Manifold-PageRank-with-add-score.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyspark import SparkConf,SparkContext\n",
    "from operator import add\n",
    "from tqdm import tqdm_notebook as tqdm\n",
    "from fractions import *\n",
    "from math import exp\n",
    "from pyspark import StorageLevel\n",
    "from tempfile import NamedTemporaryFile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "StorageLevel(True, True, False, False, 1)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "StorageLevel.MEMORY_AND_DISK"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Todo\n",
    "[ ] 修正權重  \n",
    "[ ] Personal Page rank  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "conf = SparkConf().setMaster('local').setAppName('Test_APP')\n",
    "conf.set(\"spark.executor.cores\", \"1\")\n",
    "# conf = SparkConf().setMaster(\"local[*]\").setAppName('MatrixMultiplication')\n",
    "\n",
    "conf.set('spark.executor.memory', '24G') \\\n",
    "    .set('spark.driver.memory', '30G') \\\n",
    "    .set('spark.driver.maxResultSize', '20G')\n",
    "sc = SparkContext(conf=conf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# file = 'dev.txt'\n",
    "# file = 'HatePolitics_u2u_interactive_graph/part-00000'\n",
    "file = 'u2u_interactive_graph/part-00000'\n",
    "beta = 0.8\n",
    "error_range = 10**-10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['CLV518', 'SUPERBOWL', 'nook777', 'bouly', 'qqee', 'tonyselina', 'mattlane', 'Aptantion', 'goodjeff', 'hotelss']\n"
     ]
    }
   ],
   "source": [
    "# 讀入黑名單\n",
    "# with open('data/Bad_id.txt') as f:\n",
    "with open('new_bad_id') as f:\n",
    "    \n",
    "    BAD_ID = f.readlines()\n",
    "    BAD_ID = [i.strip() for i in BAD_ID]\n",
    "    print(BAD_ID[:10])\n",
    "    BAD_ID = set(BAD_ID)\n",
    "    BAD_ID_Number =len(BAD_ID)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 資料讀取跟前處理\n",
    "將資料讀入，並轉成 (key,[value, this_node_connect_to_which_node]) 的格式"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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('elmotze', 1), ('a0931040970a', 1), ('Workforme', 1), ('NuCat', 1), ('Fant1408', 1), ('l81311i', 1), ('nogood', 2), ('chirex', 1), ('LAPDSWAT456', 2), ('smith5656', 2), ('omanorboyo', 3), ('tom80727', 1), ('kelosh22', 1), ('mimi1020b', 1), ('kapasky', 6), ('andy199113', 1), ('LUB5566', 1), ('ben108472', 5), ('winu', 1), ('permoon', 2), ('eunhailoveu', 2), ('bitterwu', 1), ('derfu', 1), ('chun0303', 1), ('eachen', 1), ('SureFire', 1), ('NAGI', 1), ('deann', 2), ('winnabe', 2), ('crossmyheart', 1), ('montgomery77', 1), ('blacksctbc', 1), ('hk410050', 1), ('Anddyliu', 1), ('clausewitz', 1), ('great5566', 1), ('doliny', 1), ('zombie5623', 1), ('yoyoboy1', 1), ('ppp123', 2), ('shotholisi', 1), ('dahanjian', 2), ('bache', 1), ('rivaull', 1), ('jeanvanjohn', 4), ('cpks', 1), ('jongam', 1), ('abram', 2), ('bilibala', 1), ('sprucewind', 1), ('gaidehao', 1), ('Zionward', 1), ('fuzzycool', 2), ('poiu716', 1), ('wfelix', 2), ('J0NER', 1), ('qazsedcft', 1), ('butt1106', 1), ('SUPER22K', 1), ('qqq61004', 1), ('Pattaya', 1), ('XDDDDDDDDDD', 1), ('DreamYeh', 1), ('joanzkow', 2), ('eupa1973', 2), ('benjy0218', 4), ('yank0612', 1), ('mehan', 1), ('kero2377', 2), ('sbflight', 2), ('johnny9667', 4), ('chocholove', 1), ('alex8725', 1), ('HODALA', 1), ('rote', 2), ('ebsd', 1), ('TwiceMomo520', 2), ('calibration', 1), ('oftisa', 5), ('globle5566', 1), ('hume', 1), ('morgankhs', 1), ('syearth', 1), ('epilepcy', 4), ('AskWhat', 1), ('icepet0015', 1), ('mark32928', 1), ('pp520', 1), ('cantus', 1), ('moneybuy', 2), ('medama', 1), ('bkyu', 1), ('tw689', 2), ('jason748', 2), ('girl10319', 5), ('benzis', 2), ('vancepeng', 1), ('kenny1300175', 3), ('osirix0227', 2), ('kku6869', 1), ('kidofking', 1), ('Ifault', 1), ('tfnop', 1), ('seraphimm', 2), ('Molester5566', 1), ('op0089', 1), ('pp5434', 2), ('amaru03', 1), ('dharma', 1), ('zxc445567', 2), ('linwuno', 1), ('warlockx', 1), ('jim2330300', 1), ('jojoway', 1), ('sun8', 1), ('A1bertPujols', 4), ('st210113', 1), ('semih', 1), ('kiowa12345', 2), ('starport', 1), ('st9760916', 1), ('aaa11334', 2), ('tobetwob', 1), ('archer67', 1), ('ILANsamurai', 1), ('Zcould', 3), ('became', 1), ('tonyrao', 1), ('Xcd15', 1), ('Yamapi5566', 1), ('liunwaiqoo', 3), ('zoosleep', 1), ('seand8088503', 1), ('inb', 1), ('AIDM', 2), ('andyann', 5), ('destroytw', 2), ('electroplate', 2), ('hito0509', 1), ('foxclimber', 1), ('kiki2125', 3), ('wang19980531', 3), ('cenacenacena', 1), ('ilovelol', 1), ('HuChunhua', 1), ('monine', 1), ('Coffeewater', 2), ('MrTexas', 1), ('ccyaztfe', 1), ('bezbol', 1), ('HankMoody', 1), ('clark0816', 1), ('qqq87112', 1), ('njnjy', 1), ('patentstm', 3), ('soniccsie', 1), ('btm978952', 6), ('attilalin', 1), ('Lime5566', 1), ('ak47good', 1), ('shinmoner', 2), ('sandemo', 5), ('theskyofblue', 1), ('a520', 1), ('cuties0201', 1), ('hiball', 1), ('onlygoog', 4), ('YAYA6655', 3), ('jeffguoft', 1), ('Asclepius', 2), ('YenFuOne', 2), ('wishcrystal', 1), ('ejijojo', 2), ('angellll', 1), ('whoamiqq', 1), ('kneo8899', 1), ('kccn', 1), ('kidd721001', 1), ('tiger911', 1), ('indium111', 2), ('whackup', 1), ('heartblue', 1), ('KOGADOU', 2), ('ilovedt', 2), ('cht211', 1), ('nicholas0406', 6), ('cal629195', 1), ('johnny790218', 1), ('bebehome', 2), ('sylvia0915', 2), ('good2009', 1), ('dean1990', 1), ('liang691206', 1), ('Gavatzky', 1), ('jajujo', 1), ('belmontc', 1), ('YumingHuang', 2), ('AlphaM', 2), ('GYda', 2), ('recount', 2), ('heybro', 1), ('SangoDragon', 1), ('Hiterler', 1), ('oodh', 1), ('Borges', 1), ('Aurelio', 1), ('Edster', 1), ('zaxs12333', 1), ('wavelet', 1), ('CTC0115', 3), ('MookieBetts', 1), ('goetze', 1), ('f22313467', 1), ('cross5566', 1), ('geordie', 1), ('yoseii', 1), ('tom501062003', 1), ('SC5566', 1), ('jasonhsu14', 1), ('drea', 1), ('Israfil', 1), ('baptism', 1), ('eddy12357', 1), ('deaddead', 1), ('koil', 1), ('osalucard', 2), ('va1kyrie', 2), ('genius721105', 1), ('buiseov', 1), ('dxoxb', 1), ('lineage0916', 1), ('gerund', 5), ('macaron5566', 3), ('kk0716', 1), ('threeforw', 1), ('april7777', 1)]\n",
      "CPU times: user 80 ms, sys: 24 ms, total: 104 ms\n",
      "Wall time: 11min 36s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "# 單純的資料讀取跟前處理\n",
    "def line_to_stochastic_matrix(line):\n",
    "    return_value = eval(line)\n",
    "#     source, dest = list(map(int, line.split('\\t')))\n",
    "#     return_value.append([source, -1])\n",
    "#     return_value.append([dest, -1])\n",
    "#     return_value.append([source, dest])\n",
    "    return return_value\n",
    "\n",
    "\n",
    "    \n",
    "stochastic_matrix = sc.textFile(file).map(line_to_stochastic_matrix)\n",
    "stochastic_matrix = stochastic_matrix.groupByKey().mapValues(sum)\n",
    "N = stochastic_matrix.flatMap(lambda x:x[0]).distinct().count()\n",
    "\n",
    "stochastic_matrix = stochastic_matrix.map(lambda x:(x[0][0], (x[0][1], x[1]))).groupByKey() # (source,[(dist,weight)])\n",
    "\n",
    "for i in stochastic_matrix.take(5):\n",
    "    print(i[0], list(i[1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 0 ns, sys: 0 ns, total: 0 ns\n",
      "Wall time: 7.63 µs\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "# sum([])\n",
    "# BAD_ID = stochastic_matrix.map(lambda x:x[0]).collect()[:100]\n",
    "# BAD_ID = set(BAD_ID)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "aswq17558 [0, [['ccc723723', 0.0015760169597110714], ['AFIE', 0.0015760169597110714], ['bencert', 0.0015760169597110714], ['diefishfish', 0.0015760169597110714], ['FlynnZhang', 0.0015760169597110714], ['semih', 0.0015760169597110714], ['nicholas0406', 4.981602779634575e-13], ['GoldenDream', 0.0015760169597110714], ['LABOYS', 4.981602779634575e-13], ['PPTplayer', 0.0015760169597110714], ['frankieW', 0.0015760169597110714], ['analiya', 0.0015760169597110714], ['Julian9x9x9', 0.0015760169597110714], ['goodman5566', 1.0619118744193014e-05], ['AGIknight', 0.0015760169597110714], ['mean', 1.0619118744193014e-05], ['ReDmango', 0.0015760169597110714], ['Supergreen', 0.0015760169597110714], ['lianpig5566', 0.0015760169597110714], ['Tiara5566', 0.0015760169597110714], ['wilson0937', 0.0015760169597110714], ['SnakeO', 0.0015760169597110714], ['hello456', 0.0015760169597110714], ['losojo', 0.0015760169597110714], ['HappyDiD', 0.0015760169597110714], ['NCKUer', 0.0015760169597110714], 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0.0025089201876024847], ['seal998', 0.0025089201876024847], ['bul', 0.0025089201876024847], ['Noxus', 0.0025089201876024847], ['Plot3D', 0.0025089201876024847], ['macbook12', 0.0025089201876024847], ['outdowave', 0.0025089201876024847], ['medi588', 0.0025089201876024847], ['astrayzip', 0.0025089201876024847], ['bengowa', 0.0025089201876024847], ['endoutx', 0.0025089201876024847], ['lwt501cx', 0.0025089201876024847], ['yfme', 0.0025089201876024847], ['ice80712', 1.6904971249001106e-05], ['ericisfish', 0.0025089201876024847], ['robust083', 0.0025089201876024847], ['Wojnarowski', 7.674845073414761e-10], ['SatoTakuma', 0.0025089201876024847], ['abc1204', 0.0025089201876024847], ['ebey30918', 0.0003847553721863507], ['Snowman', 0.0025089201876024847], ['tommychiu', 0.0025089201876024847], ['wei09955104', 0.0003847553721863507], ['princexu', 0.0025089201876024847], ['jjez168', 0.0025089201876024847], ['ed518', 0.0025089201876024847], ['lickllll', 0.0025089201876024847], ['thewtf', 0.0025089201876024847], ['sakula0616', 0.0025089201876024847], ['Neptunium', 0.0003847553721863507], ['ddgs', 0.0025089201876024847], ['nelsonxx', 0.0003847553721863507], ['relio', 0.0025089201876024847], ['keyboard2', 0.0025089201876024847], ['wiwi0526', 0.0025089201876024847], ['sincsnow', 0.0025089201876024847], ['doS16', 0.0025089201876024847], ['stevencool', 1.6904971249001106e-05], ['DJSHD2', 0.0025089201876024847], ['ftsl0209', 0.0025089201876024847], ['DDDDRR', 0.0025089201876024847], ['lovea', 0.0025089201876024847], ['arnold3', 0.0003847553721863507], ['hiokchi', 0.0025089201876024847], ['Bachika', 0.0025089201876024847], ['Bartholemew', 2.1280218268668307e-07], ['twyes', 7.674845073414761e-10], ['MatheFuck', 0.0025089201876024847], ['xyz0', 0.0003847553721863507], ['mikiup0321', 0.0025089201876024847], ['laverne1', 0.0003847553721863507], ['totenkopf001', 0.0025089201876024847], ['Devillian', 0.0025089201876024847], ['pigshow', 0.0025089201876024847], ['chungrew', 1.6904971249001106e-05], ['ninifrog', 0.0025089201876024847], ['monnom', 0.0025089201876024847], ['m82', 0.0003847553721863507], ['yengbao', 0.0025089201876024847], ['zyz', 0.0025089201876024847], ['andrewmiho', 0.0025089201876024847], ['madeofhonor', 0.0025089201876024847], ['curtis7248', 0.0025089201876024847], ['jimgene', 0.0003847553721863507], ['gooho', 0.0025089201876024847], ['joy2105feh', 0.0025089201876024847], ['venson', 0.0025089201876024847], ['hsuyihsiang', 0.0025089201876024847], ['taiwanhi', 0.0025089201876024847], ['ak9', 0.0025089201876024847], ['wirewool', 0.0025089201876024847], ['applegg', 0.0025089201876024847], ['live1002', 0.0025089201876024847], ['yangyunjie', 0.0025089201876024847], ['ivorysoap', 0.0025089201876024847], ['c1951', 0.0025089201876024847], ['koei888', 0.0003847553721863507], ['Justice5566', 1.6904971249001106e-05], ['IronCube', 0.0003847553721863507], ['alice137651', 0.0025089201876024847], ['proprome', 0.0025089201876024847], ['Friend5566', 2.1280218268668307e-07], ['TheoEpstein', 0.0003847553721863507], ['magicbook123', 0.0003847553721863507], ['leafshot', 0.0025089201876024847], ['kimiya1', 0.0003847553721863507], ['mithralin', 0.0025089201876024847], ['e741000', 0.0025089201876024847], ['Aatrox', 0.0025089201876024847], ['gothshow', 0.0025089201876024847], ['Jerome18', 0.0025089201876024847], ['ray90910', 0.0003847553721863507], ['dakkk', 0.0025089201876024847], ['Gxmuvdcq5', 0.0025089201876024847], ['qa17b', 0.0025089201876024847], ['dswchen', 0.0025089201876024847], ['momo28', 0.0003847553721863507], ['lim98989', 0.0003847553721863507], ['james7923', 0.0025089201876024847], ['ms0286415', 0.0025089201876024847], ['pujipuji', 0.0025089201876024847], ['Movice', 0.0025089201876024847], ['Js1233', 0.0025089201876024847], ['gv390', 0.0025089201876024847], ['generally', 0.0003847553721863507], ['kyouya', 0.0025089201876024847], ['KKKKKvs333', 0.0025089201876024847], ['KZS', 0.0003847553721863507], ['jiunjie61', 0.0025089201876024847], ['xuein', 