temporal_graphs_entropies.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "import tnetwork as tn\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import networkx as nx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
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   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
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   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
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   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "def compute_stats(ps,tts,functions,names):\n",
    "    sn1 = []\n",
    "    sn2 = []\n",
    "    ls = []\n",
    "    ig=[]\n",
    "    updates=[]\n",
    "\n",
    "\n",
    "    scores = []\n",
    "\n",
    "    for tt in tts:\n",
    "        print(\"====\",tt,\" ====\")\n",
    "        ps_tt=ps.aggregate_sliding_window(tt)\n",
    "        #print(ps_tt.snapshots())\n",
    "        ps_ig = ps_tt.to_DynGraphIG(sn_duration=tt)\n",
    "        #print(ps_ig.interactions())\n",
    "        #((score_sn_m,score_sn_e),score_ls,score_ig,score_udpate) = entropies(ps_tt,ps_ig)\n",
    "        scores.append([tt]+[f(ps_tt,ps_ig) for f in functions])\n",
    "\n",
    "\n",
    "\n",
    "    df = pd.DataFrame.from_records(scores,columns=[\"tts\"]+names)\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "def score_sn_m(g_sn,g_ig):\n",
    "    return(g_sn.code_length()[0])\n",
    "def score_sn_e(g_sn,g_ig):\n",
    "    return(g_sn.code_length()[1])\n",
    "def score_ig(g_sn,g_ig):\n",
    "    return(g_ig.code_length())\n",
    "def score_update(g_sn,g_ig):\n",
    "    return(g_sn.code_length_update())\n",
    "def score_ls(g_sn,g_ig):\n",
    "    return g_sn.code_length_ls()\n",
    "def stability(g_sn,g_ig):\n",
    "    return(g_sn.stability())\n",
    "def synchronicity(g_sn,g_ig):\n",
    "    return g_sn.synchronicity()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "type object 'DynGraphSN' has no attribute 'graph_socioPatterns2012'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-4-fc05fc173d66>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mgggg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDynGraphSN\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgraph_socioPatterns2012\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m: type object 'DynGraphSN' has no attribute 'graph_socioPatterns2012'"
     ]
    }
   ],
   "source": [
    "gggg = tn.DynGraphSN.graph_socioPatterns2012()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
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       " 1353324040,\n",
       " 1353324060,\n",
       " 1353324080,\n",
       " 1353324120,\n",
       " 1353324140,\n",
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       " 1353324180,\n",
       " 1353324240,\n",
       " 1353324260,\n",
       " 1353324300,\n",
       " 1353324320,\n",
       " ...]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gggg.snapshots_timesteps()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "==== 345600  ====\n",
      "ls:  15.83772647454919 0.0 8317 8317\n",
      "sn_m:  15.83772647454919 0.0 8317 1\n",
      "sn_e:  15.83772647454919 0.0 8317 1\n",
      "sn_m:  15.83772647454919 0.0 8317 1\n",
      "sn_e:  15.83772647454919 0.0 8317 1\n",
      "ig:  15.83772647454919 1.0 8317 8317\n",
      "updates:  15.83772647454919 0.0 8317 8317\n",
      "0 0\n",
      "synchro 8317.0 8317.0\n",
      "==== 172800  ====\n",
      "ls:  15.83772647454919 0.0 8317 8317\n",
      "sn_m:  15.83772647454919 0.0 8317 1\n",
      "sn_e:  15.83772647454919 0.0 8317 1\n",
      "sn_m:  15.83772647454919 0.0 8317 1\n",
      "sn_e:  15.83772647454919 0.0 8317 1\n",
      "ig:  15.83772647454919 1.0 8317 8317\n",
      "updates:  15.83772647454919 0.0 8317 8317\n",
      "0 0\n",
      "synchro 8317.0 8317.0\n",
      "==== 86400  ====\n",
      "ls:  15.83772647454919 1.0 11454 8317\n",
      "sn_m:  15.83772647454919 1.0 8317 2\n",
      "sn_e:  15.83772647454919 1.0 11454 2\n",
      "sn_m:  15.83772647454919 1.0 8317 2\n",
      "sn_e:  15.83772647454919 1.0 11454 2\n",
      "ig:  15.83772647454919 1.584962500721156 8317 8317\n",
      "updates:  15.83772647454919 1.0 11101 8317\n",
      "1563 1563\n",
      "synchro 5727.0 5727.0\n",
      "==== 43200  ====\n",
      "ls:  15.83772647454919 1.584962500721156 11777 8317\n",
      "sn_m:  15.83772647454919 1.584962500721156 8317 3\n",
      "sn_e:  15.83772647454919 1.584962500721156 11777 3\n",
      "sn_m:  15.83772647454919 1.584962500721156 8317 3\n",
      "sn_e:  15.83772647454919 1.584962500721156 11777 3\n",
      "ig:  15.83772647454919 2.0 8317 11119\n",
      "updates:  15.83772647454919 1.584962500721156 16705 8317\n",
      "343 1805\n",
      "synchro 3925.6666666666665 3925.6666666666665\n",
      "==== 21600  ====\n",
      "ls:  15.83772647454919 2.321928094887362 15161 8317\n",
      "sn_m:  15.83772647454919 2.321928094887362 8317 5\n",
      "sn_e:  15.83772647454919 2.321928094887362 15161 5\n",
      "sn_m:  15.83772647454919 2.321928094887362 8317 5\n",
      "sn_e:  15.83772647454919 2.321928094887362 15161 5\n",
      "ig:  15.83772647454919 2.807354922057604 8317 11452\n",
      "updates:  15.83772647454919 2.321928094887362 20684 8317\n",
      "1971 4520\n",
      "synchro 3032.2 3032.2\n",
      "==== 10800  ====\n",
      "ls:  15.83772647454919 2.807354922057604 17678 8317\n",
      "sn_m:  15.83772647454919 2.807354922057604 8317 7\n",
      "sn_e:  15.83772647454919 2.807354922057604 17678 7\n",
      "sn_m:  15.83772647454919 2.807354922057604 8317 7\n",
      "sn_e:  15.83772647454919 2.807354922057604 17678 7\n",
      "ig:  15.83772647454919 3.169925001442312 8317 12729\n",
      "updates:  15.83772647454919 2.807354922057604 23238 8317\n",
      "2563 6795\n",
      "synchro 2525.4285714285716 2525.4285714285716\n",
      "==== 5400  ====\n",
      "ls:  15.83772647454919 3.700439718141092 23318 8317\n",
      "sn_m:  15.83772647454919 3.700439718141092 8317 13\n",
      "sn_e:  15.83772647454919 3.700439718141092 23318 13\n",
      "sn_m:  15.83772647454919 3.700439718141092 8317 13\n",
      "sn_e:  15.83772647454919 3.700439718141092 23318 13\n",
      "ig:  15.83772647454919 3.9068905956085187 8317 14541\n",
      "updates:  15.83772647454919 3.700439718141092 27643 8317\n",
      "4523 11913\n",
      "synchro 1793.6923076923076 2119.818181818182\n",
      "==== 3600  ====\n",
      "ls:  15.83772647454919 4.247927513443585 26603 8317\n",
      "sn_m:  15.83772647454919 4.247927513443585 8317 19\n",
      "sn_e:  15.83772647454919 4.247927513443585 26603 19\n",
      "sn_m:  15.83772647454919 4.247927513443585 8317 19\n",
      "sn_e:  15.83772647454919 4.247927513443585 26603 19\n",
      "ig:  15.83772647454919 4.392317422778761 8317 16562\n",
      "updates:  15.83772647454919 4.247927513443585 32438 8317\n",
      "5470 14910\n",
      "synchro 1400.157894736842 1773.5333333333333\n",
      "==== 1800  ====\n",
      "ls:  15.83772647454919 5.169925001442312 32079 8317\n",
      "sn_m:  15.83772647454919 5.169925001442312 8317 36\n",
      "sn_e:  15.83772647454919 5.169925001442312 32079 36\n",
      "sn_m:  15.83772647454919 5.169925001442312 8317 36\n",
      "sn_e:  15.83772647454919 5.169925001442312 32079 36\n",
      "ig:  15.83772647454919 5.247927513443585 8317 20483\n",
      "updates:  15.83772647454919 5.169925001442312 40280 8317\n",
      "6413 20219\n",
      "synchro 891.0833333333334 1283.16\n",
      "==== 900  ====\n",
      "ls:  15.83772647454919 6.129283016944966 39583 8317\n",
      "sn_m:  15.83772647454919 6.129283016944966 8317 70\n",
      "sn_e:  15.83772647454919 6.129283016944966 39583 70\n",
      "sn_m:  15.83772647454919 6.129283016944966 8317 70\n",
      "sn_e:  15.83772647454919 6.129283016944966 39583 70\n",
      "ig:  15.83772647454919 6.169925001442312 8317 25022\n",
      "updates:  15.83772647454919 6.129283016944966 49604 8317\n",
      "8254 27494\n",
      "synchro 565.4714285714285 842.1914893617021\n",
      "==== 300  ====\n",
      "ls:  15.83772647454919 7.700439718141092 55046 8317\n",
      "sn_m:  15.83772647454919 7.700439718141092 8317 208\n",
      "sn_e:  15.83772647454919 7.700439718141092 55046 208\n",
      "sn_m:  15.83772647454919 7.700439718141092 8317 208\n",
      "sn_e:  15.83772647454919 7.700439718141092 55046 208\n",
      "ig:  15.83772647454919 7.714245517666122 8317 34489\n",
      "updates:  15.83772647454919 7.700439718141092 68904 8317\n",
      "12555 42722\n",
      "synchro 264.6442307692308 482.859649122807\n",
      "==== 60  ====\n",
      "ls:  15.83772647454919 10.015415052386688 89869 8317\n",
      "sn_m:  15.83772647454919 10.015415052386688 8317 1035\n",
      "sn_e:  15.83772647454919 10.015415052386688 89869 1035\n",
      "sn_m:  15.83772647454919 10.015415052386688 8317 1035\n",
      "sn_e:  15.83772647454919 10.015415052386688 89869 1035\n",
      "ig:  15.83772647454919 10.018200178813226 8317 55755\n",
      "updates:  15.83772647454919 10.015415052386688 111480 8317\n",
      "25059 77507\n",
      "synchro 86.82995169082126 247.57300275482095\n",
      "==== 20  ====\n",
      "ls:  15.83772647454919 11.597587039586216 125754 8317\n",
      "sn_m:  15.83772647454919 11.597587039586216 8317 3099\n",
      "sn_e:  15.83772647454919 11.597587039586216 125754 3099\n",
      "sn_m:  15.83772647454919 11.597587039586216 8317 3099\n",
      "sn_e:  15.83772647454919 11.597587039586216 125754 3099\n",
      "ig:  15.83772647454919 11.598517810612622 8317 77513\n",
      "updates:  15.83772647454919 11.597587039586216 155004 8317\n",
      "41515 114282\n",
      "synchro 40.57889641819942 176.37307152875175\n"
     ]
    }
   ],
   "source": [
