljsVKF+2AV9lgJX8cOBcOd34I7f7+fVV19l5cqv6dChLdddd52rb9s1SXFx\nMa+99hp5eXn06dOHnj17RjqlYzLG4Pf78Xq9kU7lmIqKili8eLGzVlgvV92cItXBWSbohOpATSka\nYKei/A3bOf4C8MhR74elaIiI1BanetE4HhUNEZETEErRqB39LiIiEhYqGiIiEjQVDRERCZqKhoiI\nBE1FQ0REgqaiISIiQVPREBGRoKloiIhI0FQ0REQkaCoaIiISNBUNEREJmoqGiIgETUVDRESCpqIh\nIiJBU9EQEZGgqWiIiEjQVDRERCRoKhoiIhI0FQ0REQmaioaIiARNRUNERIKmoiEiIkFzUzSGAl8D\n5UCXo967H/gWWAMMCGg/F1jlvDcxoD0BmO60LwGaBbw3EljnPK5zka+IiLjkpmisAq4APjqqvT0w\n3HkeCEwCPM57TwOjgFbOY6DTPgrY67Q9ATzqtGcAfwK6OY9xQF0XOUdUTk5OpFMIivIML+UZXsoz\nstwUjTXYb/9HuwyYBpQCm4D1QHcgC0gFljr7vQJc7mwPBiY72zOBfs72xcAHwAHnMZ/KQlPj1JR/\nRMozvJRneCnPyKqOMY2GQG7A61ygURXt25x2nOetznYZcBCo9xOxREQkAmKP8/584PQq2h8A3gl/\nOiIicqpbyA8Hwu9zHhXmYbunTge+CWi/CjvGUbFPD2c7FtjtbI8Angk45p/Y8ZKqrAeMHnrooYce\nQT/WEwELsbOiKrQHlgPxQAtgA5UD4Z9hC4gHeI/K8YkxVBaQEcDrznYG8B128Ds9YFtERGqYK7Dj\nEEXATmBuwHsPYCvYGuxgdoWKKbfrgb8HtCcAM6iccts84L0bnPZvsdNvRUREREREqt9A7BnNt8C9\nEc7lWJpgu/G+Br4Cbo9sOsflBb4kuic71AXexI6TraZyTCya3I/9O18FvIY9o44GLwK7sHlVyMBO\nfFmHneYeDd3AVeX5GPbvfAXwFlAnAnkdrao8K/wO8GN/v5F2rDxvw/5Ov6LyGrlTlhfb1dUciMOO\npbSLZELHcDpwtrOdAqwlOvOs8FvgVWBOpBP5CZOBG53tWKLjwyNQc+wYXEWhmE70dK/+DDiHH354\n/AW4x9m+F5hwspOqQlV5XkTlpQITiN48wX5ZnAdsJDqKRlV5Xoj9shDnvM482UmdbD2xfykVjp65\nFa1mUXkBY7RpDHyI/ccUrWcadbAfyNEsA/vlIB1b1N4B+kc0ox9qzg8/PNYADZzt053X0aA5VX+D\nBzuuOvXkpfKTmvPjPN8AOhE9RQN+nOcMoO+JBKjpCxYGXhQINePiv+bYav9ZhPM4lieAu7Gn1NGq\nBXZa9kvAf4HngKSIZvRj+4D/A7YA27ErGnwY0Yx+WgNs1wXOc4Of2Dda3IidhRmNLsN+Hq2MdCLH\n0Qrog52AlAN0Pd4BNb1omEgncIJSsP3wdwD5Ec6lKpcCedjxDM9x9o2kWOy1QZOc5wKi7wyzJXAn\n9ktCQ+zf/TWRTOgEVMzhj2Z/AEqwY0XRJgk7g3RcQFu0/n+KxZ4N98B+WZxxvANqetHYhu03rNCE\nHy47Ek3isOtqTcV2T0WjXth1wDZi1w/ri10jLNrkOo/Pnddv8uOVliOtK/AJdiHOMuygba+IZvTT\ndlG5+kMW9stDtLoeuIToLcItsV8WVmD/LzUGvgDqRzCnY8nF/tsE+//Jj13C6ZQVi714sDn2YsJo\nHQj3YD98n4h0IifgAqJ3TAPs6sqtne3xRN+sj87Y2Sg+7N//ZOCWiGb0Q8358UB4xezD+4iOAWb4\ncZ4DsTPSTotINsfWnGOPvUTzmMZo4H+c7dbY7tRT3s+xA47rsVMco1FvbAVfju36+ZLoX633AqJ7\n9lRn7DejaJp6ebR7qJxyO5nKGSqRNg07zlKCHRO8Afuh9iHRNeX26DxvxE6t30zl/6NJEcuuUkWe\nxVT+PgN9R3QUjaryjAOmYP+NfgFkRyo5EREREREREREREREREREREREREREREREREREROYb/B/tO\n1phoyeEfAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x11e87af90>"
]
}
],
"prompt_number": 13
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"egonets[0].ego_user"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 57,
"text": [
"10395"
]
}
],
"prompt_number": 57
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"egonets[0].is_directed()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 58,
"text": [
"False"
]
}
],
"prompt_number": 58
}
],
"metadata": {}
}
]
}
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