0.0025089201876024847], ['jiunyee', 0.0025089201876024847], ['ashirogimuto', 0.0025089201876024847], ['ilanalan', 0.0025089201876024847], ['johanLarson', 0.0025089201876024847], ['fonzae', 0.0025089201876024847], ['askemm', 0.0025089201876024847], ['krosby', 0.0025089201876024847], ['yuxds', 7.674845073414761e-10], ['bhhsieh', 0.0025089201876024847], ['cjol', 0.0025089201876024847], ['nissan168', 0.0025089201876024847], ['match123', 0.0025089201876024847], ['tin00167', 0.0025089201876024847], ['fox1234', 0.0025089201876024847], ['kilva', 0.0003847553721863507], ['nbarepeat', 0.0025089201876024847], ['girlwe', 0.0025089201876024847], ['kaku5217', 0.0025089201876024847], ['nanachi', 0.0003847553721863507], ['isaluku', 2.3477529174495806e-16], ['akway', 1.6904971249001106e-05], ['sivhd', 0.0025089201876024847], ['knnji', 0.0025089201876024847], ['anti87', 0.0025089201876024847], ['raugeon', 0.0003847553721863507], ['romeo1412', 0.0025089201876024847], ['ReiFan', 0.0025089201876024847], ['koala70136', 2.1280218268668307e-07], ['Kaskade', 0.0025089201876024847], ['genheit', 0.0025089201876024847], ['testtesttest', 0.0025089201876024847], ['zzyyxx77', 1.6904971249001106e-05], ['Bignana', 0.0025089201876024847], ['radiohead56', 0.0025089201876024847], ['s72005ming', 0.0025089201876024847], ['orzooozro', 0.0025089201876024847], ['lianpig5566', 0.0025089201876024847], ['fen1110', 0.0025089201876024847], ['f26724309', 0.0025089201876024847], ['chris7', 0.0025089201876024847], ['allyourshit', 0.0025089201876024847], ['wizardfizban', 0.0025089201876024847], ['TeacherLin', 0.0025089201876024847], ['kylinweapon', 0.0025089201876024847], ['Skod', 1.9913225925282283e-20], ['seabox', 4.839079430391897e-25], ['turbomons', 0.0025089201876024847], ['william2001', 0.0025089201876024847], ['lemon0970', 0.0003847553721863507], ['nightmaresea', 0.0003847553721863507], ['ayumi74825', 0.0025089201876024847], ['l75cm', 0.0025089201876024847], ['s9523004', 0.0003847553721863507], ['Dinenger', 0.0025089201876024847], ['huanglove', 6.720486348738472e-36], ['a512262', 0.0025089201876024847], ['Joeng', 0.0025089201876024847], ['ComeAsYouAre', 0.0003847553721863507], ['hiyuy', 0.0025089201876024847], ['lauver', 0.0025089201876024847], ['silver5566', 0.0025089201876024847], ['allen0080', 1.6904971249001106e-05], ['hwang1460', 0.0025089201876024847], ['VB6', 0.0025089201876024847], ['mother', 0.0025089201876024847], ['ez910115', 0.0025089201876024847], ['sinotrade', 0.0025089201876024847], ['KyleSeager', 0.0025089201876024847], ['a10141013', 0.0003847553721863507], ['souldragon', 0.0003847553721863507], ['ii49', 0.0025089201876024847], ['nawabonga', 1.6904971249001106e-05], ['BleedWang', 0.0025089201876024847], ['oz5566', 0.0003847553721863507], ['maxknife', 0.0025089201876024847], ['hashyang', 0.0025089201876024847], ['tigotigo', 0.0025089201876024847], ['DaiRiT', 0.0025089201876024847], ['ll6a', 0.0003847553721863507], ['elmotze', 0.0025089201876024847], ['a0931040970a', 0.0025089201876024847], ['Workforme', 0.0025089201876024847], ['NuCat', 0.0025089201876024847], ['Fant1408', 0.0025089201876024847], ['l81311i', 0.0025089201876024847], ['nogood', 0.0003847553721863507], ['chirex', 0.0025089201876024847], ['LAPDSWAT456', 0.0003847553721863507], ['smith5656', 0.0003847553721863507], ['omanorboyo', 1.6904971249001106e-05], ['tom80727', 0.0025089201876024847], ['kelosh22', 0.0025089201876024847], ['mimi1020b', 0.0025089201876024847], ['kapasky', 7.930399291345923e-13], ['andy199113', 0.0025089201876024847], ['LUB5566', 0.0025089201876024847], ['ben108472', 7.674845073414761e-10], ['winu', 0.0025089201876024847], ['permoon', 0.0003847553721863507], ['eunhailoveu', 0.0003847553721863507], ['bitterwu', 0.0025089201876024847], ['derfu', 0.0025089201876024847], ['chun0303', 0.0025089201876024847], ['eachen', 0.0025089201876024847], ['SureFire', 0.0025089201876024847], ['NAGI', 0.0025089201876024847], ['deann', 0.0003847553721863507], ['winnabe', 0.0003847553721863507], ['crossmyheart', 0.0025089201876024847], ['montgomery77', 0.0025089201876024847], ['blacksctbc', 0.0025089201876024847], ['hk410050', 0.0025089201876024847], ['Anddyliu', 0.0025089201876024847], ['clausewitz', 0.0025089201876024847], ['great5566', 0.0025089201876024847], ['doliny', 0.0025089201876024847], ['zombie5623', 0.0025089201876024847], ['yoyoboy1', 0.0025089201876024847], ['ppp123', 0.0003847553721863507], ['shotholisi', 0.0025089201876024847], ['dahanjian', 0.0003847553721863507], ['bache', 0.0025089201876024847], ['rivaull', 0.0025089201876024847], ['jeanvanjohn', 2.1280218268668307e-07], ['cpks', 0.0025089201876024847], ['jongam', 0.0025089201876024847], ['abram', 0.0003847553721863507], ['bilibala', 0.0025089201876024847], ['sprucewind', 0.0025089201876024847], ['gaidehao', 0.0025089201876024847], ['Zionward', 0.0025089201876024847], ['fuzzycool', 0.0003847553721863507], ['poiu716', 0.0025089201876024847], ['wfelix', 0.0003847553721863507], ['J0NER', 0.0025089201876024847], ['qazsedcft', 0.0025089201876024847], ['butt1106', 0.0025089201876024847], ['SUPER22K', 0.0025089201876024847], ['qqq61004', 0.0025089201876024847], ['Pattaya', 0.0025089201876024847], ['XDDDDDDDDDD', 0.0025089201876024847], ['DreamYeh', 0.0025089201876024847], ['joanzkow', 0.0003847553721863507], ['eupa1973', 0.0003847553721863507], ['benjy0218', 2.1280218268668307e-07], ['yank0612', 0.0025089201876024847], ['mehan', 0.0025089201876024847], ['kero2377', 0.0003847553721863507], ['sbflight', 0.0003847553721863507], ['johnny9667', 2.1280218268668307e-07], ['chocholove', 0.0025089201876024847], ['alex8725', 0.0025089201876024847], ['HODALA', 0.0025089201876024847], ['rote', 0.0003847553721863507], ['ebsd', 0.0025089201876024847], ['TwiceMomo520', 0.0003847553721863507], ['calibration', 0.0025089201876024847], ['oftisa', 7.674845073414761e-10], ['globle5566', 0.0025089201876024847], ['hume', 0.0025089201876024847], ['morgankhs', 0.0025089201876024847], ['syearth', 0.0025089201876024847], ['epilepcy', 2.1280218268668307e-07], ['AskWhat', 0.0025089201876024847], ['icepet0015', 0.0025089201876024847], ['mark32928', 0.0025089201876024847], ['pp520', 0.0025089201876024847], ['cantus', 0.0025089201876024847], ['moneybuy', 0.0003847553721863507], ['medama', 0.0025089201876024847], ['bkyu', 0.0025089201876024847], ['tw689', 0.0003847553721863507], ['jason748', 0.0003847553721863507], ['girl10319', 7.674845073414761e-10], ['benzis', 0.0003847553721863507], ['vancepeng', 0.0025089201876024847], ['kenny1300175', 1.6904971249001106e-05], ['osirix0227', 0.0003847553721863507], ['kku6869', 0.0025089201876024847], ['kidofking', 0.0025089201876024847], ['Ifault', 0.0025089201876024847], ['tfnop', 0.0025089201876024847], ['seraphimm', 0.0003847553721863507], ['Molester5566', 0.0025089201876024847], ['op0089', 0.0025089201876024847], ['pp5434', 0.0003847553721863507], ['amaru03', 0.0025089201876024847], ['dharma', 0.0025089201876024847], ['zxc445567', 0.0003847553721863507], ['linwuno', 0.0025089201876024847], ['warlockx', 0.0025089201876024847], ['jim2330300', 0.0025089201876024847], ['jojoway', 0.0025089201876024847], ['sun8', 0.0025089201876024847], ['A1bertPujols', 2.1280218268668307e-07], ['st210113', 0.0025089201876024847], ['semih', 0.0025089201876024847], ['kiowa12345', 0.0003847553721863507], ['starport', 0.0025089201876024847], ['st9760916', 0.0025089201876024847], ['aaa11334', 0.0003847553721863507], ['tobetwob', 0.0025089201876024847], ['archer67', 0.0025089201876024847], ['ILANsamurai', 0.0025089201876024847], ['Zcould', 1.6904971249001106e-05], ['became', 0.0025089201876024847], ['tonyrao', 0.0025089201876024847], ['Xcd15', 0.0025089201876024847], ['Yamapi5566', 0.0025089201876024847], ['liunwaiqoo', 1.6904971249001106e-05], ['zoosleep', 0.0025089201876024847], ['seand8088503', 0.0025089201876024847], ['inb', 0.0025089201876024847], ['AIDM', 0.0003847553721863507], ['andyann', 7.674845073414761e-10], ['destroytw', 0.0003847553721863507], ['electroplate', 0.0003847553721863507], ['hito0509', 0.0025089201876024847], ['foxclimber', 0.0025089201876024847], ['kiki2125', 1.6904971249001106e-05], ['wang19980531', 1.6904971249001106e-05], ['cenacenacena', 0.0025089201876024847], ['ilovelol', 0.0025089201876024847], ['HuChunhua', 0.0025089201876024847], ['monine', 0.0025089201876024847], ['Coffeewater', 0.0003847553721863507], ['MrTexas', 0.0025089201876024847], ['ccyaztfe', 0.0025089201876024847], ['bezbol', 0.0025089201876024847], ['HankMoody', 0.0025089201876024847], ['clark0816', 0.0025089201876024847], ['qqq87112', 0.0025089201876024847], ['njnjy', 0.0025089201876024847], ['patentstm', 1.6904971249001106e-05], ['soniccsie', 0.0025089201876024847], ['btm978952', 7.930399291345923e-13], ['attilalin', 0.0025089201876024847], ['Lime5566', 0.0025089201876024847], ['ak47good', 0.0025089201876024847], ['shinmoner', 0.0003847553721863507], ['sandemo', 7.674845073414761e-10], ['theskyofblue', 0.0025089201876024847], ['a520', 0.0025089201876024847], ['cuties0201', 0.0025089201876024847], ['hiball', 0.0025089201876024847], ['onlygoog', 2.1280218268668307e-07], ['YAYA6655', 1.6904971249001106e-05], ['jeffguoft', 0.0025089201876024847], ['Asclepius', 0.0003847553721863507], ['YenFuOne', 0.0003847553721863507], ['wishcrystal', 0.0025089201876024847], ['ejijojo', 0.0003847553721863507], ['angellll', 0.0025089201876024847], ['whoamiqq', 0.0025089201876024847], ['kneo8899', 0.0025089201876024847], ['kccn', 0.0025089201876024847], ['kidd721001', 0.0025089201876024847], ['tiger911', 0.0025089201876024847], ['indium111', 0.0003847553721863507], ['whackup', 0.0025089201876024847], ['heartblue', 0.0025089201876024847], ['KOGADOU', 0.0003847553721863507], ['ilovedt', 0.0003847553721863507], ['cht211', 0.0025089201876024847], ['nicholas0406', 7.930399291345923e-13], ['cal629195', 0.0025089201876024847], ['johnny790218', 0.0025089201876024847], ['bebehome', 0.0003847553721863507], ['sylvia0915', 0.0003847553721863507], ['good2009', 0.0025089201876024847], ['dean1990', 0.0025089201876024847], ['liang691206', 0.0025089201876024847], ['Gavatzky', 0.0025089201876024847], ['jajujo', 0.0025089201876024847], ['belmontc', 0.0025089201876024847], ['YumingHuang', 0.0003847553721863507], ['AlphaM', 0.0003847553721863507], ['GYda', 0.0003847553721863507], ['recount', 0.0003847553721863507], ['heybro', 0.0025089201876024847], ['SangoDragon', 0.0025089201876024847], ['Hiterler', 0.0025089201876024847], ['oodh', 0.0025089201876024847], ['Borges', 0.0025089201876024847], ['Aurelio', 0.0025089201876024847], ['Edster', 0.0025089201876024847], ['zaxs12333', 0.0025089201876024847], ['wavelet', 0.0025089201876024847], ['CTC0115', 1.6904971249001106e-05], ['MookieBetts', 0.0025089201876024847], ['goetze', 0.0025089201876024847], ['f22313467', 0.0025089201876024847], ['cross5566', 0.0025089201876024847], ['geordie', 0.0025089201876024847], ['yoseii', 0.0025089201876024847], ['tom501062003', 0.0025089201876024847], ['SC5566', 0.0025089201876024847], ['jasonhsu14', 0.0025089201876024847], ['drea', 0.0025089201876024847], ['Israfil', 0.0025089201876024847], ['baptism', 0.0025089201876024847], ['eddy12357', 0.0025089201876024847], ['deaddead', 0.0025089201876024847], ['koil', 0.0025089201876024847], ['osalucard', 0.0003847553721863507], ['va1kyrie', 0.0003847553721863507], ['genius721105', 0.0025089201876024847], ['buiseov', 0.0025089201876024847], ['dxoxb', 0.0025089201876024847], ['lineage0916', 0.0025089201876024847], ['gerund', 7.674845073414761e-10], ['macaron5566', 1.6904971249001106e-05], ['kk0716', 0.0025089201876024847], ['threeforw', 0.0025089201876024847], ['april7777', 0.0025089201876024847]]]\n",
      "CPU times: user 20 ms, sys: 0 ns, total: 20 ms\n",
      "Wall time: 951 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "def turn_to_stochastic_matrix(item, N, ban_id):\n",
    "    source, dests = item\n",
    "    dests = [[i[0], exp(-1 * ( (i[1]**2) / (2 * beta))) ] for i in dests]\n",
    "    goto = []\n",
    "    total_weight = sum([i[1] for i in dests])\n",
    "    for i in dests:\n",
    "        dest, weight = i\n",
    "        if total_weight == 0:\n",
    "            weight = 0\n",
    "        else:\n",
    "            weight = weight/total_weight\n",
    "        \n",
    "\n",
    "        goto.append([dest, weight])\n",
    "    \n",
    "#     return key, [Fraction(1, N), goto]\n",
    "    if source in ban_id:\n",