    "day = 60*60*24\n",
    "#tts=[day,int(day/2),int(day/4),int(day/8),int(day/16),int(60*60),int(60*30),int(60*15),int(60*5),60,20]\n",
    "tts=[day*4,day*2,day,int(day/2),int(day/4),int(day/8),int(day/16),int(60*60),int(60*30),int(60*15),int(60*5),60,20]\n",
    "#tts=[day*4,day*2,day,int(day/2),int(day/4),int(day/8),int(day/16),int(60*60),int(60*30),int(60*15),int(60*5)]\n",
    "#tts=[day*4,day*2,day,int(day/2),int(day/4)]\n",
    "\n",
    "functions=[score_ls,score_sn_m,score_sn_e,score_ig,score_update,stability,synchronicity]\n",
    "names= [\"ls\",\"sn_m\",\"sn_e\",\"ig\",\"update\",\"stability\",\"synchronicity\"]\n",
    "\n",
    "\n",
    "#tts = [int(day)]\n",
    "\n",
    "df = compute_stats(tn.DynGraphSN.graph_socioPatterns_Primary_School(),tts,functions,names)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "long = pd.melt(df,id_vars=['tts'],value_vars=[\"ls\",\"sn_m\",\"ig\"])\n",
    "long[\"value\"]=np.log(long[\"value\"])\n",
    "ax = sns.lineplot(x=\"tts\",y=\"value\",data=long,hue=\"variable\",markers=True,style=\"variable\")\n",
    "ax.set_xscale('log')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "long = pd.melt(df,value_vars=[\"stability\",\"synchronicity\"],id_vars=['tts'])\n",
    "#long[\"value\"]=np.log(long[\"value\"])\n",
    "ax = sns.lineplot(x=\"tts\",y=\"value\",data=long,hue=\"variable\",markers=True,style=\"variable\")\n",
    "ax.set_xscale('log')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "==== 345600  ====\n",
      "sn_m:  12.45763738099176 1.0 1139 2\n",
      "sn_e:  12.45763738099176 1.0 1186 2\n",
      "sn_m:  12.45763738099176 1.0 1139 2\n",
      "sn_e:  12.45763738099176 1.0 1186 2\n",
      "ig:  12.45763738099176 1.584962500721156 1139 1139\n",
      "updates:  12.45763738099176 1.0 2224 1139\n",
      "26 26\n",
      "==== 172800  ====\n",
      "sn_m:  12.45763738099176 1.584962500721156 1139 3\n",
      "sn_e:  12.45763738099176 1.584962500721156 1489 3\n",
      "sn_m:  12.45763738099176 1.584962500721156 1139 3\n",
      "sn_e:  12.45763738099176 1.584962500721156 1489 3\n",
      "ig:  12.45763738099176 2.0 1139 1145\n",
      "updates:  12.45763738099176 1.584962500721156 2236 1139\n",
      "179 190\n",
      "==== 86400  ====\n",
      "sn_m:  12.45763738099176 2.321928094887362 1139 5\n",
      "sn_e:  12.45763738099176 2.321928094887362 1882 5\n",
      "sn_m:  12.45763738099176 2.321928094887362 1139 5\n",
      "sn_e:  12.45763738099176 2.321928094887362 1882 5\n",
      "ig:  12.45763738099176 2.584962500721156 1139 1247\n",
      "updates:  12.45763738099176 2.321928094887362 2440 1139\n",
      "378 491\n",
      "==== 43200  ====\n",
      "sn_m:  12.45763738099176 3.169925001442312 1139 9\n",
      "sn_e:  12.45763738099176 3.169925001442312 2152 9\n",
      "sn_m:  12.45763738099176 3.169925001442312 1139 9\n",
      "sn_e:  12.45763738099176 3.169925001442312 2152 9\n",
      "ig:  12.45763738099176 3.321928094887362 1139 1583\n",
      "updates:  12.45763738099176 3.169925001442312 3112 1139\n",
      "277 679\n",
      "==== 21600  ====\n",
      "sn_m:  12.45763738099176 4.087462841250339 1139 17\n",
      "sn_e:  12.45763738099176 4.087462841250339 2304 17\n",
      "sn_m:  12.45763738099176 4.087462841250339 1139 17\n",
      "sn_e:  12.45763738099176 4.087462841250339 2304 17\n",
      "ig:  12.45763738099176 4.169925001442312 1139 1822\n",
      "updates:  12.45763738099176 4.087462841250339 3590 1139\n",
      "257 832\n",
      "==== 10800  ====\n",
      "sn_m:  12.45763738099176 4.954196310386875 1139 31\n",
      "sn_e:  12.45763738099176 4.954196310386875 2927 31\n",
      "sn_m:  12.45763738099176 4.954196310386875 1139 31\n",
      "sn_e:  12.45763738099176 4.954196310386875 2927 31\n",
      "ig:  12.45763738099176 5.044394119358453 1139 1904\n",
      "updates:  12.45763738099176 4.954196310386875 3754 1139\n",
      "595 1407\n",
      "==== 5400  ====\n",
      "sn_m:  12.45763738099176 5.930737337562887 1139 61\n",
      "sn_e:  12.45763738099176 5.930737337562887 3724 61\n",
      "sn_m:  12.45763738099176 5.930737337562887 1139 61\n",
      "sn_e:  12.45763738099176 5.930737337562887 3724 61\n",
      "ig:  12.45763738099176 5.977279923499917 1139 2176\n",
      "updates:  12.45763738099176 5.930737337562887 4298 1139\n",
      "918 2158\n",
      "==== 3600  ====\n",
      "sn_m:  12.45763738099176 6.426264754702098 1139 86\n",
      "sn_e:  12.45763738099176 6.426264754702098 4314 86\n",
      "sn_m:  12.45763738099176 6.426264754702098 1139 86\n",
      "sn_e:  12.45763738099176 6.426264754702098 4314 86\n",
      "ig:  12.45763738099176 6.507794640198696 1139 2504\n",
      "updates:  12.45763738099176 6.426264754702098 4954 1139\n",
      "1058 2727\n",
      "==== 1800  ====\n",
      "sn_m:  12.45763738099176 7.339850002884624 1139 162\n",
      "sn_e:  12.45763738099176 7.339850002884624 5427 162\n",
      "sn_m:  12.45763738099176 7.339850002884624 1139 162\n",
      "sn_e:  12.45763738099176 7.339850002884624 5427 162\n",
      "ig:  12.45763738099176 7.417852514885898 1139 3205\n",
      "updates:  12.45763738099176 7.339850002884624 6406 1139\n",
      "1273 3817\n",
      "==== 900  ====\n",
      "sn_m:  12.45763738099176 8.243173983472952 1139 303\n",
      "sn_e:  12.45763738099176 8.243173983472952 6766 303\n",
      "sn_m:  12.45763738099176 8.243173983472952 1139 303\n",
      "sn_e:  12.45763738099176 8.243173983472952 6766 303\n",
      "ig:  12.45763738099176 8.303780748177102 1139 4087\n",
      "updates:  12.45763738099176 8.243173983472952 8170 1139\n",
      "1670 5110\n",
      "==== 300  ====\n",
      "sn_m:  12.45763738099176 9.688250309133178 1139 825\n",
      "sn_e:  12.45763738099176 9.688250309133178 9877 825\n",
      "sn_m:  12.45763738099176 9.688250309133178 1139 825\n",
      "sn_e:  12.45763738099176 9.688250309133178 9877 825\n",
      "ig:  12.45763738099176 9.733015321685963 1139 5585\n",
      "updates:  12.45763738099176 9.688250309133178 11166 1139\n",
      "2854 8164\n",
      "==== 60  ====\n",
      "sn_m:  12.45763738099176 11.800495500466813 1139 3567\n",
      "sn_e:  12.45763738099176 11.800495500466813 19274 3567\n",
      "sn_m:  12.45763738099176 11.800495500466813 1139 3567\n",
      "sn_e:  12.45763738099176 11.800495500466813 19274 3567\n",
      "ig:  12.45763738099176 11.78953364497036 1139 9152\n",
      "updates:  12.45763738099176 11.800495500466813 18301 1139\n",
      "7889 17546\n",
      "==== 20  ====\n",
      "sn_m:  12.45763738099176 13.206403913973848 1139 9452\n",
      "sn_e:  12.45763738099176 13.206403913973848 32423 9452\n",
      "sn_m:  12.45763738099176 13.206403913973848 1139 9452\n",
      "sn_e:  12.45763738099176 13.206403913973848 32423 9452\n",
      "ig:  12.45763738099176 13.141149198437516 1139 14036\n",
      "updates:  12.45763738099176 13.206403913973848 28070 1139\n",
      "16357 30807\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "day = 60*60*24\n",
    "#tts=[day,int(day/2),int(day/4),int(day/8),int(day/16),int(60*60),int(60*30),int(60*15),int(60*5),60,20]\n",
    "tts=[day*4,day*2,day,int(day/2),int(day/4),int(day/8),int(day/16),int(60*60),int(60*30),int(60*15),int(60*5),60,20]\n",
    "#tts=[day*4,day*2,day,int(day/2),int(day/4),int(day/8),int(day/16),int(60*60),int(60*30),int(60*15),int(60*5)]\n",
    "#tts=[day*4,day*2,day,int(day/2),int(day/4)]\n",
    "\n",
    "functions=[score_sn_m,score_sn_e,score_ig,score_update,stability,synchronicity]\n",
    "names= [\"sn_m\",\"sn_e\",\"ig\",\"update\",\"stability\",\"synchronicity\"]\n",
    "\n",
    "\n",
    "#tts = [int(day)]\n",
    "\n",
    "df = compute_stats(tn.DynGraphSN.graph_socioPatterns_Hospital(),tts,functions,names)\n",
    "long = pd.melt(df,id_vars=['tts'],value_vars=names[:-2])\n",
    "long[\"value\"]=np.log(long[\"value\"])\n",
    "ax = sns.lineplot(x=\"tts\",y=\"value\",data=long,hue=\"variable\",markers=True,style=\"variable\")\n",
    "ax.set_xscale('log')\n",
    "\n",
    "long = pd.melt(df,value_vars=[\"stability\",\"synchronicity\"],id_vars=['tts'])\n",
    "#long[\"value\"]=np.log(long[\"value\"])\n",
    "ax = sns.lineplot(x=\"tts\",y=\"value\",data=long,hue=\"variable\",markers=True,style=\"variable\")\n",
    "ax.set_xscale('log')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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etj3AmDFjADhw4ADt2rWjU6dOAEyaNIkNGzaUbDdy5MgKv1+ssmNXZvTo0axYsYLCwkLmzJnD5MmTa3qqhLB7u5KymLvpKOP7hRMX0czW4Vid8zSNK+2+7ypfd+Yg5J29lAQA3DwgYgC0MgaJIeZe41MLFXVDPXXqVG677Ta8vb0ZPXo0Hh7G6fb09Czpatrd3b3a8v1GjS6NeuTu7l5SNATg51ez7m+L91GT49WEr68vw4YN49tvv2Xx4sVs3779ivcphD0oNFt4Ztkeghs34s/DO9s6nAbhek8Eq/4MpqJumz18wN0LzAWw75sr2m1F3VC3bt2a1q1bM3PmTO67775q9zF06NCS4hyz2Ux2dnaNjx8ZGcmxY8c4fPgwAJ999hnXXnttjb9f3bFLd6ldbOrUqcyYMYPevXsTGBhY42MJYc/m/HyUxFPneOWOKJp4e9o6nAZh1USglBqulDqglDqslLqseopSKlwpFa+U2qmU2q2Uutma8QAw4VuInQS+QTBiFsRMMKZHz7ui3e7Zs4c+ffrQs2dPXn75ZV544QUA7r33XsLCwmrUA+c777xDfHw80dHRxMbGlhnBrDre3t7MnTuX0aNHEx0djZubGw899FCNv1/dsbt37467uzs9evTgrbfeAoxipiZNmtQoyQnhCE5kXOCtNQe5oWsLhndrZetwGozVuqFWSrkDB4FhQDKwDRintd5XapvZwE6t9YdKqa7ASq11RFX7dbRuqB999FFiYmKYMmWKrUOpdydPnmTw4MHs378fN7eK7yns+d9GiNK01kycs5WdJ7JY/cQgWjX1sXVI9cpW3VD3AQ5rrY9orQuAhcAd5bbRQJOi6abASSvG0+BiY2PZvXs348ePt3Uo9W7+/Pn07duXV199tdIkIIQj+ebXFDYeOsOfh0c6XRKojjVfFrcBkkrNJwN9y23zEvCjUuoPgB9wfUU7UkpNA6YBhIeH13ug1uLML1AnTpzIxIkTbR2GEPXibG4Bf12RSK/wAMb3bWvrcBqcrW/lxgHztNahwM3AZ0qpy2LSWs/WWsdpreNCQkIaPEghhHOb+d0+cvIL+dvI7k7bjURVrJkIUoDSPTSFFi0rbQqwGEBrvRnwBoLrcjBHG3LTFci/iXAEGw+ls2xHCg9d257Ilv62DscmrJkItgEdlVLtlFJewFhgebltTgBDAZRSXTASQXptD+Tt7U1GRoZceOyI1pqMjAy8vZ2vy17h+CwWTXrORZLPXsBk1tzcrSWPDLmyRqWOzGrvCLTWJqXUo8APgDswR2u9Vyn1CpCgtV4O/An4WCn1OMaL48m6Dlfz0NBQkpOTS7pzEPbB29ub0NBQW4chRBkWi+ZAag4PzE8gOTOP0EAfPri3F17uti4ptx2rVR+1loqqjwohRE2l51xkxAebSM681EI/NNCHrx8eQIh/