    "        return (source, [1, goto])\n",
    "    else:\n",
    "        return (source, [0, goto])\n",
    "    \n",
    "stochastic_matrix = stochastic_matrix.map(lambda x: turn_to_stochastic_matrix(x, N, BAD_ID))\n",
    "for i in stochastic_matrix.take(5):\n",
    "    print(i[0], list(i[1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1371"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "BAD_ID_Number"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 16 ms, sys: 4 ms, total: 20 ms\n",
      "Wall time: 34 s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "1344"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "tmp2 = stochastic_matrix.filter(lambda x:x[0] in BAD_ID).count()\n",
    "tmp2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# %%time\n",
    "# tmp = stochastic_matrix.map(lambda x:x[1][0]).sum()\n",
    "# tmp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# tmp2 = stochastic_matrix.map(lambda x:x[1]).collect()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# len(tmp2)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# tmp2 = set(tmp2)\n",
    "# len(tmp2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# BAD_ID_Number"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# BAD_ID & tmp2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# %%time\n",
    "# stochastic_matrix = stochastic_matrix.map(lambda x: turn_to_stochastic_matrix(x, N, BAD_ID))\n",
    "# # [(i, list(j)) for i,j in stochastic_matrix.collect()]\n",
    "# stochastic_matrix.take(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 格式是\n",
    "# source [(dist,(weight, vale))]\n",
    "# for i in stochastic_matrix.take(5):\n",
    "#     print(i[0], list(i[1]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Mapper\n",
    "把所有 node 對其他 node 的貢獻都算出來"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 16 ms, sys: 0 ns, total: 16 ms\n",
      "Wall time: 918 ms\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[['ccc723723', 0.0],\n",
       " ['AFIE', 0.0],\n",
       " ['bencert', 0.0],\n",
       " ['diefishfish', 0.0],\n",
       " ['FlynnZhang', 0.0],\n",
       " ['semih', 0.0],\n",
       " ['nicholas0406', 0.0],\n",
       " ['GoldenDream', 0.0],\n",
       " ['LABOYS', 0.0],\n",
       " ['PPTplayer', 0.0],\n",
       " ['frankieW', 0.0],\n",
       " ['analiya', 0.0],\n",
       " ['Julian9x9x9', 0.0],\n",
       " ['goodman5566', 0.0],\n",
       " ['AGIknight', 0.0],\n",
       " ['mean', 0.0],\n",
       " ['ReDmango', 0.0],\n",
       " ['Supergreen', 0.0],\n",
       " ['lianpig5566', 0.0],\n",
       " ['Tiara5566', 0.0],\n",
       " ['wilson0937', 0.0],\n",
       " ['SnakeO', 0.0],\n",
       " ['hello456', 0.0],\n",
       " ['losojo', 0.0],\n",
       " ['HappyDiD', 0.0],\n",
       " ['NCKUer', 0.0],\n",
       " ['douCai', 0.0],\n",
       " ['raugeon', 0.0],\n",
       " ['leolu2013', 0.0],\n",
       " ['IbakaBlock', 0.0]]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "def get_new_value(item, beta, N, bad_id):\n",
    "    source, v = item\n",
    "    value, dests = v\n",
    "#     weight, value = value\n",
    "#     source, dest = key\n",
    "#     total_weight = len([i[1][0] for i in dests])\n",
    "    \n",
    "    new_values = []\n",
    "    for i in dests:\n",
    "        dest, weight = i\n",
    "#         new_values.append([i, beta * (value/ N_dest) + (1-beta)/N])\n",
    "        # 跳到 bad_id (personal page rank)\n",
    "#         if dest in bad_id: #\n",
    "#             new_values.append([i[0], beta * (value * weight) +  ((1-beta)/len(bad_id))])\n",
    "#         else:\n",
    "#             new_values.append([i[0], beta * (value * weight)] )\n",
    "        new_values.append([i[0], beta * (value * weight)] )\n",
    "        \n",
    "    return new_values\n",
    "\n",
    "new_values = stochastic_matrix.flatMap(lambda x: get_new_value(x, beta, N, BAD_ID))\n",
    "new_values.take(30)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Reducer\n",
    "加總所有貢獻"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 28 ms, sys: 4 ms, total: 32 ms\n",
      "Wall time: 52.6 s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[['ccc723723', 0.06739337981862062],\n",
       " ['FlynnZhang', 0.008854876843076556],\n",
       " ['LABOYS', 0.011995682951920402],\n",
       " ['PPTplayer', 1.0303927796063577],\n",
       " ['analiya', 0.009517801046225082]]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "def topic_rank(x, bad_id):\n",
    "    if x[0] in bad_id:\n",
    "        return [x[0], x[1] + ((1-beta)/len(bad_id)) + ((1-beta) * 1)]\n",
    "    else:\n",
    "        return [x[0], x[1]]\n",
    "new_values = new_values.reduceByKey(add).map(lambda x: topic_rank(x, BAD_ID) )\n",
    "new_values.take(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 算出 S"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# S = new_values.values().reduce(add)\n",
    "# S"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 16 ms, sys: 0 ns, total: 16 ms\n",
      "Wall time: 799 ms\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "1154.2576221735933"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "S = new_values.values().sum()\n",
    "S"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 結合 new 跟 old 為之後的更新做準備"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('aswq17558',\n",
       "  ([0,\n",
       "    [['ccc723723', 0.0015760169597110714],\n",
       "     ['AFIE', 0.0015760169597110714],\n",
       "     ['bencert', 0.0015760169597110714],\n",
       "     ['diefishfish', 0.0015760169597110714],\n",
       "     ['FlynnZhang', 0.0015760169597110714],\n",
       "     ['semih', 0.0015760169597110714],\n",
       "     ['nicholas0406', 4.981602779634575e-13],\n",
       "     ['GoldenDream', 0.0015760169597110714],\n",
       "     ['LABOYS', 4.981602779634575e-13],\n",
       "     ['PPTplayer', 0.0015760169597110714],\n",
       "     ['frankieW', 0.0015760169597110714],\n",
       "     ['analiya', 0.0015760169597110714],\n",
       "     ['Julian9x9x9', 0.0015760169597110714],\n",
       "     ['goodman5566', 1.0619118744193014e-05],\n",
       "     ['AGIknight', 0.0015760169597110714],\n",
       "     ['mean', 1.0619118744193014e-05],\n",
       "     ['ReDmango', 0.0015760169597110714],\n",
       "     ['Supergreen', 0.0015760169597110714],\n",
       "     ['lianpig5566', 0.0015760169597110714],\n",
       "     ['Tiara5566', 0.0015760169597110714],\n",
       "     ['wilson0937', 0.0015760169597110714],\n",
       "     ['SnakeO', 0.0015760169597110714],\n",
       "     ['hello456', 0.0015760169597110714],\n",
       "     ['losojo', 0.0015760169597110714],\n",
       "     ['HappyDiD', 0.0015760169597110714],\n",
       "     ['NCKUer', 0.0015760169597110714],\n",
       "     ['douCai', 0.0015760169597110714],\n",
       "     ['raugeon', 0.0015760169597110714],\n",
       "     ['leolu2013', 0.0015760169597110714],\n",
       "     ['IbakaBlock', 0.0015760169597110714],\n",
       "     ['DCHC', 0.0015760169597110714],\n",
       "     ['laverne1', 0.0015760169597110714],\n",
       "     ['ivorysoap', 0.0002416900286035363],\n",
       "     ['cowardlyman', 0.0015760169597110714],\n",
       "     ['hernest01', 0.0015760169597110714],\n",
       "     ['voohong', 0.0015760169597110714],\n",
       "     ['NAGI', 0.0002416900286035363],\n",
       "     ['yms12709', 0.0015760169597110714],\n",
       "     ['abadcafe', 0.0015760169597110714],\n",
       "     ['turbomons', 0.0002416900286035363],\n",
       "     ['p1ayouro1e', 0.0015760169597110714],\n",
       "     ['blueadam193', 0.0015760169597110714],\n",
       "     ['omanorboyo', 1.0619118744193014e-05],\n",
       "     ['seabax', 0.0015760169597110714],\n",
       "     ['Gunbuster', 0.0015760169597110714],\n",
       "     ['jxzhe', 0.0015760169597110714],\n",
       "     ['ase14985', 0.0015760169597110714],\n",
       "     ['nike3508', 0.0015760169597110714],\n",
       "     ['deanh', 0.0015760169597110714],\n",
       "     ['LLsolo', 0.0015760169597110714],\n",
       "     ['ALOVET', 0.0015760169597110714],\n",
       "     ['gordongj9ek', 0.0015760169597110714],\n",
       "     ['Xbox960', 0.0015760169597110714],\n",
       "     ['I8DGC', 0.0015760169597110714],\n",
       "     ['GTOKevin', 0.0015760169597110714],\n",
       "     ['ipmen', 0.0015760169597110714],\n",
       "     ['a187', 0.0015760169597110714],\n",
       "     ['CuLiZn5566', 0.0015760169597110714],\n",
       "     ['Santander', 0.0015760169597110714],\n",
       "     ['chiafann', 0.0015760169597110714],\n",
       "     ['taipei5566', 0.0015760169597110714],\n",
       "     ['brokenlin', 0.0015760169597110714],\n",
       "     ['kuku951', 0.0015760169597110714],\n",
       "     ['SUNDAVE', 0.0015760169597110714],\n",
       "     ['cytotoxic', 0.0015760169597110714],\n",
       "     ['sgzt', 0.0002416900286035363],\n",
       "     ['goldenhill', 0.0015760169597110714],\n",
       "     ['newking761', 0.0015760169597110714],\n",
       "     ['zeuga', 0.0015760169597110714],\n",
       "     ['balahaha', 0.0015760169597110714],\n",
       "     ['LBJshit', 0.0002416900286035363],\n",
       "     ['mayaman', 0.0002416900286035363],\n",
       "     ['iPad3', 0.0015760169597110714],\n",
       "     ['youhow0418', 0.0015760169597110714],\n",
       "     ['bellman', 0.0015760169597110714],\n",
       "     ['safefree', 0.0002416900286035363],\n",
       "     ['david7928', 0.0015760169597110714],\n",
       "     ['sado', 0.0015760169597110714],\n",
       "     ['GUNDAMGOGOGO', 0.0015760169597110714],\n",
       "     ['orze04', 0.0015760169597110714],\n",
       "     ['icrt000000', 0.0015760169597110714],\n",
       "     ['Demonic1013', 0.0015760169597110714],\n",
       "     ['twin1949tw', 0.0015760169597110714],\n",
       "     ['mason710', 1.3367497724119875e-07],\n",
       "     ['torrest', 0.0015760169597110714],\n",
       "     ['FuySenk', 0.0015760169597110714],\n",
       "     ['skn60694', 1.0619118744193014e-05],\n",
       "     ['hTCU11', 0.0015760169597110714],\n",
       "     ['antivenom', 0.0015760169597110714],\n",
       "     ['zhahu', 0.0015760169597110714],\n",
       "     ['Cabral', 0.0015760169597110714],\n",
       "     ['jackthegreat', 0.0015760169597110714],\n",
       "     ['jacklyl', 0.0002416900286035363],\n",
       "     ['taotzu', 0.0015760169597110714],\n",
       "     ['visit19xx', 0.0015760169597110714],\n",
       "     ['threee', 0.0015760169597110714],\n",
       "     ['Friend5566', 1.0619118744193014e-05],\n",
       "     ['anher', 0.0015760169597110714],\n",
       "     ['ro134360', 0.0015760169597110714],\n",
       "     ['smest', 0.0015760169597110714],\n",
       "     ['JokePtt', 0.0015760169597110714],\n",
       "     ['erotogenic', 0.0015760169597110714],\n",
       "     ['JapanEmperor', 0.0015760169597110714],\n",
       "     ['handlesome', 0.0015760169597110714],\n",
       "     ['payyee', 0.0015760169597110714],\n",
       "     ['rxhivzero', 0.0002416900286035363],\n",
       "     ['ps124125288', 0.0015760169597110714],\n",
       "     ['Zepplin', 0.0015760169597110714],\n",
       "     ['Sparkle001', 0.0015760169597110714],\n",
       "     ['cmq29', 1.0619118744193014e-05],\n",
       "     ['brance1093', 0.0015760169597110714],\n",
       "     ['qudezu', 0.0015760169597110714],\n",
       "     ['AAAB', 1.0619118744193014e-05],\n",
       "     ['ocean5566', 0.0002416900286035363],\n",
       "     ['dans', 0.0015760169597110714],\n",
       "     ['Xaymaca', 0.0002416900286035363],\n",
       "     ['ottoyu', 0.0015760169597110714],\n",
       "     ['kugga', 0.0015760169597110714],\n",
       "     ['sylvia0915', 0.0015760169597110714],\n",
       "     ['cheinshin', 1.0619118744193014e-05],\n",
       "     ['wind1729', 0.0015760169597110714],\n",
       "     ['JRSmith', 0.0015760169597110714],\n",
       "     ['arumi416', 0.0002416900286035363],\n",
       "     ['posen2012', 0.0015760169597110714],\n",
       "     ['eiw123', 0.0015760169597110714],\n",
       "     ['Alertme', 0.0002416900286035363],\n",
       "     ['mnhyuiop', 0.0015760169597110714],\n",
       "     ['Damp', 0.0015760169597110714],\n",
       "     ['entitle', 0.0015760169597110714],\n",
       "     ['taco3019397', 0.0015760169597110714],\n",
       "     ['Safin', 0.0015760169597110714],\n",
       "     ['takizawa5566', 0.0002416900286035363],\n",
       "     ['wuke', 0.0015760169597110714],\n",
       "     ['hugh509', 0.0015760169597110714],\n",
       "     ['f124', 0.0015760169597110714],\n",
       "     ['aa3ch', 0.0015760169597110714],\n",
       "     ['IslamicState', 0.0015760169597110714],\n",
       "     ['cms1717698', 0.0015760169597110714],\n",
       "     ['SebaJun', 0.0015760169597110714],\n",
       "     ['tang639', 0.0015760169597110714],\n",
       "     ['cmelo1515', 0.0015760169597110714],\n",
       "     ['legos4710', 0.0015760169597110714],\n",
       "     ['skyoun', 0.0015760169597110714],\n",
       "     ['hk410050', 0.0015760169597110714],\n",
       "     ['racksold', 0.0015760169597110714],\n",
       "     ['senma', 0.0015760169597110714],\n",
       "     ['kennken', 0.0015760169597110714],\n",
       "     ['yabition0411', 0.0015760169597110714],\n",
       "     ['A1bertPujols', 1.0619118744193014e-05],\n",
       "     ['loserfatotak', 0.0015760169597110714],\n",
       "     ['a111111', 0.0002416900286035363],\n",
       "     ['ReeJan', 0.0015760169597110714],\n",
       "     ['eddisontw', 0.0015760169597110714],\n",
       "     ['UWinKing', 0.0015760169597110714],\n",
       "     ['kingtama', 0.0002416900286035363],\n",
       "     ['MatheFuck', 0.0015760169597110714],\n",
       "     ['Jpswd', 0.0015760169597110714],\n",
       "     ['pchion2002', 0.0015760169597110714],\n",
       "     ['crazytaxi123', 0.0015760169597110714],\n",
       "     ['ray081411', 0.0015760169597110714],\n",
       "     ['leoth', 0.0015760169597110714],\n",
       "     ['zenar', 0.0015760169597110714],\n",
       "     ['id520', 0.0015760169597110714],\n",
       "     ['AhSs', 0.0015760169597110714],\n",
       "     ['chenglap', 0.0015760169597110714],\n",
       "     ['yuxds', 1.0619118744193014e-05],\n",
       "     ['Lawleit', 0.0015760169597110714],\n",
       "     ['leoz69927', 0.0015760169597110714],\n",
       "     ['kimo9823', 0.0015760169597110714],\n",
       "     ['sean920909', 0.0015760169597110714],\n",
       "     ['god060119', 0.0015760169597110714],\n",
       "     ['SaarZhang', 0.0015760169597110714],\n",
       "     ['cores', 0.0015760169597110714],\n",
       "     ['willy9836', 0.0015760169597110714],\n",
       "     ['s27052705', 0.0015760169597110714],\n",
       "     ['XDDDDDDDDDD', 0.0002416900286035363],\n",
       "     ['dreamer15', 0.0015760169597110714],\n",
       "     ['showingstar', 0.0015760169597110714],\n",
       "     ['e741000', 0.0015760169597110714],\n",
       "     ['Aruka0924', 0.0002416900286035363],\n",
       "     ['KingKingCold', 0.0002416900286035363],\n",
       "     ['jackhu0918', 0.0015760169597110714],\n",
       "     ['b10485762000', 0.0015760169597110714],\n",
       "     ['AyanoHamaura', 0.0015760169597110714],\n",
       "     ['febula', 0.0015760169597110714],\n",
       "     ['LIN6627', 0.0015760169597110714],\n",
       "     ['bigDwinsch', 0.0015760169597110714],\n",
       "     ['halusai', 0.0015760169597110714],\n",
       "     ['Gjoy', 0.0002416900286035363],\n",
       "     ['chin2049', 0.0015760169597110714],\n",
       "     ['F16V', 0.0015760169597110714],\n",
       "     ['SIRO5566', 0.0015760169597110714],\n",
       "     ['waitl', 0.0015760169597110714],\n",
       "     ['minipig1127', 0.0015760169597110714],\n",
       "     ['vodkalime607', 0.0002416900286035363],\n",
       "     ['JEWH', 0.0015760169597110714],\n",
       "     ['Pietro', 0.0002416900286035363],\n",
       "     ['tyo5151', 0.0015760169597110714],\n",
       "     ['ii49', 0.0015760169597110714],\n",
       "     ['tagso', 0.0015760169597110714],\n",
       "     ['jim924211', 0.0015760169597110714],\n",
       "     ['joug', 0.0015760169597110714],\n",
       "     ['teddy1209', 0.0015760169597110714],\n",
       "     ['lovea', 0.0002416900286035363],\n",
       "     ['ThisisLongID', 0.0015760169597110714],\n",
       "     ['sdfg014025xx', 0.0015760169597110714],\n",
       "     ['nonpolar', 0.0015760169597110714],\n",
       "     ['ga502020', 0.0015760169597110714],\n",
       "     ['VVizZ', 1.0619118744193014e-05],\n",
       "     ['Epimenides', 0.0015760169597110714],\n",
       "     ['chpen', 0.0015760169597110714],\n",
       "     ['jmt1259', 0.0015760169597110714],\n",
       "     ['Ommmmmm5566', 0.0015760169597110714],\n",
       "     ['Tattoo', 0.0015760169597110714],\n",
       "     ['patentstm', 0.0015760169597110714],\n",
       "     ['kcclasaki', 0.0015760169597110714],\n",
       "     ['ccxx9999', 0.0002416900286035363],\n",
       "     ['nicetree', 0.0015760169597110714],\n",
       "     ['kusowan', 0.0015760169597110714],\n",
       "     ['fffffff4', 0.0015760169597110714],\n",
       "     ['H2', 0.0015760169597110714],\n",
       "     ['ros', 0.0015760169597110714],\n",
       "     ['bebehome', 0.0015760169597110714],\n",
       "     ['Lailungsheng', 0.0015760169597110714],\n",
       "     ['yeh3360', 0.0015760169597110714],\n",
       "     ['cjer', 0.0015760169597110714],\n",
       "     ['iComeInPeace', 0.0015760169597110714],\n",
       "     ['JuanMata', 0.0015760169597110714],\n",
       "     ['CenaC', 0.0015760169597110714],\n",
       "     ['kasion', 0.0015760169597110714],\n",
       "     ['kenbo', 0.0015760169597110714],\n",
       "     ['s0930194', 0.0015760169597110714],\n",
       "     ['kkes0001', 0.0015760169597110714],\n",
       "     ['v3aa7n', 0.0015760169597110714],\n",
       "     ['cyy601022', 0.0015760169597110714],\n",
       "     ['LukeSkywaker', 0.0015760169597110714],\n",
       "     ['miyatan', 0.0015760169597110714],\n",
       "     ['wiiann', 0.0015760169597110714],\n",
       "     ['eric890817', 0.0002416900286035363],\n",
       "     ['einard6666', 0.0015760169597110714],\n",
       "     ['toofat', 0.0015760169597110714],\n",
       "     ['KMT5566', 0.0015760169597110714],\n",
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       "     ['ergostepo', 0.0002416900286035363],\n",
       "     ['YEEman', 0.0015760169597110714],\n",
       "     ['limitex', 0.0015760169597110714],\n",
       "     ['iphone55566', 0.0015760169597110714],\n",
       "     ['norvasc', 0.0015760169597110714],\n",
       "     ['pkuguy', 0.0015760169597110714],\n",
       "     ['saebox', 0.0015760169597110714],\n",
       "     ['bengowa', 0.0015760169597110714],\n",
       "     ['lso5566', 0.0015760169597110714],\n",
       "     ['punksir', 0.0015760169597110714],\n",
       "     ['yisdl', 0.0015760169597110714],\n",
       "     ['jiunyee', 0.0015760169597110714],\n",
       "     ['Orzzxc', 0.0015760169597110714],\n",
       "     ['h2o1125', 0.0015760169597110714],\n",
       "     ['ae', 1.0619118744193014e-05],\n",
       "     ['blackkeyss', 0.0015760169597110714],\n",
       "     ['ptt987654321', 0.0015760169597110714],\n",
       "     ['ap926044', 0.0002416900286035363],\n",
       "     ['keypad', 0.0015760169597110714],\n",
       "     ['lucy6661', 0.0015760169597110714],\n",
       "     ['berkeley5566', 0.0015760169597110714],\n",
       "     ['meta41110', 0.0015760169597110714],\n",
       "     ['s9414h', 1.0619118744193014e-05],\n",
       "     ['shoubaiz', 0.0015760169597110714],\n",
       "     ['w1230319', 0.0015760169597110714],\n",
       "     ['Rigaudon', 0.0002416900286035363],\n",
       "     ['nysky', 0.0015760169597110714],\n",
       "     ['xuein', 0.0002416900286035363],\n",
       "     ['Daedolon', 0.0015760169597110714],\n",
       "     ['osuki', 0.0015760169597110714],\n",
       "     ['hahacha', 0.0015760169597110714],\n",
       "     ['john91018', 0.0015760169597110714],\n",
       "     ['meicon5566', 0.0015760169597110714],\n",
       "     ['simpsons', 0.0015760169597110714],\n",
       "     ['Rusnake5566', 0.0015760169597110714],\n",
       "     ['chimeptt', 1.0619118744193014e-05],\n",
       "     ['letitflame', 0.0015760169597110714],\n",
       "     ['Kay731', 0.0015760169597110714],\n",
       "     ['WeiKitten', 0.0015760169597110714],\n",
       "     ['geoharmmer', 0.0015760169597110714],\n",
       "     ['cj3x04gp6', 0.0015760169597110714],\n",
       "     ['train60125', 0.0015760169597110714],\n",
       "     ['cimic', 0.0015760169597110714],\n",
       "     ['F93935', 0.0015760169597110714],\n",
       "     ['MrDK', 0.0015760169597110714],\n",
       "     ['ce1671821', 0.0015760169597110714],\n",
       "     ['leader2005', 0.0015760169597110714],\n",
       "     ['XperiaZ', 0.0015760169597110714],\n",
       "     ['Caress', 0.0015760169597110714],\n",
       "     ['qazStarStar', 0.0015760169597110714],\n",
       "     ['comboking', 0.0015760169597110714],\n",
       "     ['Seals', 0.0015760169597110714],\n",
       "     ['FourOneJ', 0.0002416900286035363],\n",
       "     ['sunine6488', 0.0015760169597110714],\n",
       "     ['yoyololicon', 0.0015760169597110714],\n",
       "     ['hnyvqc', 0.0015760169597110714],\n",
       "     ['protagoras', 0.0015760169597110714],\n",
       "     ['richshen', 0.0015760169597110714],\n",
       "     ['royroy666', 0.0002416900286035363],\n",
       "     ['Racing5566', 0.0015760169597110714],\n",
       "     ['stratege', 0.0015760169597110714],\n",
       "     ['rei196', 0.0015760169597110714],\n",
       "     ['nnnn', 0.0015760169597110714],\n",
       "     ['tung3567752', 0.0002416900286035363],\n",
       "     ['krousxchen', 0.0002416900286035363],\n",
       "     ['sunyeah', 0.0015760169597110714],\n",
       "     ['avexgroup', 0.0015760169597110714],\n",
       "     ['ForTheHorde', 0.0015760169597110714],\n",
       "     ['seabox', 1.474777250147398e-16],\n",
       "     ['Zphoenix', 0.0015760169597110714],\n",
       "     ['Vasilii', 0.0015760169597110714],\n",
       "     ['medama', 0.0015760169597110714],\n",
       "     ['arsonlolita', 0.0015760169597110714],\n",
       "     ['assfk', 0.0015760169597110714],\n",
       "     ['bigcow637', 0.0015760169597110714],\n",
       "     ['wizardfizban', 0.0002416900286035363],\n",
       "     ['Sid5566', 0.0002416900286035363],\n",
       "     ['Metallicat', 0.0015760169597110714],\n",
       "     ['momolo2000', 0.0015760169597110714],\n",
       "     ['TheDraggers', 0.0015760169597110714],\n",
       "     ['smalltwo', 0.0015760169597110714],\n",
       "     ['LoveMakeLove', 0.0015760169597110714],\n",
       "     ['chungrew', 0.0002416900286035363],\n",
       "     ['lofan', 0.0015760169597110714],\n",
       "     ['herbert0716', 0.0015760169597110714],\n",
       "     ['Tutt', 0.0015760169597110714],\n",
       "     ['ILike58', 0.0015760169597110714],\n",
       "     ['onlygoog', 0.0015760169597110714],\n",
       "     ['uhubi', 0.0015760169597110714],\n",
       "     ['holyhelm', 0.0002416900286035363],\n",
       "     ['ponypeepee', 0.0015760169597110714],\n",
       "     ['lovetina', 0.0015760169597110714],\n",
       "     ['snsd9', 0.0015760169597110714],\n",
       "     ['Bignana', 0.0015760169597110714],\n",
       "     ['opengaydoor', 0.0002416900286035363],\n",
       "     ['MoriiKaho', 0.0015760169597110714],\n",
       "     ['imericlai', 0.0015760169597110714],\n",
       "     ['BlueBird5566', 0.0002416900286035363],\n",
       "     ['darkcake', 0.0002416900286035363],\n",
       "     ['tigotigo', 0.0015760169597110714],\n",
       "     ['kons', 0.0015760169597110714],\n",
       "     ['tmacfly', 0.0015760169597110714],\n",
       "     ['Hyuui', 0.0002416900286035363],\n",
       "     ['b81097', 0.0015760169597110714],\n",
       "     ['meredith001', 0.0015760169597110714],\n",
       "     ['duncanga', 0.0015760169597110714],\n",
       "     ['ludan7972', 0.0015760169597110714],\n",
       "     ['zpkl2807', 0.0015760169597110714],\n",
       "     ['artpoet', 0.0015760169597110714],\n",
       "     ['hohedena', 0.0015760169597110714],\n",
       "     ['spidina', 0.0015760169597110714],\n",
       "     ['rainyday1908', 0.0015760169597110714],\n",
       "     ['willy1103', 0.0002416900286035363],\n",
       "     ['dinnerer5566', 0.0015760169597110714],\n",
       "     ['elapsed1225', 0.0015760169597110714],\n",
       "     ['XXXXGAY', 0.0002416900286035363],\n",
       "     ['ylshpiliman', 0.0015760169597110714],\n",
       "     ['pkpk23456', 0.0015760169597110714],\n",
       "     ['Ginpunch', 0.0002416900286035363],\n",