oyq+6dhsVX1UCCHsToHJXCYJACRn5lFgMtsoItuTRCCEcCleHu6EBpZtJxAa6IOXh7uNIrI9SQRCCJcS5OfFrPGxJckgNNCHjyfGEeTnZePIbMc5ex8VQohKuLkpjqSf5y+3dqVzS398vTwI8vNyyfYDxSQRCCFczqKEJFLPXWTNEzXvodeZSdGQEMKlnMsv5H9HznJ9lxa2DsVuSCIQQriUnw6kY7Joru/S3Nah2A1JBEIIl7I2MZVmfl7EhMtgSsUkEQghXIbJbCH+QDqDI0Nwd+GXw+VJIhBCuIyE45lk5xUyTN4PlCGJQAjhMtYmpuLl7sY1naQ7+9IkEQghXMbaxDT6XtWMxo2k5nxpkgiEEC7h9/TzHDmTy7CuUixUniQCIYRLWJuYCsB1naXaaHmSCIQQLmFNYhqdW/oTGuhr61DsjiQCIYTTy8wtYPvxTGlNXAlJBEIIp7f+YBpmi+Z6eT9QIUkEQgintyYxjRD/RnRv09TWodglSQRCCKdWYLKw4UA610U2d+mupqsiiUAI4dS2HTtLzkUTQ6WTuUpJIhBCOLXV+1Jp5OHGwI7Btg7FbkkiEEI4La01a/enMqBDML5e0pq4MpIIhBBO61DaeZLO5kmxUDUkEQghnNbqfUZr4qGdpdpoVSQRCCGc1trEVKLbNKVlU29bh2LXJBEIIZzSmfMX2ZmUJcVCNSCJQAjhlOL3p6E10q1EDUgiEEI4pTWJqbRs4k1U6ya2DsXuSSIQQjid/EIzGw+dYWiX5iglrYmrI4lACOF0thzJ4EKBWYqFasiqiUApNVwpdUApdVgp9Uwl29ytlNqnlNqrlPrSmvEIIVzDmsRUfDzdubp9kK1DcQhWa2qnlHIH3geGAcnANqXUcq31vlLbdASeBQZorTOVUvJ6XwhxRbTWrEtM45qOwXh7uts6HIdgzSeCPsBhrfURrXUBsBC4o9w2DwDva60zAbTWaVaMRwjhAvadOsfJ7HwpFqoFayaCNkBSqfnkomWldQI6KaU2KaW2KKWGWzEeIYQLWJuYhlIwRMYmrjFb98LkAXQEBgOhwAalVLTWOqv0RkqpacA0gPDw8IaOUQjhQNYkptIzLIAQ/0a2DsVhWPOJIAUIKzUfWrSstGRguda6UGt9FDiIkRjK0FrP1lrHaa3jQkJCrBawEMKxpZ7LZ3dythQL1ZI1E8E2oKNSqp1SygsYCywvt803GE8DKKWCMYqKjlgxJiGEE1u333jNKN1K1I7VEoHW2gQ8CvwAJAKLtdZ7lVKvKKVuL9rsByBDKbUPiAee0lpnWCsmIYRzW7MvlTYBPkS28Ld1KA7Fqu8ItNYrgZXllv1fqWkNPFH0EUKIOssrMPPz4TOM6xMurYlrSVoWCyGcwqbDZ7hoskixUB1IIhBCOIU1iak0buRB33bSmri2JBEIIRyexaJZuz+NazuF4OUhl7XakjMmhHB4e1KySc+5KMVCdVRtIlBKtVBKfaKUWlU031UpNcX6oQkhRM2sTUzFTcGQSEkEdVGTJ4J5GNU8WxfNHwQes1ZA1mCxaNJzLpKSeYH0nItYLNrWIQkh6tHqxDRi2wYS6Odl61AcUk0SQbDWejFggZL2AWarRlWPLBbNgdQcRnywiQFvxDPig00cSM2RZCCEk0jJyiPx1DlpTXwFapIIcpVSQYAGUEr1A7KtGlU9ysgt4IH5CSRn5gGQnJnHA/MTyMgtsHFkQoj6sC4xFYChkgjqrCYNyp7A6BqivVJqExACjLJqVPWowGQuSQLFkjPzyCs0AdIplRCObnViGhFBvrQP8bN1KA6r2icCrfUO4FqgP/AgEKW13m3twOqLl4c7oYE+ZZaFBvqw/1QOL3yzhxMZF2wUmRDiSp2/aGLL7xkM7dLC+VsT52VVPF0PalJraCJwDxAL9ALGFS1zCEF+Xnw8Ma4kGYQG+jBrfCyH0nJYvC2ZwW/GM2PBTvadPGfjSIUQtfXzoXQKzBbnfz+QnQK7F0Nh/qXpgvq7ia1J0VDvUtPewFBgBzC/3qKwIjc3RWQLf75+eAAFJjNeHu4E+XnRrU1TRsWG8cnPR/liy3GW7zrJkMgQpg/uQJ92zWwdthCiBtYkptHE24O4iEBbh2I9eVmwfwWsmwnBHeG7J8CjEXQbCV6+9XIIZfT7VosvKBUALNRa22Q0sbi4OJ2QkFCv+8y+UMhnW44xZ9MxzuYWENc2kOmD2zMksjlubk7+uCmEgzJbNL1fXcPADsG8Oy7G1uFYj9ZwaA2YLsDiosKY6ZuhRdda7UYptV1rHVfRurq0LM4F2tXhe3arqa8nj17XkU1PX8fLt0dxKjufKZ8mcNM7G/l6ZzKFZoutQxRClPNrUiZncwu4vquTFwtpCzRtDWteurRs14J6LRqqyTuC/yqllhd9VgAHgK/rLQI74uPlzqT+Eax/ajBvjemBRvP4ol0MeXM98zcfI6/AYZpPCOH01iSm4eGmuLaTE49aWJgHF3Pg2M9GcdD0zdB/BhzbCIX1lwiqLRpSSl1batYEHNdaJ9dbBLVkjaKhylgsmnX70/hg/WF2nMgiyM+L+wZEMKFfBE19PRskBiFExYb96yeCGzdiwbR+tg7FOk7thi9Gwag50LqXceH3CzaeBIqna6GqoqFqXxZrrX+q1dGciJub4vquLRjapTnbjmXy4frDvPnjQWb9dIR7+4Zz/8B2tGjibeswhXA5JzIucCjtPGN6h1W/sSM6dwq+HANunhDUwXgpXPxiuPR0Pak0ESilcihqTVx+FcbgYk3qNRI7ppSiT7tm9GnXh30nzzHrp9/5eOMR5m46xl2xbZg2qD3tgqUxixANZU1Ra+Jhzvh+oOACLBwH+dkw5Qfwb2n1Q1aaCLTWMuhnBbq2bsK742J48oZIZm/8ncUJySzalsRN0a2Yfm17urVpausQhXB6a/en0qF5Y9oGOdkNmMUCXz8IJ3+FcQugZXSDHLbGYxYrpZpjtCMAQGt9wioROYjwIF9m3hnNjKEdmbvpGJ9vPs53u09xTcdgpg9uz9VXBTl/S0chbOBcfiH/O3KWKdc4VeVFQ+oeOPg93PgqRN7UYIetNhEopW4H/onRDXUa0BZIBKKsG5pjaO7vzdPDOzN9cHu+2HKCT34+yj0f/4+eYQFMH9yeYV1aSFsEIerRTwfSMVm0c7YmbtUDHt4Cza5q0MPWpB3BX4F+wEGtdTuMlsVbrBqVA2ri7cn0we35+ekhzLyzG2dzC3jws+0Me+snliQkUWAy2iLI2AhCXJm1iakE+nrSK9yJWhMf+xl+fAEsZghqDw1cmlCTRFCotc4A3JRSblrreKDCKkgCvD3dGd+vLev+dC3vjovBy8Odp5buZvA/4ln+awr7T5+TsRGEqCOT2UL8gXSGdG6Ou7M8aWf8DovGw8EfoOC8TUKoSSLIUko1BjYCXyil3sFoXSyq4OHuxu09WrNyxkDm3teb0Ga+NPJ0Z9pn22VsBCHqKOF4Jtl5hc5TLJSXCV/eDSi4ZxF426aySU1eFscDTYE/AuOLpl+xZlDORCnFkMjmDIlszpH08xWOjVBgkhbLQtTE2sRUvNzdGOQMrYnNhUbfQZnHYdLyBn8vUFpNngg8gB+B9YA/sKioqEjUkr+3Z4VjIxxMPc/baw5yMiuvkm8KIQDWJqbR96pmNG5U4wqP9uunN+DoBrj939C2v01DqcnANC9rraOAR4BWwE9KqTVWj8wJVTQ2wvv39GL9gTTeXnOIgW+s4765W/lh72np6E4AUrmgtN/Tz3PkTK7zFAv1exhufw96jrN1JDVvR4BRdfQ0kAE0t044zq2ysRF6hAUw9ZqrWJyQxOKEJB78bDsh/o0YFRvK2N5hztdoRtSIxaI5kJpTMuZ2aKAPH0+MI7KF/xVXSbZYNBm5BWX+Du29mvPakrGJHfzyc3QDBEeCfwvoNcHW0QA163TuYeBujLGKlwCLtdb7GiC2CjVkp3O2YDJbWH8gnYXbTrBufxoWDf3bBzG2Tzg3RrWgkYe7rUMUDSQ95yIjPthU5r1S8VPkTwfT8XR3w9Nd4eXhVjRtzJee9nJ3w9Oj7DpfL3eyLxTy4Ofb6z3BWNPdH23mXF4h3z82yNah1N2pXTBnOHQYCmM+b9BDX1Gnc0AY8JjW+tf6DUtUxMPdjeu7tuD6ri04nZ3PkoQkFm5LYsaCnQT6ejKyVyjj+oTRobn0AOLssvMKKqxckF9o5l+rD9Z5vx9NiOWvK/ZdVnvt64cHEOLf6IpitpbM3AISjp3l4cEdbB1K3Z07BV+OBZ9mcPObto6mjJr0PvpsQwQiLteyqTd/GNqRR4Z04OfDZ1i47QSf/nKMT34+SlzbQMb2CeeW6Fb4eMlTgjM5kn6ev67Yx9g+4YQG+lz2RHBVSGN+f+1mCs0WCswWCk0WCs26ZN5Uarr8ukKzhauC/Ryq9prFoknLyWfBA/1o0cQbi0Xb9ZNLhQpyYcFYuHgO7v++QTqSqw2rvnpXSg0H3gHcgf9orV+vZLu7gKVAb62185b71JGbm2JQpxAGdQrhzPmLfLXd6OjuySW7ePm/e7mzZxvG9gkjqrV0eOfIzl808e91h5jz81EaebhzZ8/WfDwhjgc+K/uOoLg8393NHW/P2t8EpOdcrDDBeNlhsaM135M0mOKO5E7tgnELG6wjudqo9ZjFNd6xUu7AQZ68Sw8AABs/SURBVGAYkAxsA8aVf7+glPIHvgO8gEerSwTO/o6gprTW/O/oWRZuPcHK305TYLLQPbQpY3uHc3vP1s5Rvc5FWCyab35N4W+r9pOec5HRsaE8NTyS5v7eVnmpW9HF9Y27uqPRDOxgX/XzK3tPYs/FWJfRGta/Dt5N4OpHbBZGVe8IrJkIrgZe0lrfWDT/LIDW+m/ltnsbWA08BTwpiaD2si4U8PXOFBZuTeJAag6+Xu7c1r01Y/uE0TMsQHpBtWO7k7N4afledpzIokdYAC/d1pWYBuhDp3SCcXd34+3VB1i6PYXZE2O5rrP9VM88lJrDsLc2XLZ809NDaBNYv4OzWMX5dGhsH8n1Sl8W11UbIKnUfDLQt1xgvYAwrfV3SqmnKtuRUmoaMA0gPDzcCqE6tgBfL+4b0I7J/SPYmZTFwq0nWL7rJIsSkujc0p8xvcMYEdOGAF8vW4fq0kpffJVSfL0jmTdXHyTIz4t/jOrOXb1CG6y4w81Nlbmjfu6Wruw7lcNDn+9gzqTeDOxYu2EQreHTX47Rsqm3wxRjXebYz/DFaBg1FyKH2zqaKlnziWAUMFxrPbVofgLQV2v9aNG8G7AOmKy1PqaUWo88EdSbnPxC/rvrFAu3nWB3cjZeHm7c3K0lY/uE07ddM3lKaGCVFcccPH2Ou+LCaOJt+zGwM3MLGPfxFo5nXGD+lD70jmhmkzi01vzzx4O8F3+YB65px4iYUKZ95kDvCPKy4MJZ+Op+GPwchPUBnwBbR2WfRUNKqabA70Bxd3stgbPA7VUlA0kEtbf3ZDYLtybxzc4Uci6auCrYjzG9w7grNpTgxg5Szurg0s7lM/LDX+y+rDs95yJjZm8m7dxFvpjalx5hDXsBM5ktPP/1byxKSGJs7zBm3tkNN6Ucp/FbdgrsXwEe3tCiG6QkQMyEeh9juC5slQg8MF4WDwVSMF4W36O13lvJ9uuRJwKryisw892eUyzceoKE45l4uiuGdW3B2N7hDOwQbL//uRxYgcnCsh3JdGjemFGzNl+23h7Luk9l5xU13jKxcFo/urRqmOHJ8wvN/GHBTlbvS+UP13XgiWGdHOvJNS8Ldi+CdTON/oPWvgwejWDSCvCzfVGbTd4RaK1NSqlHgR8wqo/O0VrvVUq9AiRorZdb69iiYj5e7oyKDWVUbCiHUnNYuC2JZTuSWbnnNKGBPoyJC2N0XBgtm3pXvzNRpQKTha92JPPeusOkZOXx2ZQ+DlPW3aqpD19O7cfdH21mwif/Y+G0q+nQvLFVj5l9oZCp87eRcDyTl27ryuQBDjgMpU8AdLkNGreEJRONZdM320USqI7VngisRZ4I6tdFk5kf9qaycOsJfvk9AzcF13Vuzpje4QyJDMHDvSYd1IpiBSYLS7cn8368kQB6hAXw2PUdGdQhmINp5x2qPvzv6ecZ89Fm3N0USx7sT3iQdZ5cTmfnM2nOVo6cOc9bY3pya/fWVjmOVRXmg5sHnE+FT2+Fs0eM5f1nwOBnXbdoyFokEVjP8YxcFm1LYsn2ZNJzLtKiSSNGx4YxpncYYc1s/4dsz8ongJ5FCeDaTiElxRuO2NHb/tPnGDt7C40bebD4watpHeBT/Zdq4XDaeSbN2UrWhQJmT4xjQAf7v3u+jOkiLLwXBj5hDD6/fS7cNQd2LYBjG+HepXbxVCCJQNRKodnCuv1pLNx6gvUH0wEY2CGYsb3DGda1BV4ebg55UbOGApOFJduT+CD+90oTgKPbk5zNPR9vIcS/EQsf7Edz//opOtx5IpP7523D3U0x774+dGvjgC3jTQXG4DIHVxldSne7CwovGBf+gguXpu2AJAJRZyez8ozusbclcTI7nyA/Lx69rgO9I5rxkIP1XlmfLprMLElI5oP4w5zMzicmPIDHru/EoI7BTpMASks4dpYJn2wlvJkvC6f1I9DvytqkrD+QxvTPdxDi34j59/chItgBu1o3F8KSyUYtoVv+Cb2n2jqiKkkiEFfMbNFsOJTOwq0nGNkrtEzvlWC8+Fw87WpaNvV26mRw0WRmcUIyHxYlgF5FCeAaJ00Apf1y+AyT522jU4vGfDG1H0196tb2YdmOZP68dDedWvgz7/7e9faE0aDMJvhqCuz7Boa/Af0esnVE1bJVy2LhRNzdLo29fOJsboW9VyZlXmDwP9cTGuhDeDNfwgJ9jZ/NfAlrZizzt4OGUzVRvujL39udJdtT+CD+MKey84ltG8gbo7ozsIPzJ4Bi/TsE89H4WKZ9lsB9c7fy2ZS++NWyT6uPNxzh1ZWJXH1VELMnxjrM38NlTPlwPg1umOkQSaA6kghErfl4elRYFdLf25P7+kdw4uwFTpy9wPbjmeTkm8p8N9DXsygx+JZJFuHNfGkV4I2nHdRSqqgV8D9GdWfZ9mRaB/jwj1E9GNAhyGUSQGlDOjfn3bExPPLlDqZ+msDc+3rXqAdUi0Xz+vf7mb3hCDdHt+StMT0dc5AliwVy043RxSYtB3cHTWTlSNGQqLXadA2cfaGwJDEkZRb9LPokZ+ZhKjUGr5uC1gGlniaCfEueLsKb+dLMz+uyi299vLTOLzRzLr+Qc3kmcvILaeLtyaS5Wy9LdJ/e34ergv1cMgGU9/XOZJ5YvItrO4Xw0YTYKi/qhWYLTy/dzbKdKUzo15aXbo/C3RGLDy0W+O8M+D0epv8MPtbvHLA+SdGQqFeVjb1c0QW4qa8n0b5NiQ69vEaI2aI5lZ1H0tk8ksoli7X7UzlzvqDM9r5e7peKmgJ9iQlvStsgPx7+YkdJQvrw3l7kFZpJycorubCfyzdxLq+QnHxT0QW/9LSJArOlzHEWTetXYdGXt4ebJIEiI2JCyS+08OyyPfxxwa+8d09MhW1OLhSYePiLHaw/kM4Twzrxh+s6OOY51BpW/gl2fgaD/uxwSaA6kghEnZTvvbIu3N0UoYG+hAb6cnX7oMvW5140kZyZV/IUUfzzeEYuGw+l0/eqmJIkAMbFevoXO/jLrV15fNGukv14e7rh7+1JE28Pmvh40tTXi7BmvjTx8cTf24Mm3p408Sla7+1J8yaNHKYVsC2N6xNOXoGZV1bs409LdvGvu3uWudPPzC3gvnnb2J2cxd9GRjOuj4P2HKw1rHoaEubAwMdhyHO2jqjeSSIQdsuvkQeRLf2JbHn5+Mxaa5IyL1R4596pRWPinxyMv7cH/t4etS6Ltlg0H0+Mu6zoK+gKq0w6o/sHtiOv0Mw/fjhAp+aNubt3GAUm4wnrtZWJ7Dt1jg/ujWV4N/samrHGtIYfX4CtH8HVj8LQF8ERn2iqIYlAOCSlVKUvrRs38ryip5XaFH0JeGRIB5p6e9AupDEjPvilJHn+fVR3Hrq2PdGhtu+Cuc6UMvoQ6vuQUUPICZMAyMti4cCcYjxbJ5Gek1+SBIrZYzfbtXL6N2jZzZjW2uGTgLwsFk5J7tztR4HJUmExXYHJbKOIrtD6N+Cn1+G+VRDez+GTQHUkEQiHVh8vrcWV8/Jwd54X7Bv/Cetfg573QmgfW0fTIGzfekcI4fCC/Lz4eGIcoYFG76QO+4J907uw9hWIvtsYXMbNNS6R8kQghLhiTlFMt/VjWP0XiBoJd34Ibg74NFNHkgiEEPXC4Yvp2vSCmPFw69vg7lqXRtf6bYUQolhellE19MQWCImENrHGxwW5RgGYEEKUlp0CuxfDqV1GEdCuhcZAMi5KEoEQwrXkZRmDyaz7K5w9CsumwY5PjdHEXJQUDQkhXItPgNE24PZ/w5JJxrLpm+1mSElbkCcCIYRr+X09mAtg7cuXlu1aIEVDQgjhMlpFQ9I28GhkPAn0nwHHNrp00ZD0NSSEcA2/LjCKhJq1M+7+Cy8YxUGlp51YVX0NyROBEML5bf0YvnkINr1tzHv5Xrrwl552UZIIhBDO7X+zYeWT0OkmuOnvto7GLkkiEEI4ry2zYNVTEHkL3D3feC8gLiOJQAjhnFJ2wPdPQ+dbYfQ88HCwDvAakLQjEEI4pza9jKeAyJvB3dPW0dg1eSIQQjiXX/4NuxYZ013vkCRQA1ZNBEqp4UqpA0qpw0qpZypY/4RSap9SardSaq1Sqq014xFCOLmf3zYGmz+82hheUtSI1RKBUsodeB+4CegKjFNKdS232U4gTmvdHVgKyCt9IUTdbPwXrHkRut0Fd85y+uEl65M1nwj6AIe11ke01gXAQuCO0htoreO11sXN+bYAoVaMRwjhrDb8w+gyIno0jJjtcuMJXClrJoI2QFKp+eSiZZWZAqyyYjxCCGeUcxo2/Ru6j4URH0kSqAO7OGNKqfFAHHBtJeunAdMAwsPDGzAyIYRds5jBvyU8sM7oOsKFhpesT9Z8IkgBwkrNhxYtK0MpdT3wPHC71vpiRTvSWs/WWsdpreNCQkKsEqwQwoFoDfGvwdL7wWyC4A6SBK6ANRPBNqCjUqqdUsoLGAssL72BUioG+AgjCaRZMRYhhLPQGuJfhZ/egEb+oKQW/JWy2hnUWpuAR4EfgERgsdZ6r1LqFaXU7UWb/QNoDCxRSv2qlFpeye6EEMJIAmtfMV4O95oIt70LbpIIrpR0Qy2EsH95WeDdFH55FwLawrGfjQ7kJAnUmHRDLYRwXMUDzRdegKsGw7mTMOwVSQL1yC5qDQkhRIVKBpqfCcEd4bsnjB5Eu99tjCMg6oUkAiGE/cr4Hbz84I734LM7jWUuPtC8NcizlRDC/hTkwvfPwrIHoHlXWPPSpXUuPtC8NcgTgRDCvhzdAN8+AlknYMpqSC410PyuBUUDzf9RiobqkSQCIYR9KcwH90Zw3/cQ1gdadDM6kvMLhsHPGklAiobqlSQCIYRtaQ2/fWU8Cdz2DnS6AdoPuTSOgJfvpbv/0tOi3kgiEELYTnYyfPcnOPg9tO4FF3PAu4kMJtPAJBEIIRqexQIJn8Cal0Gb4cbXoO9D0l+QjUgiEEI0vO1zYOWTcNUQuO1tCIywdUQuTRKBEKJhmArg9G4IjYOe48EnEKJGykhidkDaEQghrC95O8weDPNuhfNp4Olt1ASSJGAX5IlACGE9Bbmw7lX434fQuCWMmgONm9s6KlGOJAIhRP3JywKfAGM66wR8NgIyDkPcFLj+RaMHUWF3JBEIIepHdgrs/84YJ+BCBhxYBd3HQcQAaHu1raMTVZBEIIS4cnlZkPhfY+SwJq1g9f8Z3UJMWiGtgB2AJAIhRN0lJ0Dicji0BnqOg9v/DYvGG+ukl1CHIbWGhBA1V5gHB38wGoSBMWzk5vehVXfoeCOsffnSttJLqMOQJwIhRNVyM4wuIA6shN/XGSOFTVltdAh361vgG2Rst3uR9BLqoGTMYiFE5VY9A1s/Am0B/9bQ+WaIvBkirgEPr7LbFlwwkoRfcNlpYReqGrNYngiEcFWlq3rmZUHGETiwAvavhDvfhzaxRivgRo2Ni3/rmKobgEkvoQ5LEoEQrqi4qmen4VCQA7/HQ+ZRSJgLbfuD2WRsFz3KtnGKBiGJQAhXYDHDmYNw8ldjEPjkBKOqZ0A4/PCsUbY/5gsY8jz4NrN1tKKBSSIQwtlYzMZPN3fY+QXs+BRO7zHK7AG8A2HyCrh7ftkB4YPa2yZeYXOSCISwd+XL8ounwSjCOXMQTv1q3O2f+tW46N+71GjRezEHUEZr31Y9oXVPCO4EOadh8YRL+9m1wBgGUsr1XZIkAiHsWfluG/avMMbwbR1jXLSXTYW9XxvbevoZ9fl7TbpUpbPfQ8antLwsYz9S1VMUkeqjQjSkqu7ui+VnG52z5WXBrwtg/Wtw5weXum246e/g7gXh/Yx6/efTjMQQ1KHmI3xJVU+XI9VHhbAHl93dfwctusDhtZB5DM4eNX7mZ8Fzp4wk0aQ13P7epW4bpq03yvgDwo359tfVLRap6ilKkUQgRGVqcvdemtkEuWmgNTRtA3mZ8L/ZcP40RN1llN//9Ab4t4Q1Lxp397e8Bb/827iwB0YYdfcDI4wGXAChsfDpbZeO8dsyoyzfTXqHEfVHEoFwfLW9YNdEmbv3M8Z0u8FwZj+EdIGQTnBiC2z4B+SkGhf73DOANoZfHD3XqL2z/jXwaQYpO2DAH2HELFh4j3GM6ZvBvwW8kFZxkU5elnFcKcsXViaJQNSdNS7AtVVRcUvM+MsvlKaLRtn7xZxL1SQPrzUGT8nPLvu5YabxMnXdTGM0rbUvGxfj5l1g8US4/iUjEVjMkJtuFN+0iTFG4PJvAc2jjP37BsEL6Ze6YshOgU9vvRRTcU2dysr1fQIgZoIxpKNfsLFt4R+lLF/UO6smAqXUcOAdwB34j9b69XLrGwHzgVggAxijtT5mlWDs4aJlj7HUVU0vwDWlNZgLQLmDu4dRrHI+HUz5pT4XIaCtcRHOOW0c98hPsP5vEBAGPzxnXLC7jTR+ftDv0sXdlG8cR7nBXzKMopWN/4LjPxvL3TzAO8B4SXvulFHzJrAdfDnaWD9tvdHz5oMbL5XPRwyABzdU/jspdSkJ1LWmjpTliwZgtUSglHIH3geGAcnANqXUcq31vlKbTQEytdYdlFJjgTeAMfUeTH1ftOwlFosFtPlSAyJPb+PnhbNgMRnLi9drMwREGBfAzOPGxVGby+4jJNJoVZp5DM4cLvtdiwmCOkLLbsYFet9yo9ijdMvU9tdBcAcjhv/+0aiNUv5CPnmlcaFfNs24iJdeDzDha2M/2/5j3JGXN/AJY8jDrBPG3fV1fzH6wF8w1lg/5cdLd8yteoCnr3FxL/kEAEU15UZ+ZCQe76bg6VO2H53sFPj+6UvzxWXzdf2bkbt7Yces+UTQBzistT4CoJRaCNwBlE4EdwAvFU0vBd5TSildn3Vai+/E1s0se9EK7ws/vw1oGPi4cdFIXGHcqYFxh4o2fna5DWLuhTOH4Ptnyq5DG9X2bvmn8b3PRhoXtfLbTPzWuBDu+wbWv172hWGrHmAphIiBsO0T2PjPyy/ifR6E656HlO3wyQ1FF/9Sp6l1L5gWb0z/q8ulC2tpz50yLmTfPQGH11y+/p4l0OkG2PuNEVt5/WcYiSDrBGhT0QW4KG9PXmF0WTB6rjF/dIPxu3t4GwnKw9u42FoKjUTQsruxrPR6j0bGXThA51uN6TLrvY1iGDAaRz2+36j2OL/Uy9TEFdAi2vg97/pP1X8bTUMrXm6tevZydy/slDUTQRsgqdR8MtC3sm201ialVDYQBJwpvZFSahowDSA8PLx2UfgEGI/5wZ0uNae/bxWsnQmZRwBV1PoSo9re2aJlShX9xLh7BuPie+FsqXXKKGowXSx1QG2sK67VUbxtcSytesCdH8Kie41lU36Evd9C97uN+YBwuGqI8X3lbpQfK3ejRSgY5dD9ZxjL3TyKtnED/1aXQrjxNaPWSfF3i3+6exrrBz0FsZPLrnNzMy7OYMTStv+l5cXHKb57bRkNjUNg/h2XjnnwB7jj/UvzM3ZW/e/S/9Gq1zfvYnwq4+EFhW5wwAovU+XuXbgYqzUoU0qNAoZrracWzU8A+mqtHy21zW9F2yQXzf9etM2ZivYJdWxQVvyS7uwRY77/DNs1p7enWOoqL8sYhGT7XLhrzqUL8L1LG/5iKQ2jhKiRqhqUWbMycgoQVmo+tGhZhdsopTyAphgvjetP+cf8/jOK7hptMISePcVyJYrvmCetgBZdjURmiyQARgItPm7paSFEjVnzicADOAgMxbjgbwPu0VrvLbXNI0C01vqhopfFI7XWd1e13zo9EdjTXaM9xSKEcBk26WKiqMz/UeAHjOqjc7TWe5VSrwAJWuvlwCfAZ0qpw8BZYKxVgrGnl3T2FIsQQmDldgRa65XAynLL/q/UdD4w2poxCCGEqJp0WCKEEC5OEoEQQrg4SQRCCOHiJBEIIYSLc7gRypRS6cDxOn69KZBthe9UtU1l68ovr2i70stKTwdTrvV1PbGX81OTZVXNy/lxjPPTUP+3KlrmiuenrdY6pMIttdYu8wFmW+M7VW1T2bryyyvarvSyctMJznx+arKsqnk5P45xfhrq/5acn+o/rlY09F8rfaeqbSpbV355Rdv9t5r19c1ezk9NltXk/NU3OT9Vq+0xGur/VkXLXPn8XMbhioYEKKUSdCUtBIWcn+rI+amaK54fV3sicBazbR2AnZPzUzU5P1VzufMjTwRCCOHi5IlACCFcnCQCIYRwcZIIhBDCxUkicAJKqTuVUh8rpRYppW6wdTz2RinVRSk1Sym1VCk13dbx2COllJ9SKkEpdautY7E3SqnBSqmNRX9Dg20djzVIIrBTSqk5Sqm0ouE8Sy8frpQ6oJQ6rJR6BkBr/Y3W+gHgIWCMLeJtaLU8P4la64eAu4EBtoi3odXm/BR5GljcsFHaTi3PjwbOA94YY687HUkE9mseMLz0AqWUO/A+cBPQFRinlOpaapMXita7gnnU4vwopW4HvqPc+BhObB41PD9KqWHAPiCtoYO0oXnU/O9no9b6Joxk+XIDx9kgJBHYKa31BoxR20rrAxzWWh/RWhcAC4E7lOENYJXWekdDx2oLtTk/RdsvL/rPfG/DRmobtTw/g4F+wD3AA0opp78u1Ob8aK0tReszgUYNGGaDseoIZaLetQGSSs0nA32BPwDXA02VUh201rNsEZwdqPD8FJXrjsT4T+wqTwQVqfD8aK0fBVBKTQbOlLrwuZrK/n5GAjcCAcB7tgjM2iQROAGt9bvAu7aOw15prdcD620cht3TWs+zdQz2SGu9DFhm6zisyekfAZ1MChBWaj60aJkwyPmpmpyfqrns+ZFE4Fi2AR2VUu2UUl7AWGC5jWOyJ3J+qibnp2oue34kEdgppdQCYDMQqZRKVkpN0VqbgEeBH4BEYLHWeq8t47QVOT9Vk/NTNTk/ZUmnc0II4eLkiUAIIVycJAIhhHBxkgiEEMLFSSIQQggXJ4lACCFcnCQCIYRwcZIIhKglpVSAUurhoukIpdQ9to5JiCshiUCI2gsAHi6ajsDotVMIhyUNyoSoJaVUcffNB4BCoBNwFPgU+BGYC3hh3GjdpbU+ZKNQhagRSQRC1JJSKgJYobXuVtTF9ZNa61uL1v0b2KK1/qKovxp3rXWezYIVogakG2oh6tdm4HmlVCiwTJ4GhCOQdwRC1COt9ZfA7UAesFIpdZ2NQxKiWpIIhKi9HMC/gmmUUlcBR4oGC/oW6N7w4QlRO1I0JEQtaa0zlFKblFK/AasBs1JqF8aA6I2ACUqpQuA08JrtIhWiZuRlsRBCuDgpGhJCCBcniUAIIVycJAIhhHBxkgiEEMLFSSIQQggXJ4lACCFcnCQCIYRwcZIIhBDCxf0/FxioTabph1oAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "long = pd.melt(df,value_vars=[\"stability\",\"synchronicity\"],id_vars=['tts'])\n",
    "#long[\"value\"]=np.log(long[\"value\"])\n",
    "ax = sns.lineplot(x=\"tts\",y=\"value\",data=long,hue=\"variable\",markers=True,style=\"variable\")\n",
    "ax.set_xscale('log')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "==== 345600  ====\n",
      "sn_m:  14.98370619265935 1.584962500721156 2220 3\n",
      "sn_e:  14.98370619265935 1.584962500721156 3152 3\n",
      "sn_m:  14.98370619265935 1.584962500721156 2220 3\n",
      "sn_e:  14.98370619265935 1.584962500721156 3152 3\n",
      "ig:  14.98370619265935 2.0 2220 2314\n",
      "updates:  14.98370619265935 1.584962500721156 4145 2220\n",
      "455 541\n",
      "==== 172800  ====\n",
      "sn_m:  14.98370619265935 2.321928094887362 2220 5\n",
      "sn_e:  14.98370619265935 2.321928094887362 3793 5\n",
      "sn_m:  14.98370619265935 2.321928094887362 2220 5\n",
      "sn_e:  14.98370619265935 2.321928094887362 3793 5\n",
      "ig:  14.98370619265935 2.584962500721156 2220 2687\n",
      "updates:  14.98370619265935 2.321928094887362 4891 2220\n",
      "580 1044\n",
      "==== 86400  ====\n",
      "sn_m:  14.98370619265935 3.0 2220 8\n",
      "sn_e:  14.98370619265935 3.0 4180 8\n",
      "sn_m:  14.98370619265935 3.0 2220 8\n",
      "sn_e:  14.98370619265935 3.0 4180 8\n",
      "ig:  14.98370619265935 3.321928094887362 2220 3223\n",
      "updates:  14.98370619265935 3.0 5963 2220\n",
      "554 1396\n",
      "==== 43200  ====\n",
      "sn_m:  14.98370619265935 3.700439718141092 2220 13\n",
      "sn_e:  14.98370619265935 3.700439718141092 4199 13\n",
      "sn_m:  14.98370619265935 3.700439718141092 2220 13\n",
      "sn_e:  14.98370619265935 3.700439718141092 4199 13\n",
      "ig:  14.98370619265935 3.9068905956085187 2220 4147\n",
      "updates:  14.98370619265935 3.700439718141092 7811 2220\n",
      "30 1415\n",
      "==== 21600  ====\n",
      "sn_m:  14.98370619265935 4.392317422778761 2220 21\n",
      "sn_e:  14.98370619265935 4.392317422778761 4924 21\n",
      "sn_m:  14.98370619265935 4.392317422778761 2220 21\n",
      "sn_e:  14.98370619265935 4.392317422778761 4924 21\n",
      "ig:  14.98370619265935 4.754887502163468 2220 4168\n",
      "updates:  14.98370619265935 4.392317422778761 8093 2220\n",
      "395 2050\n",
      "==== 10800  ====\n",
      "sn_m:  14.98370619265935 5.129283016944966 2220 35\n",
      "sn_e:  14.98370619265935 5.129283016944966 5619 35\n",
      "sn_m:  14.98370619265935 5.129283016944966 2220 35\n",
      "sn_e:  14.98370619265935 5.129283016944966 5619 35\n",
      "ig:  14.98370619265935 5.392317422778761 2220 4407\n",
      "updates:  14.98370619265935 5.129283016944966 8785 2220\n",
      "717 2711\n",
      "==== 5400  ====\n",
      "sn_m:  14.98370619265935 5.977279923499917 2220 63\n",
      "sn_e:  14.98370619265935 5.977279923499917 6369 63\n",
      "sn_m:  14.98370619265935 5.977279923499917 2220 63\n",
      "sn_e:  14.98370619265935 5.977279923499917 6369 63\n",
      "ig:  14.98370619265935 6.129283016944966 2220 4888\n",
      "updates:  14.98370619265935 5.977279923499917 9764 2220\n",
      "875 3422\n",
      "==== 3600  ====\n",
      "sn_m:  14.98370619265935 6.426264754702098 2220 86\n",
      "sn_e:  14.98370619265935 6.426264754702098 6890 86\n",
      "sn_m:  14.98370619265935 6.426264754702098 2220 86\n",
      "sn_e:  14.98370619265935 6.426264754702098 6890 86\n",
      "ig:  14.98370619265935 6.539158811108031 2220 5272\n",
      "updates:  14.98370619265935 6.426264754702098 10525 2220\n",
      "1041 3914\n",
      "==== 1800  ====\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-207-ef0aa0830651>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     11\u001b[0m \u001b[0;31m#tts = [int(day)]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     12\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 13\u001b[0;31m \u001b[0mdf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcompute_stats\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDynGraphSN\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgraph_socioPatterns2012\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mtts\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mfunctions\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mnames\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     14\u001b[0m \u001b[0mlong\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmelt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mid_vars\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'tts'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mvalue_vars\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnames\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     15\u001b[0m \u001b[0mlong\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"value\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlog\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlong\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"value\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m<ipython-input-181-2f73af8c96ac>\u001b[0m in \u001b[0;36mcompute_stats\u001b[0;34m(ps, tts, functions, names)\u001b[0m\n\u001b[1;32m     13\u001b[0m         \u001b[0mps_tt\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mps\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maggregate_sliding_window\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtt\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     14\u001b[0m         \u001b[0;31m#print(ps_tt.snapshots())\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 