       "     ['deitly', 0.0015760169597110714],\n",
       "     ['filmystery', 1.0619118744193014e-05],\n",
       "     ['smileboy2016', 0.0015760169597110714],\n",
       "     ['jfsu', 0.0015760169597110714],\n",
       "     ['philmaru', 0.0015760169597110714],\n",
       "     ['chinnez', 0.0015760169597110714],\n",
       "     ['hk416', 0.0015760169597110714],\n",
       "     ['X88888', 1.0619118744193014e-05],\n",
       "     ['linhu8883324', 0.0002416900286035363],\n",
       "     ['lobfo', 0.0015760169597110714],\n",
       "     ['chadmu', 0.0015760169597110714],\n",
       "     ['junyussh', 0.0015760169597110714],\n",
       "     ['sqe123456z', 0.0015760169597110714],\n",
       "     ['extemjin', 0.0015760169597110714],\n",
       "     ['Kamiyu', 0.0015760169597110714],\n",
       "     ['abramtw', 0.0015760169597110714],\n",
       "     ['glthe1', 0.0015760169597110714],\n",
       "     ['taiwan08', 0.0002416900286035363],\n",
       "     ['pizzafan', 0.0015760169597110714],\n",
       "     ['ph98', 0.0015760169597110714],\n",
       "     ['tigerblue663', 0.0015760169597110714],\n",
       "     ['richer23', 0.0015760169597110714],\n",
       "     ['brucechu0319', 0.0015760169597110714],\n",
       "     ['tukuman', 0.0002416900286035363],\n",
       "     ['RTAngel', 0.0015760169597110714],\n",
       "     ['znck', 0.0015760169597110714],\n",
       "     ['sanitylin', 0.0015760169597110714],\n",
       "     ['GGininder', 0.0015760169597110714],\n",
       "     ['smreignqrop', 0.0015760169597110714],\n",
       "     ['tn00270144', 0.0015760169597110714],\n",
       "     ['cutiehoneyzu', 0.0015760169597110714],\n",
       "     ['chal', 0.0002416900286035363],\n",
       "     ['sasaki3630', 0.0015760169597110714],\n",
       "     ['RLAPH', 0.0015760169597110714],\n",
       "     ['knightwww', 0.0015760169597110714],\n",
       "     ['Q00863', 0.0015760169597110714],\n",
       "     ['godispower', 0.0015760169597110714],\n",
       "     ['sephen', 0.0015760169597110714],\n",
       "     ['forgetter', 0.0015760169597110714],\n",
       "     ['farmer', 0.0015760169597110714],\n",
       "     ['TheoEpstein', 0.0015760169597110714],\n",
       "     ['girl55665566', 0.0015760169597110714],\n",
       "     ['Hyver', 0.0015760169597110714],\n",
       "     ['huanglove', 0.0015760169597110714],\n",
       "     ['benjy0218', 0.0015760169597110714],\n",
       "     ['mvpdirk712', 0.0015760169597110714],\n",
       "     ['heygreens', 0.0015760169597110714]]],\n",
       "   0.0))]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# def reducer(x):\n",
    "\n",
    "new_stochastic_matrix = stochastic_matrix.fullOuterJoin(new_values)\n",
    "new_stochastic_matrix.take(1)\n",
    "\n",
    "# [(x, list(map(list, y))) for x, y in sorted(list(new_stochastic_matrix.collect()))]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_stochastic_matrix.take(1)[0][1][1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "288408"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "N"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 更新舊的數值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['aswq17558',\n",
       "  [0.0017022495139746704,\n",
       "   [['ccc723723', 0.0015760169597110714],\n",
       "    ['AFIE', 0.0015760169597110714],\n",
       "    ['bencert', 0.0015760169597110714],\n",
       "    ['diefishfish', 0.0015760169597110714],\n",
       "    ['FlynnZhang', 0.0015760169597110714],\n",
       "    ['semih', 0.0015760169597110714],\n",
       "    ['nicholas0406', 4.981602779634575e-13],\n",
       "    ['GoldenDream', 0.0015760169597110714],\n",
       "    ['LABOYS', 4.981602779634575e-13],\n",
       "    ['PPTplayer', 0.0015760169597110714],\n",
       "    ['frankieW', 0.0015760169597110714],\n",
       "    ['analiya', 0.0015760169597110714],\n",
       "    ['Julian9x9x9', 0.0015760169597110714],\n",
       "    ['goodman5566', 1.0619118744193014e-05],\n",
       "    ['AGIknight', 0.0015760169597110714],\n",
       "    ['mean', 1.0619118744193014e-05],\n",
       "    ['ReDmango', 0.0015760169597110714],\n",
       "    ['Supergreen', 0.0015760169597110714],\n",
       "    ['lianpig5566', 0.0015760169597110714],\n",
       "    ['Tiara5566', 0.0015760169597110714],\n",
       "    ['wilson0937', 0.0015760169597110714],\n",
       "    ['SnakeO', 0.0015760169597110714],\n",
       "    ['hello456', 0.0015760169597110714],\n",
       "    ['losojo', 0.0015760169597110714],\n",
       "    ['HappyDiD', 0.0015760169597110714],\n",
       "    ['NCKUer', 0.0015760169597110714],\n",
       "    ['douCai', 0.0015760169597110714],\n",
       "    ['raugeon', 0.0015760169597110714],\n",
       "    ['leolu2013', 0.0015760169597110714],\n",
       "    ['IbakaBlock', 0.0015760169597110714],\n",
       "    ['DCHC', 0.0015760169597110714],\n",
       "    ['laverne1', 0.0015760169597110714],\n",
       "    ['ivorysoap', 0.0002416900286035363],\n",
       "    ['cowardlyman', 0.0015760169597110714],\n",
       "    ['hernest01', 0.0015760169597110714],\n",
       "    ['voohong', 0.0015760169597110714],\n",
       "    ['NAGI', 0.0002416900286035363],\n",
       "    ['yms12709', 0.0015760169597110714],\n",
       "    ['abadcafe', 0.0015760169597110714],\n",
       "    ['turbomons', 0.0002416900286035363],\n",
       "    ['p1ayouro1e', 0.0015760169597110714],\n",
       "    ['blueadam193', 0.0015760169597110714],\n",
       "    ['omanorboyo', 1.0619118744193014e-05],\n",
       "    ['seabax', 0.0015760169597110714],\n",
       "    ['Gunbuster', 0.0015760169597110714],\n",
       "    ['jxzhe', 0.0015760169597110714],\n",
       "    ['ase14985', 0.0015760169597110714],\n",
       "    ['nike3508', 0.0015760169597110714],\n",
       "    ['deanh', 0.0015760169597110714],\n",
       "    ['LLsolo', 0.0015760169597110714],\n",
       "    ['ALOVET', 0.0015760169597110714],\n",
       "    ['gordongj9ek', 0.0015760169597110714],\n",
       "    ['Xbox960', 0.0015760169597110714],\n",
       "    ['I8DGC', 0.0015760169597110714],\n",
       "    ['GTOKevin', 0.0015760169597110714],\n",
       "    ['ipmen', 0.0015760169597110714],\n",
       "    ['a187', 0.0015760169597110714],\n",
       "    ['CuLiZn5566', 0.0015760169597110714],\n",
       "    ['Santander', 0.0015760169597110714],\n",
       "    ['chiafann', 0.0015760169597110714],\n",
       "    ['taipei5566', 0.0015760169597110714],\n",
       "    ['brokenlin', 0.0015760169597110714],\n",
       "    ['kuku951', 0.0015760169597110714],\n",
       "    ['SUNDAVE', 0.0015760169597110714],\n",
       "    ['cytotoxic', 0.0015760169597110714],\n",
       "    ['sgzt', 0.0002416900286035363],\n",
       "    ['goldenhill', 0.0015760169597110714],\n",
       "    ['newking761', 0.0015760169597110714],\n",
       "    ['zeuga', 0.0015760169597110714],\n",
       "    ['balahaha', 0.0015760169597110714],\n",
       "    ['LBJshit', 0.0002416900286035363],\n",
       "    ['mayaman', 0.0002416900286035363],\n",
       "    ['iPad3', 0.0015760169597110714],\n",
       "    ['youhow0418', 0.0015760169597110714],\n",
       "    ['bellman', 0.0015760169597110714],\n",
       "    ['safefree', 0.0002416900286035363],\n",
       "    ['david7928', 0.0015760169597110714],\n",
       "    ['sado', 0.0015760169597110714],\n",
       "    ['GUNDAMGOGOGO', 0.0015760169597110714],\n",
       "    ['orze04', 0.0015760169597110714],\n",
       "    ['icrt000000', 0.0015760169597110714],\n",
       "    ['Demonic1013', 0.0015760169597110714],\n",
       "    ['twin1949tw', 0.0015760169597110714],\n",
       "    ['mason710', 1.3367497724119875e-07],\n",
       "    ['torrest', 0.0015760169597110714],\n",
       "    ['FuySenk', 0.0015760169597110714],\n",
       "    ['skn60694', 1.0619118744193014e-05],\n",
       "    ['hTCU11', 0.0015760169597110714],\n",
       "    ['antivenom', 0.0015760169597110714],\n",
       "    ['zhahu', 0.0015760169597110714],\n",
       "    ['Cabral', 0.0015760169597110714],\n",
       "    ['jackthegreat', 0.0015760169597110714],\n",
       "    ['jacklyl', 0.0002416900286035363],\n",
       "    ['taotzu', 0.0015760169597110714],\n",
       "    ['visit19xx', 0.0015760169597110714],\n",
       "    ['threee', 0.0015760169597110714],\n",
       "    ['Friend5566', 1.0619118744193014e-05],\n",
       "    ['anher', 0.0015760169597110714],\n",
       "    ['ro134360', 0.0015760169597110714],\n",
       "    ['smest', 0.0015760169597110714],\n",
       "    ['JokePtt', 0.0015760169597110714],\n",
       "    ['erotogenic', 0.0015760169597110714],\n",
       "    ['JapanEmperor', 0.0015760169597110714],\n",
       "    ['handlesome', 0.0015760169597110714],\n",
       "    ['payyee', 0.0015760169597110714],\n",
       "    ['rxhivzero', 0.0002416900286035363],\n",
       "    ['ps124125288', 0.0015760169597110714],\n",
       "    ['Zepplin', 0.0015760169597110714],\n",
       "    ['Sparkle001', 0.0015760169597110714],\n",
       "    ['cmq29', 1.0619118744193014e-05],\n",
       "    ['brance1093', 0.0015760169597110714],\n",
       "    ['qudezu', 0.0015760169597110714],\n",
       "    ['AAAB', 1.0619118744193014e-05],\n",
       "    ['ocean5566', 0.0002416900286035363],\n",
       "    ['dans', 0.0015760169597110714],\n",
       "    ['Xaymaca', 0.0002416900286035363],\n",
       "    ['ottoyu', 0.0015760169597110714],\n",
       "    ['kugga', 0.0015760169597110714],\n",
       "    ['sylvia0915', 0.0015760169597110714],\n",
       "    ['cheinshin', 1.0619118744193014e-05],\n",
       "    ['wind1729', 0.0015760169597110714],\n",
       "    ['JRSmith', 0.0015760169597110714],\n",
       "    ['arumi416', 0.0002416900286035363],\n",
       "    ['posen2012', 0.0015760169597110714],\n",
       "    ['eiw123', 0.0015760169597110714],\n",
       "    ['Alertme', 0.0002416900286035363],\n",
       "    ['mnhyuiop', 0.0015760169597110714],\n",
       "    ['Damp', 0.0015760169597110714],\n",
       "    ['entitle', 0.0015760169597110714],\n",
       "    ['taco3019397', 0.0015760169597110714],\n",
       "    ['Safin', 0.0015760169597110714],\n",
       "    ['takizawa5566', 0.0002416900286035363],\n",
       "    ['wuke', 0.0015760169597110714],\n",
       "    ['hugh509', 0.0015760169597110714],\n",
       "    ['f124', 0.0015760169597110714],\n",
       "    ['aa3ch', 0.0015760169597110714],\n",
       "    ['IslamicState', 0.0015760169597110714],\n",
       "    ['cms1717698', 0.0015760169597110714],\n",
       "    ['SebaJun', 0.0015760169597110714],\n",
       "    ['tang639', 0.0015760169597110714],\n",
       "    ['cmelo1515', 0.0015760169597110714],\n",
       "    ['legos4710', 0.0015760169597110714],\n",
       "    ['skyoun', 0.0015760169597110714],\n",
       "    ['hk410050', 0.0015760169597110714],\n",
       "    ['racksold', 0.0015760169597110714],\n",
       "    ['senma', 0.0015760169597110714],\n",
       "    ['kennken', 0.0015760169597110714],\n",
       "    ['yabition0411', 0.0015760169597110714],\n",
       "    ['A1bertPujols', 1.0619118744193014e-05],\n",
       "    ['loserfatotak', 0.0015760169597110714],\n",
       "    ['a111111', 0.0002416900286035363],\n",
       "    ['ReeJan', 0.0015760169597110714],\n",
       "    ['eddisontw', 0.0015760169597110714],\n",
       "    ['UWinKing', 0.0015760169597110714],\n",
       "    ['kingtama', 0.0002416900286035363],\n",
       "    ['MatheFuck', 0.0015760169597110714],\n",
       "    ['Jpswd', 0.0015760169597110714],\n",
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       "    ['crazytaxi123', 0.0015760169597110714],\n",
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       "    ['acz0221', 1.9192113008833487e-05],\n",
       "    ['HANAXALICE', 0.0028483621214946348],\n",
       "    ['longyo', 0.0028483621214946348],\n",
       "    ['luke7212', 0.0028483621214946348],\n",
       "    ['bird5566', 0.0004368104787041598],\n",
       "    ['hvariables', 1.9192113008833487e-05],\n",
       "    ['gravity5678', 0.0028483621214946348],\n",
       "    ['linarema', 0.0004368104787041598],\n",
       "    ['hgie', 0.0028483621214946348],\n",
       "    ['bg00004', 0.0028483621214946348],\n",
       "    ['jk182325', 1.9192113008833487e-05],\n",
       "    ['GETpoint', 0.0028483621214946348],\n",
       "    ['stw0975', 0.0028483621214946348],\n",
       "    ['idunhav1', 0.0028483621214946348],\n",