15\u001b[0;31m         \u001b[0mps_ig\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mps_tt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_DynGraphIG\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msn_duration\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtt\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     16\u001b[0m         \u001b[0;31m#print(ps_ig.interactions())\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     17\u001b[0m         \u001b[0;31m#((score_sn_m,score_sn_e),score_ls,score_ig,score_udpate) = entropies(ps_tt,ps_ig)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/Documents/GitHub/tnetwork/tnetwork/dyn_graph/dyn_graph_sn.py\u001b[0m in \u001b[0;36mto_DynGraphIG\u001b[0;34m(self, sn_duration, convert_time_to_integer)\u001b[0m\n\u001b[1;32m    330\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    331\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_snapshots\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpeekitem\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0medges\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m>\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 332\u001b[0;31m                     \u001b[0mtoReturn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0madd_interactions_from\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_snapshots\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpeekitem\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0medges\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mcurrent_t\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtNext\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    333\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    334\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/Documents/GitHub/tnetwork/tnetwork/dyn_graph/dyn_graph_ig.py\u001b[0m in \u001b[0;36madd_interactions_from\u001b[0;34m(self, nodePairs, times)\u001b[0m\n\u001b[1;32m    174\u001b[0m             \u001b[0;31m#if nodePair==('1170', '1644'):\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    175\u001b[0m             \u001b[0;31m#    print(nodePair,times[i])\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 176\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0madd_interaction\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnodePair\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnodePair\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtimes\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    177\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    178\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0madd_node_presence\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtime\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/Documents/GitHub/tnetwork/tnetwork/dyn_graph/dyn_graph_ig.py\u001b[0m in \u001b[0;36madd_interaction\u001b[0;34m(self, u, v, time)\u001b[0m\n\u001b[1;32m     80\u001b[0m             \u001b[0mtime\u001b[0m\u001b[0;34m=\u001b[0m \u001b[0mIntervals\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtime\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     81\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0madd_node_presence\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mu\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtime\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 82\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0madd_node_presence\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mv\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtime\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     83\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     84\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_add_interaction_safe\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mu\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mv\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtime\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/Documents/GitHub/tnetwork/tnetwork/dyn_graph/dyn_graph_ig.py\u001b[0m in \u001b[0;36madd_node_presence\u001b[0;34m(self, n, time)\u001b[0m\n\u001b[1;32m    191\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_graph\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0madd_node\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mt\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtime\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    192\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 193\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_graph\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnodes\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mn\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"t\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m+=\u001b[0m\u001b[0mtime\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    194\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    195\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_start\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_start\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstart\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/Documents/GitHub/tnetwork/tnetwork/utils/intervals.py\u001b[0m in \u001b[0;36m__add__\u001b[0;34m(self, o)\u001b[0m\n\u001b[1;32m     93\u001b[0m         \u001b[0;34m:\u001b[0m\u001b[0;32mreturn\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     94\u001b[0m         \"\"\"\n\u001b[0;32m---> 95\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0munion\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mo\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     96\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     97\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m__sub__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mo\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/Documents/GitHub/tnetwork/tnetwork/utils/intervals.py\u001b[0m in \u001b[0;36munion\u001b[0;34m(self, other_Intervals)\u001b[0m\n\u001b[1;32m     77\u001b[0m         \u001b[0;34m:\u001b[0m\u001b[0;32mreturn\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0ma\u001b[0m \u001b[0mnew\u001b[0m \u001b[0mIntervals\u001b[0m \u001b[0mobject\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     78\u001b[0m         \"\"\"\n\u001b[0;32m---> 79\u001b[0;31m         \u001b[0mto_return\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdeepcopy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     80\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0minterval\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mother_Intervals\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mperiods\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     81\u001b[0m             \u001b[0mto_return\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0madd_interval\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minterval\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/Cellar/python/3.7.5/Frameworks/Python.framework/Versions/3.7/lib/python3.7/copy.py\u001b[0m in \u001b[0;36mdeepcopy\u001b[0;34m(x, memo, _nil)\u001b[0m\n\u001b[1;32m    178\u001b[0m                     \u001b[0my\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    179\u001b[0m                 \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 180\u001b[0;31m                     \u001b[0my\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_reconstruct\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmemo\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0mrv\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    181\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    182\u001b[0m     \u001b[0;31m# If is its own copy, don't memoize.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/Cellar/python/3.7.5/Frameworks/Python.framework/Versions/3.7/lib/python3.7/copy.py\u001b[0m in \u001b[0;36m_reconstruct\u001b[0;34m(x, memo, func, args, state, listiter, dictiter, deepcopy)\u001b[0m\n\u001b[1;32m    278\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mstate\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    279\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mdeep\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 280\u001b[0;31m             \u001b[0mstate\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdeepcopy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstate\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmemo\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    281\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mhasattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'__setstate__'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    282\u001b[0m             \u001b[0my\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__setstate__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstate\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/Cellar/python/3.7.5/Frameworks/Python.framework/Versions/3.7/lib/python3.7/copy.py\u001b[0m in \u001b[0;36mdeepcopy\u001b[0;34m(x, memo, _nil)\u001b[0m\n\u001b[1;32m    148\u001b[0m     \u001b[0mcopier\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_deepcopy_dispatch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcls\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    149\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mcopier\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 150\u001b[0;31m         \u001b[0my\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcopier\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmemo\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    151\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    152\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