       "    ['demitri', 0.0028483621214946348],\n",
       "    ['ebsd', 0.0004368104787041598],\n",
       "    ['popobang', 0.0028483621214946348],\n",
       "    ['todao', 1.9192113008833487e-05],\n",
       "    ['bobmarly', 0.0028483621214946348],\n",
       "    ['yankeehater', 0.0028483621214946348],\n",
       "    ['michaelkobe', 8.713205825947121e-10],\n",
       "    ['LAKobeBryant', 0.0028483621214946348],\n",
       "    ['yu1164', 0.0028483621214946348],\n",
       "    ['ILANsamurai', 0.0028483621214946348],\n",
       "    ['rickfox', 0.0004368104787041598],\n",
       "    ['RandyXiao', 4.360395488574868e-42],\n",
       "    ['alexYu', 0.0028483621214946348],\n",
       "    ['fall1212', 0.0028483621214946348],\n",
       "    ['kinple', 0.0028483621214946348],\n",
       "    ['flyaway2100', 0.0028483621214946348],\n",
       "    ['suiplaer', 0.0028483621214946348],\n",
       "    ['HODALA', 0.0028483621214946348],\n",
       "    ['terminator3', 0.0028483621214946348],\n",
       "    ['k1083107', 0.0028483621214946348],\n",
       "    ['uret', 0.0028483621214946348],\n",
       "    ['KGarnett05', 1.9192113008833487e-05],\n",
       "    ['RackCity', 0.0028483621214946348],\n",
       "    ['smallweek', 0.0028483621214946348],\n",
       "    ['pkuguy', 0.0028483621214946348],\n",
       "    ['lauver', 4.501608635733626e-64],\n",
       "    ['intela03252', 0.0028483621214946348]]]],\n",
       " ['yottaloser',\n",
       "  [0.0017022495139746704,\n",
       "   [['ro2377854730', 0.0035488603136154956],\n",
       "    ['phosita', 0.0035488603136154956],\n",
       "    ['lianpig5566', 0.0035488603136154956],\n",
       "    ['y387589', 0.0035488603136154956],\n",
       "    ['bower1025', 0.0035488603136154956],\n",
       "    ['racksold', 0.0035488603136154956],\n",
       "    ['Julian9x9x9', 0.0035488603136154956],\n",
       "    ['city0416', 0.0035488603136154956],\n",
       "    ['iddee', 0.0035488603136154956],\n",
       "    ['ihl123456', 0.0035488603136154956],\n",
       "    ['h881242001', 0.0035488603136154956],\n",
       "    ['kenting123', 0.0035488603136154956],\n",
       "    ['notlolicon', 0.0035488603136154956],\n",
       "    ['terumikami', 0.0035488603136154956],\n",
       "    ['kugyumayu', 0.0035488603136154956],\n",
       "    ['Feishawn', 0.0035488603136154956],\n",
       "    ['lodolo', 0.0035488603136154956],\n",
       "    ['DoraGmon', 0.0005442353557317867],\n",
       "    ['BlacKlonely', 0.0035488603136154956],\n",
       "    ['luv2pac', 0.0035488603136154956],\n",
       "    ['tortoise56', 0.0035488603136154956],\n",
       "    ['cycling', 0.0035488603136154956],\n",
       "    ['amy93', 0.0035488603136154956],\n",
       "    ['AllBlack', 0.0035488603136154956],\n",
       "    ['abc12812', 0.0035488603136154956],\n",
       "    ['iverlung', 0.0035488603136154956],\n",
       "    ['tony84590', 0.0035488603136154956],\n",
       "    ['andy02', 0.0035488603136154956],\n",
       "    ['emperor', 0.0035488603136154956],\n",
       "    ['wenjames', 0.0035488603136154956],\n",
       "    ['vermilion', 0.0035488603136154956],\n",
       "    ['jeff0025', 0.0035488603136154956],\n",
       "    ['ph98', 0.0035488603136154956],\n",
       "    ['RockAchi', 0.0035488603136154956],\n",
       "    ['TaraSoYeon', 0.0035488603136154956],\n",
       "    ['localhost', 0.0035488603136154956],\n",
       "    ['rock971230', 0.0035488603136154956],\n",
       "    ['peterlin495', 0.0035488603136154956],\n",
       "    ['a41141234', 0.0035488603136154956],\n",
       "    ['weekend04', 0.0035488603136154956],\n",
       "    ['ryusenming', 0.0035488603136154956],\n",
       "    ['asas1asas200', 0.0035488603136154956],\n",
       "    ['traumoceans', 0.0035488603136154956],\n",
       "    ['XianDao', 0.0035488603136154956],\n",
       "    ['manhaspen', 0.0035488603136154956],\n",
       "    ['Uniqueness', 0.0035488603136154956],\n",
       "    ['chin177', 0.0035488603136154956],\n",
       "    ['pitalvlu', 0.0035488603136154956],\n",
       "    ['chengyou66', 0.0035488603136154956],\n",
       "    ['kayu', 0.0035488603136154956],\n",
       "    ['judas666', 0.0035488603136154956],\n",
       "    ['iamsheep', 0.0005442353557317867],\n",
       "    ['iamgaylan', 0.0035488603136154956],\n",
       "    ['colon2', 0.0035488603136154956],\n",
       "    ['bigplittlep', 0.0035488603136154956],\n",
       "    ['alcloth', 0.0035488603136154956],\n",
       "    ['hhhomerun', 0.0035488603136154956],\n",
       "    ['PLPERER', 0.0035488603136154956],\n",
       "    ['SupHateSpurs', 0.0035488603136154956],\n",
       "    ['kerkers', 2.3912032700299036e-05],\n",
       "    ['lamigo520', 0.0035488603136154956],\n",
       "    ['yniori', 0.0035488603136154956],\n",
       "    ['xzcb2008', 0.0035488603136154956],\n",
       "    ['became', 2.3912032700299036e-05],\n",
       "    ['ericisfish', 0.0035488603136154956],\n",
       "    ['bubu26', 0.0035488603136154956],\n",
       "    ['GrandTOTORO', 0.0035488603136154956],\n",
       "    ['s9414h', 0.0035488603136154956],\n",
       "    ['monghwang', 0.0035488603136154956],\n",
       "    ['Wardyal', 0.0035488603136154956],\n",
       "    ['CarBed', 0.0035488603136154956],\n",
       "    ['palindromes', 0.0005442353557317867],\n",
       "    ['a86425380', 0.0035488603136154956],\n",
       "    ['cychine', 0.0035488603136154956],\n",
       "    ['ppp333', 0.0035488603136154956],\n",
       "    ['voohong', 0.0035488603136154956],\n",
       "    ['KKtwo', 0.0035488603136154956],\n",
       "    ['wewe10112', 0.0035488603136154956],\n",
       "    ['s106667', 0.0035488603136154956],\n",
       "    ['dk27go', 0.0035488603136154956],\n",
       "    ['gerychen', 0.0005442353557317867],\n",
       "    ['gk1329', 0.0035488603136154956],\n",
       "    ['cloud72426', 0.0035488603136154956],\n",
       "    ['citizoe', 0.0035488603136154956],\n",
       "    ['kevinchung', 0.0035488603136154956],\n",
       "    ['ppp2026034', 0.0035488603136154956],\n",
       "    ['chao0210', 0.0035488603136154956],\n",
       "    ['SenPaiCHAN', 0.0035488603136154956],\n",
       "    ['c52chungyuny', 0.0035488603136154956],\n",
       "    ['z6936', 0.0035488603136154956],\n",
       "    ['bigwig1220', 0.0035488603136154956],\n",
       "    ['alice137651', 0.0035488603136154956],\n",
       "    ['RRADA', 0.0035488603136154956],\n",
       "    ['dfast', 0.0035488603136154956],\n",
       "    ['polom', 0.0035488603136154956],\n",
       "    ['posen2012', 0.0035488603136154956],\n",
       "    ['snsd9', 0.0035488603136154956],\n",
       "    ['haruhitokyon', 0.0035488603136154956],\n",
       "    ['malaman', 0.0035488603136154956],\n",
       "    ['mason710', 0.0035488603136154956],\n",
       "    ['yoyodio', 0.0035488603136154956],\n",
       "    ['aleezible', 0.0035488603136154956],\n",
       "    ['redDest', 0.0035488603136154956],\n",
       "    ['kinki999', 0.0005442353557317867],\n",
       "    ['passing', 0.0005442353557317867],\n",
       "    ['yeahhhhh', 0.0035488603136154956],\n",
       "    ['dasuininder', 0.0035488603136154956],\n",
       "    ['ejeanstone', 0.0035488603136154956],\n",
       "    ['marszues', 0.0035488603136154956],\n",
       "    ['pyCassandra', 0.0035488603136154956],\n",
       "    ['micky5689', 0.0035488603136154956],\n",
       "    ['nonnon', 0.0035488603136154956],\n",
       "    ['D600dust', 0.0035488603136154956],\n",
       "    ['kopuck', 0.0035488603136154956],\n",
       "    ['AhSs', 0.0035488603136154956],\n",
       "    ['em4', 0.0035488603136154956],\n",
       "    ['triumphant10', 0.0035488603136154956],\n",
       "    ['jej', 0.0035488603136154956],\n",
       "    ['SureFire', 0.0035488603136154956],\n",
       "    ['max853211', 0.0035488603136154956],\n",
       "    ['joy2105feh', 0.0035488603136154956],\n",
       "    ['sammoon', 0.0035488603136154956],\n",
       "    ['gbcccc', 0.0035488603136154956],\n",
       "    ['LukeSkywaker', 0.0035488603136154956],\n",
       "    ['kaito1209', 0.0035488603136154956],\n",
       "    ['Jocker1997', 0.0035488603136154956],\n",
       "    ['pkmu8426', 0.0035488603136154956],\n",
       "    ['Lucky0105', 0.0035488603136154956],\n",
       "    ['Fishing123', 0.0035488603136154956],\n",
       "    ['gungu', 0.0035488603136154956],\n",
       "    ['s910211', 0.0035488603136154956],\n",
       "    ['asd7065', 0.0035488603136154956],\n",
       "    ['kuma525566', 0.0005442353557317867],\n",
       "    ['zzxx5566', 0.0035488603136154956],\n",
       "    ['vvvccc1d', 0.0035488603136154956],\n",
       "    ['thewtf', 0.0035488603136154956],\n",
       "    ['rote', 0.0035488603136154956],\n",
       "    ['q5521040', 0.0035488603136154956],\n",
       "    ['jqk910', 0.0035488603136154956],\n",
       "    ['tony900735', 0.0035488603136154956],\n",
       "    ['a908998', 0.0035488603136154956],\n",
       "    ['mvpdirk712', 0.0035488603136154956],\n",
       "    ['WolfTeacher', 0.0035488603136154956],\n",
       "    ['assassinASHE', 0.0035488603136154956],\n",
       "    ['awesomeSS66', 0.0035488603136154956],\n",
       "    ['rick102233', 0.0035488603136154956],\n",
       "    ['bonfferoni', 0.0035488603136154956],\n",
       "    ['babylickme', 0.0035488603136154956],\n",
       "    ['hTCm10', 0.0035488603136154956],\n",
       "    ['Gary0620', 0.0035488603136154956],\n",
       "    ['e8151848', 0.0035488603136154956],\n",
       "    ['Fengmakaveli', 0.0035488603136154956],\n",
       "    ['love0504', 0.0035488603136154956],\n",
       "    ['DCARD', 0.0035488603136154956],\n",
       "    ['n791116', 0.0035488603136154956],\n",
       "    ['rockon15', 2.3912032700299036e-05],\n",
       "    ['greenteawei', 0.0035488603136154956],\n",
       "    ['a32905169', 0.0035488603136154956],\n",
       "    ['ga652206', 0.0035488603136154956],\n",
       "    ['kkes0001', 0.0035488603136154956],\n",
       "    ['kentyoo', 0.0035488603136154956],\n",
       "    ['widali', 0.0035488603136154956],\n",
       "    ['Beanoodle', 0.0005442353557317867],\n",
       "    ['XXXXCOW', 0.0035488603136154956],\n",
       "    ['liveforhappy', 0.0035488603136154956],\n",
       "    ['haudai', 0.0035488603136154956],\n",
       "    ['winfredx', 0.0035488603136154956],\n",
       "    ['henghsiao', 0.0035488603136154956],\n",
       "    ['lycs0908', 0.0035488603136154956],\n",
       "    ['RandyMarsh', 0.0035488603136154956],\n",
       "    ['ayasesayuki', 0.0035488603136154956],\n",
       "    ['inet', 0.0005442353557317867],\n",
       "    ['L1ON', 0.0035488603136154956],\n",
       "    ['wujet09100', 0.0035488603136154956],\n",
       "    ['YunHung46', 0.0035488603136154956],\n",
       "    ['love622718', 0.0035488603136154956],\n",
       "    ['jan58912', 0.0035488603136154956],\n",
       "    ['acz0221', 0.0035488603136154956],\n",
       "    ['kingtama', 0.0005442353557317867],\n",
       "    ['brucesuperQ', 0.0035488603136154956],\n",
       "    ['jason748', 0.0035488603136154956],\n",
       "    ['node1', 0.0035488603136154956],\n",
       "    ['f1765', 0.0035488603136154956],\n",
       "    ['LiamTiger', 0.0035488603136154956],\n",
       "    ['cosmite', 0.0005442353557317867],\n",
       "    ['joyca', 0.0035488603136154956],\n",
       "    ['bushwick', 0.0035488603136154956],\n",
       "    ['bbob', 0.0035488603136154956],\n",
       "    ['sleepyuan', 0.0005442353557317867],\n",
       "    ['snsdakb48', 0.0035488603136154956],\n",
       "    ['Kay731', 0.0005442353557317867],\n",
       "    ['Neverfor', 0.0035488603136154956],\n",
       "    ['cloudlaba', 0.0035488603136154956],\n",
       "    ['nut7470', 0.0035488603136154956],\n",
       "    ['KHDSN', 0.0035488603136154956],\n",
       "    ['lf719000', 0.0035488603136154956],\n",
       "    ['makinoyui', 0.0035488603136154956],\n",
       "    ['monine', 0.0035488603136154956],\n",
       "    ['gr3332002', 0.0035488603136154956],\n",
       "    ['icantsay', 0.0035488603136154956],\n",
       "    ['b08297', 0.0035488603136154956],\n",
       "    ['asd8603', 0.0035488603136154956],\n",
       "    ['lubin3th', 0.0035488603136154956],\n",
       "    ['kameaki5566', 0.0035488603136154956],\n",
       "    ['thor5566', 0.0035488603136154956],\n",
       "    ['a0916665106', 0.0035488603136154956],\n",