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      "\u001b[0;32m/usr/local/Cellar/python/3.7.5/Frameworks/Python.framework/Versions/3.7/lib/python3.7/copy.py\u001b[0m in \u001b[0;36mdeepcopy\u001b[0;34m(x, memo, _nil)\u001b[0m\n\u001b[1;32m    178\u001b[0m                     \u001b[0my\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    179\u001b[0m                 \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 180\u001b[0;31m                     \u001b[0my\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_reconstruct\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmemo\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0mrv\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    181\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    182\u001b[0m     \u001b[0;31m# If is its own copy, don't memoize.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/Cellar/python/3.7.5/Frameworks/Python.framework/Versions/3.7/lib/python3.7/copy.py\u001b[0m in \u001b[0;36m_reconstruct\u001b[0;34m(x, memo, func, args, state, listiter, dictiter, deepcopy)\u001b[0m\n\u001b[1;32m    272\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mdeep\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    273\u001b[0m         \u001b[0margs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mdeepcopy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmemo\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0marg\u001b[0m \u001b[0;32min\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 274\u001b[0;31m     \u001b[0my\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    275\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mdeep\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    276\u001b[0m         \u001b[0mmemo\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mid\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.7/site-packages/sortedcontainers/sorteddict.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m    191\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mirange_key\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_list\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mirange_key\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    192\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 193\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_update\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    194\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    195\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.7/site-packages/sortedcontainers/sorteddict.py\u001b[0m in \u001b[0;36mupdate\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m    547\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    548\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_dict_update\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 549\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_list_update\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_dict_iter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    550\u001b[0m             \u001b[0;32mreturn\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    551\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.7/site-packages/sortedcontainers/sortedlist.py\u001b[0m in \u001b[0;36mupdate\u001b[0;34m(self, iterable)\u001b[0m\n\u001b[1;32m    318\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    319\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 320\u001b[0;31m     \u001b[0;32mdef\u001b[0m \u001b[0mupdate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0miterable\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    321\u001b[0m         \"\"\"Update sorted list by adding all values from `iterable`.\n\u001b[1;32m    322\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "day = 60*60*24\n",
    "#tts=[day,int(day/2),int(day/4),int(day/8),int(day/16),int(60*60),int(60*30),int(60*15),int(60*5),60,20]\n",
    "tts=[day*4,day*2,day,int(day/2),int(day/4),int(day/8),int(day/16),int(60*60),int(60*30),int(60*15),int(60*5),60,20]\n",
    "#tts=[day*4,day*2,day,int(day/2),int(day/4),int(day/8),int(day/16),int(60*60),int(60*30),int(60*15),int(60*5)]\n",
    "#tts=[day*4,day*2,day,int(day/2),int(day/4)]\n",
    "\n",
    "functions=[score_sn_m,score_sn_e,score_ig,score_update,stability,synchronicity]\n",
    "names= [\"sn_m\",\"sn_e\",\"ig\",\"update\",\"stability\",\"synchronicity\"]\n",
    "\n",
    "\n",
    "#tts = [int(day)]\n",
    "\n",
    "df = compute_stats(tn.DynGraphSN.graph_socioPatterns2012(),tts,functions,names)\n",
    "long = pd.melt(df,id_vars=['tts'],value_vars=names[:-2])\n",
    "long[\"value\"]=np.log(long[\"value\"])\n",
    "ax = sns.lineplot(x=\"tts\",y=\"value\",data=long,hue=\"variable\",markers=True,style=\"variable\")\n",
    "ax.set_xscale('log')\n",
    "\n",
    "long = pd.melt(df,value_vars=[\"stability\",\"synchronicity\"],id_vars=['tts'])\n",
    "#long[\"value\"]=np.log(long[\"value\"])\n",
    "ax = sns.lineplot(x=\"tts\",y=\"value\",data=long,hue=\"variable\",markers=True,style=\"variable\")\n",
    "ax.set_xscale('log')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "long = pd.melt(df,value_vars=[\"stability\",\"synchronicity\"],id_vars=['tts'])\n",
    "#long[\"value\"]=np.log(long[\"value\"])\n",
    "ax = sns.lineplot(x=\"tts\",y=\"value\",data=long,hue=\"variable\",markers=True,style=\"variable\")\n",
    "ax.set_xscale('log')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "gg= tn.DynGraphSN.graph_socioPatterns2012().aggregate_sliding_window(day)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "g1 = gg.snapshots().values()[0]\n",
    "g2= gg.snapshots().values()[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "766\n",
      "668\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "128"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(len(g1.edges()))\n",
    "print(len(g2.edges()))\n",
    "len(set(g1.edges()).intersection(g2.edges()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2400x600 with 3 Axes>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2400x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tn.plot_as_graph(gg,ts=[gg.snapshots_timesteps()[0],gg.snapshots_timesteps()[1],gg.snapshots_timesteps()[2]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1353303380,\n",
       " 1353389780,\n",
       " 1353476180,\n",
       " 1353562580,\n",
       " 1353648980,\n",
       " 1353735380,\n",
       " 1353821780,\n",
       " 1353908180,\n",
       " 1353994580]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gg.snapshots_timesteps()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {},
   "outputs": [],
   "source": [
    "#def generate_network_temporal_properties(fraction_remove,fraction_nodes,fraction_time,nb_nodes=10,nb_steps=10):\n",
    "fraction_remove=0.2\n",
    "fraction_edges=0.5\n",
    "fraction_time=0.1\n",
    "nb_nodes=10\n",
    "nb_edges=20\n",
    "nb_steps=10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {},
   "outputs": [],
   "source": [
    "import copy\n",
    "base_graph = nx.gnm_random_graph(nb_nodes,nb_edges)\n",
    "net = tn.DynGraphSN([copy.deepcopy(base_graph) for i in range(nb_steps)])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "180 180\n",
      "1.0\n",
      "1.0\n"
     ]
    }
   ],
   "source": [
    "print(net.stability())\n",
    "print(net.synchronicity())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {},
   "outputs": [],
   "source": [
    "delete = np.random.choice(net.snapshots_timesteps(),int(fraction_remove*len(net.snapshots_timesteps())),replace=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1 4]\n"
     ]
    }
   ],
   "source": [
    "print(delete)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-- [(0, 3), (0, 5), (0, 8), (0, 1), (1, 8), (1, 9), (1, 2), (1, 4), (2, 4), (2, 3), (2, 5), (3, 8), (3, 5), (4, 8), (4, 6), (5, 8), (5, 6), (5, 7), (6, 9), (6, 7)]\n",
      "[(0, 3), (0, 8), (0, 1), (2, 4), (2, 5), (3, 8), (4, 6), (5, 8), (5, 7), (6, 9)]\n",
      "[1]\n",
      "------- 1\n",
      "-- [(0, 3), (0, 5), (0, 8), (0, 1), (1, 8), (1, 9), (1, 2), (1, 4), (2, 4), (2, 3), (2, 5), (3, 8), (3, 5), (4, 8), (4, 6), (5, 8), (5, 6), (5, 7), (6, 9), (6, 7)]\n",
      "[(0, 3), (0, 5), (0, 8), (0, 1), (1, 8), (2, 4), (2, 5), (3, 5), (5, 8), (5, 6)]\n",
      "[4]\n",
      "------- 4\n"
     ]
    }
   ],
   "source": [
    "for t in delete:\n",
    "    edges = net.snapshots(t).edges()\n",
    "    print(\"--\",edges)\n",
    "    nb_to_remove = max(0,int(fraction_edges*len(edges)))\n",
    "    to_remove = np.random.choice(range(len(edges)),nb_to_remove,replace=False)\n",
    "    to_remove = [e for i,e in enumerate(edges) if i not in to_remove]\n",
    "    print(to_remove)\n",
    "    \n",
    "    next_steps = range(t,t+int(fraction_time*len(net.snapshots())))\n",
    "    next_steps = [t%len(net.snapshots()) for t in next_steps]\n",
    "    print(next_steps)\n",
    "    net.remove_interactions_from(to_remove,next_steps)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "140 160\n",
      "0.875\n",
      "0.9\n"
     ]
    }
   ],
   "source": [
    "print(net.stability())\n",
    "print(net.synchronicity())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "==== 31536000  ====\n",
      "ls:  14.476809478650157 2.0 341 151\n",
      "sn_m:  14.476809478650157 2.0 151 4\n",
      "sn_e:  14.476809478650157 2.0 341 4\n",
      "sn_m:  14.476809478650157 2.0 151 4\n",
      "sn_e:  14.476809478650157 2.0 341 4\n",
      "ig:  14.476809478650157 2.321928094887362 151 152\n",
      "updates:  14.476809478650157 2.0 297 151\n",
      "184 186\n",
      "synchro 85.25 85.25\n",
      "==== 2592000  ====\n",
      "ls:  14.476809478650157 5.247927513443585 2413 151\n",
      "sn_m:  14.476809478650157 5.247927513443585 151 38\n",
      "sn_e:  14.476809478650157 5.247927513443585 2413 38\n",
      "sn_m:  14.476809478650157 5.247927513443585 151 38\n",
      "sn_e:  14.476809478650157 5.247927513443585 2413 38\n",
      "ig:  14.476809478650157 5.285402218862249 151 406\n",
      "updates:  14.476809478650157 5.247927513443585 805 151\n",
      "1939 2235\n",
      "synchro 63.5 67.02777777777777\n",
      "==== 604800  ====\n",
      "ls:  14.476809478650157 7.348728154231077 6545 151\n",
      "sn_m:  14.476809478650157 7.348728154231077 151 163\n",
      "sn_e:  14.476809478650157 7.348728154231077 6545 163\n",
      "sn_m:  14.476809478650157 7.348728154231077 151 163\n",
      "sn_e:  14.476809478650157 7.348728154231077 6545 163\n",
      "ig:  14.476809478650157 7.339850002884624 151 1779\n",
      "updates:  14.476809478650157 7.348728154231077 3555 151\n",
      "4564 6338\n",
      "synchro 40.15337423312884 48.843283582089555\n",
      "==== 86400  ====\n",
      "ls:  14.476809478650157 9.81698362325538 14624 151\n",
      "sn_m:  14.476809478650157 9.81698362325538 151 902\n",
      "sn_e:  14.476809478650157 9.81698362325538 14624 902\n",
      "sn_m:  14.476809478650157 9.81698362325538 151 902\n",
      "sn_e:  14.476809478650157 9.81698362325538 14624 902\n",
      "ig:  14.476809478650157 9.984418458801137 151 8490\n",
      "updates:  14.476809478650157 9.81698362325538 16977 151\n",
      "5527 14361\n",
      "synchro 16.212860310421284 37.4974358974359\n",
      "==== 3600  ====\n",
      "ls:  14.476809478650157 12.649705265471413 23356 151\n",
      "sn_m:  14.476809478650157 12.649705265471413 151 6426\n",
      "sn_e:  14.476809478650157 12.649705265471413 23356 6426\n",
      "sn_m:  14.476809478650157 12.649705265471413 151 6426\n",
      "sn_e:  14.476809478650157 12.649705265471413 23356 6426\n",
      "ig:  14.476809478650157 13.062214824659108 151 20561\n",
      "updates:  14.476809478650157 12.649705265471413 41121 151\n",
      "1926 23059\n",
      "synchro 3.6346093993152815 39.18791946308725\n"
     ]
    }
   ],
   "source": [
    "day = 60*60*24\n",
    "#tts=[day,int(day/2),int(day/4),int(day/8),int(day/16),int(60*60),int(60*30),int(60*15),int(60*5),60,20]\n",
    "#tts=[day*4,day*2,day,int(day/2),int(day/4),int(day/8),int(day/16),int(60*60),int(60*30),int(60*15),int(60*5),60,20]\n",
    "#tts=[day*4,day*2,day,int(day/2),int(day/4),int(day/8),int(day/16),int(60*60),int(60*30),int(60*15),int(60*5)]\n",
    "tts=[day*365,day*30,day*7,day,int(day/24)]\n",
    "\n",
    "functions=[score_ls,score_sn_m,score_sn_e,score_ig,score_update,stability,synchronicity]\n",
    "names= [\"ls\",\"sn_m\",\"sn_e\",\"ig\",\"update\",\"stability\",\"synchronicity\"]\n",
    "\n",
    "\n",
    "#tts = [int(day)]\n",
    "\n",
    "df = compute_stats(tn.read_link_stream(\"/Users/remycazabet/Downloads/ia-enron-employees/ia-enron-employees.edges\",sep=\" \")\n",
    "\n",
    ",tts,functions,names)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "long = pd.melt(df,id_vars=['tts'],value_vars=names[:-2])\n",
    "long[\"value\"]=np.log(long[\"value\"])\n",
    "ax = sns.lineplot(x=\"tts\",y=\"value\",data=long,hue=\"variable\",markers=True,style=\"variable\")\n",
    "ax.set_xscale('log')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "long = pd.melt(df,value_vars=[\"stability\",\"synchronicity\"],id_vars=['tts'])\n",
    "#long[\"value\"]=np.log(long[\"value\"])\n",
    "ax = sns.lineplot(x=\"tts\",y=\"value\",data=long,hue=\"variable\",markers=True,style=\"variable\")\n",
    "ax.set_xscale('log')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100% (26 of 26) |########################| Elapsed Time: 0:00:00 ETA:  00:00:00"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "==== 1000  ====\n",
      "ls:  11.765286098723683 0.0 327 327\n",
      "sn_m:  11.765286098723683 0.0 327 1\n",
      "sn_e:  11.765286098723683 0.0 327 1\n",
      "sn_m:  11.765286098723683 0.0 327 1\n",
      "sn_e:  11.765286098723683 0.0 327 1\n",
      "ig:  11.765286098723683 1.0 327 327\n",
      "updates:  11.765286098723683 0.0 327 327\n",
      "0 0\n",
      "synchro 327.0 327.0\n",
      "==== 500  ====\n",
      "ls:  11.765286098723683 0.0 327 327\n",
      "sn_m:  11.765286098723683 0.0 327 1\n",
      "sn_e:  11.765286098723683 0.0 327 1\n",
      "sn_m:  11.765286098723683 0.0 327 1\n",
      "sn_e:  11.765286098723683 0.0 327 1\n",
      "ig:  11.765286098723683 1.0 327 327\n",
      "updates:  11.765286098723683 0.0 327 327\n",
      "0 0\n",
      "synchro 327.0 327.0\n",
      "==== 100  ====\n",
      "ls:  11.765286098723683 1.584962500721156 726 327\n",
      "sn_m:  11.765286098723683 1.584962500721156 327 3\n",
      "sn_e:  11.765286098723683 1.584962500721156 726 3\n",
      "sn_m:  11.765286098723683 1.584962500721156 327 3\n",
      "sn_e:  11.765286098723683 1.584962500721156 726 3\n",
      "ig:  11.765286098723683 2.0 327 327\n",
      "updates:  11.765286098723683 1.584962500721156 424 327\n",
      "379 389\n",
      "synchro 242.0 242.0\n",
      "==== 50  ====\n",
      "ls:  11.765286098723683 2.584962500721156 1300 327\n",
      "sn_m:  11.765286098723683 2.584962500721156 327 6\n",
      "sn_e:  11.765286098723683 2.584962500721156 1300 6\n",
      "sn_m:  11.765286098723683 2.584962500721156 327 6\n",
      "sn_e:  11.765286098723683 2.584962500721156 1300 6\n",
      "ig:  11.765286098723683 2.807354922057604 327 340\n",
      "updates:  11.765286098723683 2.584962500721156 494 327\n",
      "941 962\n",
      "synchro 216.66666666666666 216.66666666666666\n",
      "==== 25  ====\n",
      "ls:  11.765286098723683 3.4594316186372973 2224 327\n",
      "sn_m:  11.765286098723683 3.4594316186372973 327 11\n",
      "sn_e:  11.765286098723683 3.4594316186372973 2224 11\n",
      "sn_m:  11.765286098723683 3.4594316186372973 327 11\n",
      "sn_e:  11.765286098723683 3.4594316186372973 2224 11\n",
      "ig:  11.765286098723683 3.584962500721156 327 361\n",
      "updates:  11.765286098723683 3.4594316186372973 536 327\n",
      "1854 1891\n",
      "synchro 202.1818181818182 202.1818181818182\n",
      "==== 10  ====\n",
      "ls:  11.765286098723683 4.700439718141092 4966 327\n",
      "sn_m:  11.765286098723683 4.700439718141092 327 26\n",
      "sn_e:  11.765286098723683 4.700439718141092 4966 26\n",
      "sn_m:  11.765286098723683 4.700439718141092 327 26\n",
      "sn_e:  11.765286098723683 4.700439718141092 4966 26\n",
      "ig:  11.765286098723683 4.700439718141092 327 397\n",
      "updates:  11.765286098723683 4.700439718141092 608 327\n",
      "4559 4630\n",
      "synchro 191.0 191.0\n",
      "==== 5  ====\n",
      "ls:  11.765286098723683 5.672425341971495 9528 327\n",
      "sn_m:  11.765286098723683 5.672425341971495 327 51\n",
      "sn_e:  11.765286098723683 5.672425341971495 9528 51\n",
      "sn_m:  11.765286098723683 5.672425341971495 327 51\n",
      "sn_e:  11.765286098723683 5.672425341971495 9528 51\n",
      "ig:  11.765286098723683 5.584962500721156 327 404\n",
      "updates:  11.765286098723683 5.672425341971495 622 327\n",
      "9116 9194\n",
      "synchro 186.8235294117647 186.8235294117647\n",
      "==== 1  ====\n",
      "ls:  11.765286098723683 7.971543553950772 45957 326\n",
      "sn_m:  11.765286098723683 7.971543553950772 326 251\n",
      "sn_e:  11.765286098723683 7.971543553950772 45957 251\n",
      "sn_m:  11.765286098723683 7.971543553950772 326 251\n",
      "sn_e:  11.765286098723683 7.971543553950772 45957 251\n",
      "ig:  11.765286098723683 7.714245517666122 326 416\n",
      "updates:  11.765286098723683 7.971543553950772 647 326\n",
      "45541 45631\n",
      "synchro 183.09561752988049 183.09561752988049\n"
     ]
    }
   ],
   "source": [
    "\n",
    "tts=[1000,500,100,50,25,10,5,1]\n",
    "\n",
    "functions=[score_ls,score_sn_m,score_sn_e,score_ig,score_update,stability,synchronicity]\n",
    "names= [\"ls\",\"sn_m\",\"sn_e\",\"ig\",\"update\",\"stability\",\"synchronicity\"]\n",
    "\n",
    "\n",
    "#tts = [int(day)]\n",
    "\n",
    "df = compute_stats(tn.generate_toy_random_network()[0],tts,functions,names)\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'pd' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-1-6bf71ee6b377>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mlong\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmelt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mid_vars\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'tts'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mvalue_vars\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnames\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mlong\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"value\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlog\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlong\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"value\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0max\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlineplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"tts\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"value\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlong\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mhue\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"variable\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mmarkers\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mstyle\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"variable\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_xscale\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'log'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maxvline\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m60\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'pd' is not defined"
     ]
    }