       "    ['pennylook', 0.0035488603136154956],\n",
       "    ['ANDORLESS', 0.0035488603136154956],\n",
       "    ['v840122v', 0.0035488603136154956],\n",
       "    ['lilskies', 0.0035488603136154956],\n",
       "    ['waitl', 0.0035488603136154956],\n",
       "    ['ice80712', 0.0035488603136154956],\n",
       "    ['fenrir', 0.0035488603136154956],\n",
       "    ['This', 0.0035488603136154956],\n",
       "    ['ioming90251', 0.0035488603136154956],\n",
       "    ['s72005ming', 0.0035488603136154956],\n",
       "    ['s155010o', 0.0035488603136154956],\n",
       "    ['moonmaker', 0.0035488603136154956],\n",
       "    ['Lailungsheng', 0.0035488603136154956],\n",
       "    ['FlyingShark', 0.0035488603136154956],\n",
       "    ['kent21413', 0.0035488603136154956],\n",
       "    ['songgood', 0.0035488603136154956],\n",
       "    ['hoyumi', 0.0035488603136154956],\n",
       "    ['kootiger', 0.0035488603136154956],\n",
       "    ['violacrystal', 0.0035488603136154956],\n",
       "    ['bluebetty', 0.0035488603136154956],\n",
       "    ['underwood', 0.0035488603136154956],\n",
       "    ['andy31313', 0.0035488603136154956],\n",
       "    ['khfcgmbk', 0.0035488603136154956],\n",
       "    ['GGGGININ', 0.0035488603136154956],\n",
       "    ['gogopacer', 0.0035488603136154956],\n",
       "    ['Superxixai', 0.0035488603136154956],\n",
       "    ['kevinet7410', 0.0035488603136154956],\n",
       "    ['booin', 0.0035488603136154956],\n",
       "    ['toolittle', 0.0005442353557317867],\n",
       "    ['sivhd', 0.0035488603136154956],\n",
       "    ['sos976431', 0.0035488603136154956],\n",
       "    ['Nigger5566', 0.0035488603136154956],\n",
       "    ['vi5279', 0.0005442353557317867],\n",
       "    ['shadleheart', 0.0035488603136154956],\n",
       "    ['VB6', 0.0035488603136154956],\n",
       "    ['maple0425', 0.0035488603136154956],\n",
       "    ['cytotoxic', 0.0005442353557317867],\n",
       "    ['linda17a3', 0.0035488603136154956],\n",
       "    ['fasioaoi', 0.0035488603136154956],\n",
       "    ['botnet', 0.0035488603136154956],\n",
       "    ['tga123', 0.0035488603136154956],\n",
       "    ['bravo233295', 0.0035488603136154956],\n",
       "    ['asdkindkind7', 0.0035488603136154956],\n",
       "    ['yuechen', 0.0035488603136154956],\n",
       "    ['zxcv7892341', 0.0035488603136154956],\n",
       "    ['med5566', 0.0005442353557317867],\n",
       "    ['Joseph5566', 0.0035488603136154956],\n",
       "    ['sunnyda', 0.0035488603136154956],\n",
       "    ['XXXXXXXXXGAY', 0.0035488603136154956],\n",
       "    ['ZEUS5566', 0.0035488603136154956],\n",
       "    ['heyisjimmy', 0.0035488603136154956],\n",
       "    ['LoveWin7', 0.0035488603136154956],\n",
       "    ['dearevan', 0.0035488603136154956],\n",
       "    ['yoyodiy', 0.0035488603136154956],\n",
       "    ['qq22826588', 0.0035488603136154956],\n",
       "    ['CheLiu', 0.0035488603136154956],\n",
       "    ['gaiaesque', 0.0005442353557317867],\n",
       "    ['dandandanbao', 0.0035488603136154956],\n",
       "    ['nhcuejunk', 0.0035488603136154956],\n",
       "    ['Vram', 0.0035488603136154956],\n",
       "    ['U212212', 0.0035488603136154956],\n",
       "    ['silverair', 0.0035488603136154956],\n",
       "    ['isud40401', 0.0035488603136154956],\n",
       "    ['autokey', 0.0035488603136154956],\n",
       "    ['h94m35k6', 0.0035488603136154956],\n",
       "    ['abcd9597938', 0.0035488603136154956],\n",
       "    ['NCKUer', 0.0035488603136154956],\n",
       "    ['Justice5566', 0.0035488603136154956],\n",
       "    ['avexgroup', 0.0035488603136154956],\n",
       "    ['Forthelife', 0.0035488603136154956],\n",
       "    ['a111111', 0.0035488603136154956],\n",
       "    ['IslamicState', 0.0035488603136154956],\n",
       "    ['oooooooo8', 0.0035488603136154956],\n",
       "    ['rrrroger', 0.0035488603136154956],\n",
       "    ['aabbcc520', 0.0035488603136154956],\n",
       "    ['humphrey0923', 0.0035488603136154956],\n",
       "    ['kevin80112', 0.0035488603136154956],\n",
       "    ['pigk', 0.0035488603136154956],\n",
       "    ['inmee', 0.0035488603136154956],\n",
       "    ['pupss89177', 0.0035488603136154956],\n",
       "    ['EnderLu', 0.0035488603136154956],\n",
       "    ['Zenonia', 0.0035488603136154956],\n",
       "    ['cefywo', 0.0035488603136154956],\n",
       "    ['HayamaKami', 0.0035488603136154956],\n",
       "    ['TENREN', 0.0035488603136154956],\n",
       "    ['powder5566', 0.0035488603136154956],\n",
       "    ['marijnkops', 0.0035488603136154956],\n",
       "    ['likoan888', 0.0035488603136154956],\n",
       "    ['wacer8486', 0.0035488603136154956],\n",
       "    ['pc811218', 0.0035488603136154956],\n",
       "    ['wiwi12345678', 0.0035488603136154956],\n",
       "    ['deepdish', 0.0035488603136154956],\n",
       "    ['filmystery', 0.0035488603136154956],\n",
       "    ['simon78410', 0.0035488603136154956]]]],\n",
       " ['baddad',\n",
       "  [0.0017022495139746704,\n",
       "   [['DarthCod', 0.00010653400776028294],\n",
       "    ['firegreen', 0.00010653400776028294],\n",
       "    ['cc9i', 0.00010653400776028294],\n",
       "    ['loach98', 0.0006946889947686496],\n",
       "    ['moshenisshit', 0.00010653400776028294],\n",
       "    ['stuj9019', 2.1250697552681062e-10],\n",
       "    ['st9760916', 0.0006946889947686496],\n",
       "    ['mayingnine', 0.0006946889947686496],\n",
       "    ['aliceyjl', 0.0006946889947686496],\n",
       "    ['ABOUT', 0.00010653400776028294],\n",
       "    ['toy812', 0.0006946889947686496],\n",
       "    ['nothanks', 0.0006946889947686496],\n",
       "    ['CuteGG', 0.00010653400776028294],\n",
       "    ['gaiaesque', 0.0006946889947686496],\n",
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       "    ['kiyoe', 0.006160649848774895],\n",
       "    ['dakkk', 0.006160649848774895],\n",
       "    ['Wojnarowski', 0.0009447662533020875],\n",
       "    ['magecanby', 0.006160649848774895],\n",
       "    ['ramataiwan', 0.006160649848774895],\n",
       "    ['rickey1270', 0.0009447662533020875],\n",
       "    ['stw0975', 0.006160649848774895],\n",
       "    ['sprucewind', 0.006160649848774895],\n",
       "    ['xianlin', 0.006160649848774895],\n",
       "    ['DDDDRR', 0.006160649848774895],\n",
       "    ['uscap424', 0.006160649848774895],\n",
       "    ['abcdeffg', 0.0009447662533020875],\n",
       "    ['add20716', 0.006160649848774895],\n",
       "    ['kenny1300175', 0.006160649848774895],\n",
       "    ['tipsofwarren', 0.006160649848774895],\n",
       "    ['leon105', 0.0009447662533020875],\n",
       "    ['tsukiji', 0.006160649848774895],\n",
       "    ['KsSteven', 0.006160649848774895],\n",
       "    ['Kao0502', 0.006160649848774895],\n",
       "    ['asd1122888', 0.006160649848774895],\n",
       "    ['akway', 0.006160649848774895],\n",
       "    ['nomorepipe', 0.006160649848774895],\n",
       "    ['Playlemon', 0.006160649848774895],\n",
       "    ['sexytoto', 0.006160649848774895],\n",
       "    ['singlesingle', 0.006160649848774895],\n",
       "    ['hw102050', 0.006160649848774895],\n",
       "    ['richshen', 0.006160649848774895],\n",
       "    ['js077099', 0.006160649848774895],\n",
       "    ['kivan00', 0.006160649848774895],\n",
       "    ['rhino0314', 0.006160649848774895],\n",
       "    ['monine', 0.006160649848774895],\n",
       "    ['jsefk0819', 0.006160649848774895],\n",
       "    ['ipipwrong', 0.006160649848774895],\n",
       "    ['Israfil', 0.006160649848774895],\n",
       "    ['CarBed', 0.006160649848774895],\n",
       "    ['ash9911911', 0.006160649848774895],\n",
       "    ['taotzu', 0.006160649848774895],\n",
       "    ['wl3532', 0.006160649848774895],\n",
       "    ['viosu', 0.006160649848774895],\n",
       "    ['jiunyee', 0.006160649848774895],\n",
       "    ['matt01', 0.006160649848774895],\n",
       "    ['goldenhill', 0.006160649848774895],\n",
       "    ['iamshana', 0.006160649848774895],\n",
       "    ['kimiya1', 0.006160649848774895],\n",
       "    ['LIN9', 0.006160649848774895],\n",
       "    ['EVEA', 0.006160649848774895],\n",
       "    ['paca0713', 0.006160649848774895],\n",
       "    ['genie529', 0.006160649848774895],\n",
       "    ['iAmReaLsORry', 0.006160649848774895],\n",
       "    ['dageegee', 0.006160649848774895],\n",
       "    ['johnny790218', 0.006160649848774895],\n",
       "    ['Xaymaca', 0.006160649848774895],\n",
       "    ['Freeven', 0.006160649848774895],\n",
       "    ['helikon', 0.006160649848774895],\n",
       "    ['coffee3698', 0.006160649848774895],\n",
       "    ['tiger911', 0.0009447662533020875],\n",
       "    ['ivorysoap', 0.0009447662533020875],\n",
       "    ['korzen', 0.006160649848774895],\n",
       "    ['cjim322', 0.006160649848774895],\n",
       "    ['pitalvlu', 0.006160649848774895],\n",
       "    ['charco', 0.006160649848774895],\n",
       "    ['kornai', 0.006160649848774895],\n",
       "    ['wawa1984', 0.006160649848774895],\n",
       "    ['asdwsxzc', 0.006160649848774895],\n",
       "    ['nicholas0406', 0.006160649848774895],\n",
       "    ['DORAQMON', 0.006160649848774895],\n",
       "    ['jj96857400', 0.006160649848774895],\n",
       "    ['jackliao1990', 0.006160649848774895],\n",
       "    ['RecluseMF', 0.006160649848774895],\n",
       "    ['bigDwinsch', 0.006160649848774895],\n",
       "    ['kasaru', 0.006160649848774895],\n",
       "    ['autoimmune', 0.0009447662533020875],\n",
       "    ['olod', 0.006160649848774895],\n",
       "    ['TheoEpstein', 0.006160649848774895],\n",
       "    ['v840122v', 0.006160649848774895],\n",
       "    ['MikaHakkinen', 0.006160649848774895],\n",
       "    ['qqmaybenot', 0.006160649848774895],\n",
       "    ['bced', 0.006160649848774895],\n",
       "    ['raugeon', 0.006160649848774895],\n",
       "    ['signm', 0.006160649848774895],\n",
       "    ['rich5566', 0.006160649848774895],\n",
       "    ['LoveMakeLove', 0.006160649848774895],\n",
       "    ['ezJapan', 4.1510132160969133e-05],\n",
       "    ['luke7212', 0.006160649848774895],\n",
       "    ['sweat992001', 0.0009447662533020875],\n",
       "    ['cavschampion', 0.006160649848774895],\n",
       "    ['brian900530', 0.006160649848774895],\n",
       "    ['hiokchi', 0.006160649848774895],\n",
       "    ['safefree', 0.006160649848774895],\n",
       "    ['open123', 0.006160649848774895],\n",
       "    ['ccks771', 0.006160649848774895],\n",
       "    ['rivaull', 0.006160649848774895],\n",
       "    ['rxhivzero', 0.006160649848774895],\n",
       "    ['lescafe', 0.006160649848774895],\n",
       "    ['jack8587', 0.006160649848774895],\n",
       "    ['system32', 0.006160649848774895],\n",
       "    ['jk182325', 0.006160649848774895],\n",
       "    ['watertoll', 0.006160649848774895],\n",
       "    ['sodistrues', 0.006160649848774895],\n",
       "    ['wade0130', 0.006160649848774895],\n",
       "    ['chris7', 0.006160649848774895],\n",
       "    ['soyud12', 0.0009447662533020875],\n",
       "    ['kcbill', 0.006160649848774895],\n",
       "    ['uilmas1', 0.006160649848774895],\n",
       "    ['forgenius', 0.006160649848774895],\n",
       "    ['aliensu', 0.006160649848774895],\n",
       "    ['aki1023', 0.006160649848774895],\n",
       "    ['tony77998', 0.006160649848774895],\n",
       "    ['Black8910', 0.006160649848774895],\n",
       "    ['rick102233', 0.006160649848774895],\n",
       "    ['evilcherry', 0.006160649848774895],\n",
       "    ['APPLEin5566', 0.006160649848774895],\n",
       "    ['mithralin', 0.006160649848774895],\n",
       "    ['three3', 0.006160649848774895],\n",
       "    ['Jin63916', 0.006160649848774895],\n",
       "    ['badbadook', 0.006160649848774895],\n",
       "    ['DoraGmon', 0.006160649848774895],\n",
       "    ['blasheep22', 0.006160649848774895],\n",
       "    ['michael8813', 0.006160649848774895],\n",
       "    ['Anddyliu', 0.0009447662533020875],\n",
       "    ['smvv', 0.006160649848774895],\n",
       "    ['showgo', 0.0009447662533020875],\n",
       "    ['EdgeOfPeople', 0.0009447662533020875],\n",
       "    ['PADvsToS', 0.006160649848774895],\n",
       "    ['iamgungod', 0.006160649848774895],\n",