   ],
   "source": [
    "long = pd.melt(df,id_vars=['tts'],value_vars=names[:-2])\n",
    "long[\"value\"]=np.log(long[\"value\"])\n",
    "ax = sns.lineplot(x=\"tts\",y=\"value\",data=long,hue=\"variable\",markers=True,style=\"variable\")\n",
    "ax.set_xscale('log')\n",
    "plt.axvline(60)\n",
    "plt.text(60.1,0,'m',rotation=90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "long = pd.melt(df,value_vars=[\"stability\",\"synchronicity\"],id_vars=['tts'])\n",
    "#long[\"value\"]=np.log(long[\"value\"])\n",
    "ax = sns.lineplot(x=\"tts\",y=\"value\",data=long,hue=\"variable\",markers=True,style=\"variable\")\n",
    "ax.set_xscale('log')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "==== 10  ====\n",
      "ls:  34.399670535108505 1.584962500721156 295729 295729\n",
      "sn_m:  34.399670535108505 1.584962500721156 295729 3\n",
      "sn_e:  34.399670535108505 1.584962500721156 295729 3\n",
      "sn_m:  34.399670535108505 1.584962500721156 295729 3\n",
      "sn_e:  34.399670535108505 1.584962500721156 295729 3\n",
      "ig:  34.399670535108505 2.0 295729 295729\n",
      "updates:  34.399670535108505 1.584962500721156 468736 295729\n",
      "0 0\n",
      "synchro 98576.33333333333 295729.0\n",
      "==== 5  ====\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-7-682aae32d131>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[0;31m#tts = [int(day)]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      8\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 9\u001b[0;31m \u001b[0mdf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcompute_stats\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread_link_stream\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"/Users/remycazabet/Downloads/imdb/imdb.edges\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0msep\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\",\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"n1\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\"n2\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\"?\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\"time\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mtts\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mfunctions\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mnames\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     10\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     11\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m<ipython-input-2-2f73af8c96ac>\u001b[0m in \u001b[0;36mcompute_stats\u001b[0;34m(ps, tts, functions, names)\u001b[0m\n\u001b[1;32m     13\u001b[0m         \u001b[0mps_tt\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mps\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maggregate_sliding_window\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtt\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     14\u001b[0m         \u001b[0;31m#print(ps_tt.snapshots())\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 15\u001b[0;31m         \u001b[0mps_ig\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mps_tt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_DynGraphIG\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msn_duration\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtt\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     16\u001b[0m         \u001b[0;31m#print(ps_ig.interactions())\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     17\u001b[0m         \u001b[0;31m#((score_sn_m,score_sn_e),score_ls,score_ig,score_udpate) = entropies(ps_tt,ps_ig)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/Documents/GitHub/tnetwork/tnetwork/dyn_graph/dyn_graph_sn.py\u001b[0m in \u001b[0;36mto_DynGraphIG\u001b[0;34m(self, sn_duration, convert_time_to_integer)\u001b[0m\n\u001b[1;32m    327\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    328\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_snapshots\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpeekitem\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnodes\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m>\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 329\u001b[0;31m                 \u001b[0mtoReturn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0madd_nodes_presence_from\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_snapshots\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpeekitem\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnodes\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mcurrent_t\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtNext\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    330\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    331\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_snapshots\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpeekitem\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0medges\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m>\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/Documents/GitHub/tnetwork/tnetwork/dyn_graph/dyn_graph_ig.py\u001b[0m in \u001b[0;36madd_nodes_presence_from\u001b[0;34m(self, nodes, times)\u001b[0m\n\u001b[1;32m    213\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    214\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mnode\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnodes\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 215\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0madd_node_presence\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnode\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtimes\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    216\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    217\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mremove_node_presence\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mnode\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mtime\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/Documents/GitHub/tnetwork/tnetwork/dyn_graph/dyn_graph_ig.py\u001b[0m in \u001b[0;36madd_node_presence\u001b[0;34m(self, n, time)\u001b[0m\n\u001b[1;32m    185\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    186\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtime\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mIntervals\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 187\u001b[0;31m             \u001b[0mtime\u001b[0m\u001b[0;34m=\u001b[0m \u001b[0mIntervals\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtime\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    188\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    189\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/Documents/GitHub/tnetwork/tnetwork/utils/intervals.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, initial)\u001b[0m\n\u001b[1;32m     37\u001b[0m         \"\"\"\n\u001b[1;32m     38\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 39\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minterv\u001b[0m  \u001b[0;34m=\u001b[0m \u001b[0msortedcontainers\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mSortedDict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     40\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0minitial\u001b[0m\u001b[0;34m!=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     41\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minitial\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mIntervals\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.7/site-packages/sortedcontainers/sorteddict.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m    160\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_dict_iter\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_dict\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__iter__\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    161\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_dict_pop\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_dict\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 162\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_dict_setitem\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_dict\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__setitem__\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    163\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_dict_update\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_dict\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mupdate\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    164\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "\n",
    "tts=[10,5,2,1]\n",
    "\n",
    "functions=[score_ls,score_sn_m,score_sn_e,score_ig,score_update,stability,synchronicity]\n",
    "names= [\"ls\",\"sn_m\",\"sn_e\",\"ig\",\"update\",\"stability\",\"synchronicity\"]\n",
    "\n",
    "\n",
    "#tts = [int(day)]\n",
    "\n",
    "df = compute_stats(tn.read_link_stream(\"/Users/remycazabet/Downloads/imdb/imdb.edges\",sep=\",\",columns=[\"n1\",\"n2\",\"?\",\"time\"]),tts,functions,names)\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "long = pd.melt(df,id_vars=['tts'],value_vars=names[:-2])\n",
    "long[\"value\"]=np.log(long[\"value\"])\n",
    "ax = sns.lineplot(x=\"tts\",y=\"value\",data=long,hue=\"variable\",markers=True,style=\"variable\")\n",
    "ax.set_xscale('log')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "long = pd.melt(df,value_vars=[\"stability\",\"synchronicity\"],id_vars=['tts'])\n",
    "#long[\"value\"]=np.log(long[\"value\"])\n",
    "ax = sns.lineplot(x=\"tts\",y=\"value\",data=long,hue=\"variable\",markers=True,style=\"variable\")\n",
    "ax.set_xscale('log')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def"
   ]
  }
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