       "    ['ilyj2012', 0.006160649848774895],\n",
       "    ['a91153456', 0.006160649848774895],\n",
       "    ['w25707693', 0.006160649848774895],\n",
       "    ['Bignana', 0.006160649848774895],\n",
       "    ['zaxs12333', 0.006160649848774895],\n",
       "    ['agh386690', 0.006160649848774895],\n",
       "    ['PeriodDark', 0.006160649848774895],\n",
       "    ['joanzkow', 0.0009447662533020875],\n",
       "    ['createlight', 0.0009447662533020875],\n",
       "    ['pujipuji', 4.1510132160969133e-05],\n",
       "    ['zxcv820421', 0.006160649848774895],\n",
       "    ['EvilisGood', 0.006160649848774895],\n",
       "    ['staff23', 0.006160649848774895],\n",
       "    ['lovea', 0.006160649848774895],\n",
       "    ['LoliconWei', 0.006160649848774895],\n",
       "    ['mazmaitag56', 0.006160649848774895],\n",
       "    ['KOGADOU', 0.006160649848774895],\n",
       "    ['leo0873', 0.006160649848774895],\n",
       "    ['semih', 4.1510132160969133e-05],\n",
       "    ['smisfun', 0.006160649848774895],\n",
       "    ['befly10015', 0.006160649848774895],\n",
       "    ['NewPacers', 0.006160649848774895],\n",
       "    ['qazijn', 0.006160649848774895],\n",
       "    ['iem2000', 0.006160649848774895],\n",
       "    ['chun0303', 0.006160649848774895],\n",
       "    ['GGGGININ', 0.006160649848774895],\n",
       "    ['sober716', 0.006160649848774895],\n",
       "    ['myIDis7', 0.006160649848774895],\n",
       "    ['tony121010', 0.006160649848774895],\n",
       "    ['ffaarr', 0.006160649848774895],\n",
       "    ['proprome', 0.006160649848774895],\n",
       "    ['XXXXGAY', 0.006160649848774895],\n",
       "    ['PttGod', 0.006160649848774895],\n",
       "    ['SexyGirls155', 0.006160649848774895],\n",
       "    ['uei1201', 0.006160649848774895],\n",
       "    ['decorum', 0.006160649848774895]]]],\n",
       " ['kylin0927',\n",
       "  [0.0017022495139746704,\n",
       "   [['DorisQQ', 0.008419863226864619],\n",
       "    ['ck5', 0.008419863226864619],\n",
       "    ['Bignana', 0.008419863226864619],\n",
       "    ['hsnugear', 0.008419863226864619],\n",
       "    ['liveforhappy', 0.008419863226864619],\n",
       "    ['tffc', 0.008419863226864619],\n",
       "    ['XDGEE', 0.008419863226864619],\n",
       "    ['Proteiner', 0.0012912278459946559],\n",
       "    ['hvariables', 0.008419863226864619],\n",
       "    ['Bluce', 0.008419863226864619],\n",
       "    ['ivorysoap', 0.0012912278459946559],\n",
       "    ['ohohohya', 0.008419863226864619],\n",
       "    ['bluebagel', 0.008419863226864619],\n",
       "    ['nonick10', 0.008419863226864619],\n",
       "    ['aolingo', 0.008419863226864619],\n",
       "    ['ray90910', 0.008419863226864619],\n",
       "    ['dcard56', 0.008419863226864619],\n",
       "    ['djviva', 0.008419863226864619],\n",
       "    ['silencemars', 0.008419863226864619],\n",
       "    ['fraternity', 0.008419863226864619],\n",
       "    ['Huoyichung', 0.008419863226864619],\n",
       "    ['FoRTuNaTeR', 0.008419863226864619],\n",
       "    ['h0304', 0.008419863226864619],\n",
       "    ['kyouya', 0.008419863226864619],\n",
       "    ['mongi', 0.008419863226864619],\n",
       "    ['john91018', 0.008419863226864619],\n",
       "    ['zxasqw0246', 0.008419863226864619],\n",
       "    ['sean12345678', 0.008419863226864619],\n",
       "    ['AsamiImai', 0.008419863226864619],\n",
       "    ['poeta', 0.0012912278459946559],\n",
       "    ['TWOOOOOOOOOO', 0.008419863226864619],\n",
       "    ['tools', 0.008419863226864619],\n",
       "    ['joe19990815', 0.008419863226864619],\n",
       "    ['a125567365', 0.0012912278459946559],\n",
       "    ['clark0816', 0.008419863226864619],\n",
       "    ['ununnihao', 0.008419863226864619],\n",
       "    ['bobmarly', 0.008419863226864619],\n",
       "    ['Israfil', 0.008419863226864619],\n",
       "    ['hmt17', 0.008419863226864619],\n",
       "    ['gomow', 0.008419863226864619],\n",
       "    ['ericpeter', 0.008419863226864619],\n",
       "    ['taotzu', 0.008419863226864619],\n",
       "    ['amgdaaaa', 0.008419863226864619],\n",
       "    ['picasa', 0.008419863226864619],\n",
       "    ['askaleroux', 0.008419863226864619],\n",
       "    ['Julian9x9x9', 0.008419863226864619],\n",
       "    ['hTCU11', 0.008419863226864619],\n",
       "    ['lf719000', 0.008419863226864619],\n",
       "    ['sgzt', 0.008419863226864619],\n",
       "    ['GOD5566GOD', 0.008419863226864619],\n",
       "    ['aftercome86', 0.008419863226864619],\n",
       "    ['myfancy', 0.008419863226864619],\n",
       "    ['CCFbest', 0.008419863226864619],\n",
       "    ['skitshady', 0.008419863226864619],\n",
       "    ['superbye', 0.008419863226864619],\n",
       "    ['vatfg2005', 0.008419863226864619],\n",
       "    ['JRSmith', 0.008419863226864619],\n",
       "    ['cloud72426', 0.008419863226864619],\n",
       "    ['WalterWhite', 0.008419863226864619],\n",
       "    ['puppyvivi', 0.008419863226864619],\n",
       "    ['asnh', 0.008419863226864619],\n",
       "    ['belmontc', 0.008419863226864619],\n",
       "    ['tanchi', 0.008419863226864619],\n",
       "    ['joanzkow', 0.008419863226864619],\n",
       "    ['shadleheart', 0.008419863226864619],\n",
       "    ['WiNtErPoWeR', 0.008419863226864619],\n",
       "    ['kuluma', 0.008419863226864619],\n",
       "    ['ddreamer', 0.008419863226864619],\n",
       "    ['uhbygv45', 0.008419863226864619],\n",
       "    ['lastmile', 0.008419863226864619],\n",
       "    ['BlueBird5566', 0.008419863226864619],\n",
       "    ['gn02159816', 0.008419863226864619],\n",
       "    ['HMTking', 0.008419863226864619],\n",
       "    ['henryhuang17', 0.008419863226864619],\n",
       "    ['thnlkj0665', 0.008419863226864619],\n",
       "    ['ki43oscar', 0.008419863226864619],\n",
       "    ['gn1384181', 0.008419863226864619],\n",
       "    ['oooooooo8', 0.008419863226864619],\n",
       "    ['wuke', 0.008419863226864619],\n",
       "    ['w84081612', 0.008419863226864619],\n",
       "    ['Molester5566', 0.008419863226864619],\n",
       "    ['jeff09122', 0.008419863226864619],\n",
       "    ['balcony5566', 0.008419863226864619],\n",
       "    ['tiawiare', 0.008419863226864619],\n",
       "    ['allhiyo', 0.008419863226864619],\n",
       "    ['ddgs', 0.008419863226864619],\n",
       "    ['solemnDan', 0.008419863226864619],\n",
       "    ['XXXXGAY', 0.008419863226864619],\n",
       "    ['Wardyal', 0.008419863226864619],\n",
       "    ['SP500', 0.008419863226864619],\n",
       "    ['k418026', 0.008419863226864619],\n",
       "    ['sodistrues', 0.0012912278459946559],\n",
       "    ['b777300', 0.008419863226864619],\n",
       "    ['aaaa8729981', 0.008419863226864619],\n",
       "    ['hupu1999', 0.008419863226864619],\n",
       "    ['OverInfinity', 0.008419863226864619],\n",
       "    ['MasJ', 0.008419863226864619],\n",
       "    ['xxxd851130', 0.008419863226864619],\n",
       "    ['yor', 0.008419863226864619],\n",
       "    ['justice2008', 0.008419863226864619],\n",
       "    ['ororzzz', 0.008419863226864619],\n",
       "    ['MikaHakkinen', 0.008419863226864619],\n",
       "    ['nini1978520', 0.008419863226864619],\n",
       "    ['Salcea', 0.008419863226864619],\n",
       "    ['egorw', 0.008419863226864619],\n",
       "    ['c255120', 0.008419863226864619],\n",
       "    ['ccsmew', 0.008419863226864619],\n",
       "    ['balahaha', 0.008419863226864619],\n",
       "    ['Vett', 0.008419863226864619],\n",
       "    ['jise51103', 0.008419863226864619],\n",
       "    ['ccpz', 0.008419863226864619],\n",
       "    ['Zw111196', 0.008419863226864619],\n",
       "    ['a111111', 0.008419863226864619],\n",
       "    ['medama', 0.008419863226864619],\n",
       "    ['ReDmango', 0.008419863226864619],\n",
       "    ['nerudaliu', 0.008419863226864619],\n",
       "    ['PADvsToS', 0.008419863226864619],\n",
       "    ['simonneko', 0.008419863226864619],\n",
       "    ['TomFord5566', 0.008419863226864619],\n",
       "    ['ed518', 0.008419863226864619],\n",
       "    ['HWSA0824', 0.008419863226864619],\n",
       "    ['RedChoi', 0.008419863226864619],\n",
       "    ['wahaha23', 0.008419863226864619]]]],\n",
       " ['NLstyle',\n",
       "  [0.0017022495139746704,\n",
       "   [['xxxd851130', 0.011566033418439106],\n",
       "    ['loach98', 0.011566033418439106],\n",
       "    ['OOQ', 0.011566033418439106],\n",
       "    ['wiezaop', 0.011566033418439106],\n",
       "    ['cheinshin', 0.011566033418439106],\n",
       "    ['rhino0314', 0.011566033418439106],\n",
       "    ['iamgaylan', 0.011566033418439106],\n",
       "    ['akanishiking', 0.011566033418439106],\n",
       "    ['WegoFucker', 0.011566033418439106],\n",
       "    ['justice2008', 0.011566033418439106],\n",
       "    ['godshibainu', 0.011566033418439106],\n",
       "    ['gv390', 0.011566033418439106],\n",
       "    ['inmee', 0.011566033418439106],\n",
       "    ['taotzu', 0.011566033418439106],\n",
       "    ['science9686', 0.011566033418439106],\n",
       "    ['v840122v', 0.011566033418439106],\n",
       "    ['rich5566', 0.011566033418439106],\n",
       "    ['johnny790218', 0.011566033418439106],\n",
       "    ['L1ON', 0.011566033418439106],\n",
       "    ['tiger911', 0.011566033418439106],\n",
       "    ['colin810106', 0.011566033418439106],\n",
       "    ['oohuhu', 0.011566033418439106],\n",
       "    ['bulls0722', 0.011566033418439106],\n",
       "    ['NAGI', 0.011566033418439106],\n",
       "    ['kinomon', 0.011566033418439106],\n",
       "    ['cs42633', 0.011566033418439106],\n",
       "    ['Wojnarowski', 0.011566033418439106],\n",
       "    ['sakaba', 0.011566033418439106],\n",
       "    ['tsukiyomi157', 0.011566033418439106],\n",
       "    ['irumina', 0.011566033418439106],\n",
       "    ['winco', 0.011566033418439106],\n",
       "    ['wettland5566', 0.011566033418439106],\n",
       "    ['showgo', 0.011566033418439106],\n",
       "    ['moonmaker', 0.011566033418439106],\n",
       "    ['LeonardoChen', 0.011566033418439106],\n",
       "    ['dumdumdum', 0.011566033418439106],\n",
       "    ['Anddyliu', 0.011566033418439106],\n",
       "    ['FourOneJ', 0.011566033418439106],\n",
       "    ['chun0303', 0.001773708671412064],\n",
       "    ['DemonPomelo', 0.011566033418439106],\n",
       "    ['nightwing', 0.011566033418439106],\n",
       "    ['rpg1510', 0.011566033418439106],\n",
       "    ['purplekiller', 0.011566033418439106],\n",
       "    ['ffaarr', 0.011566033418439106],\n",
       "    ['ZEUS5566', 0.011566033418439106],\n",
       "    ['oginome', 0.011566033418439106],\n",
       "    ['mylove2256', 0.011566033418439106],\n",
       "    ['ueewen', 0.011566033418439106],\n",
       "    ['beaqu', 0.011566033418439106],\n",
       "    ['dcard56', 0.011566033418439106],\n",
       "    ['excell', 0.011566033418439106],\n",
       "    ['davendaven1', 0.011566033418439106],\n",
       "    ['yahe0526', 0.011566033418439106],\n",
       "    ['jodojeda', 0.011566033418439106],\n",
       "    ['rrr518', 0.011566033418439106],\n",
       "    ['proprome', 0.011566033418439106],\n",
       "    ['lmf770410', 0.011566033418439106],\n",
       "    ['cokepd', 0.011566033418439106],\n",
       "    ['PPwind', 0.011566033418439106],\n",
       "    ['lolic', 0.011566033418439106],\n",
       "    ['rickey1270', 0.001773708671412064],\n",
       "    ['aventardorsv', 0.011566033418439106],\n",
       "    ['wahaha23', 0.011566033418439106],\n",
       "    ['doson', 0.011566033418439106],\n",
       "    ['newpasta', 0.011566033418439106],\n",
       "    ['SUANG0213', 0.011566033418439106],\n",
       "    ['DaLanPaa', 0.011566033418439106],\n",
       "    ['jfmoaoduck', 0.011566033418439106],\n",
       "    ['leon105', 0.001773708671412064],\n",
       "    ['tobetwob', 0.011566033418439106],\n",
       "    ['ji3sie', 0.011566033418439106],\n",
       "    ['TZUYIC', 0.011566033418439106],\n",
       "    ['m9222426', 0.011566033418439106],\n",
       "    ['showwin', 0.011566033418439106],\n",
       "    ['diefishfish', 0.011566033418439106],\n",
       "    ['eierom', 0.011566033418439106],\n",
       "    ['kobitos', 0.011566033418439106],\n",
       "    ['MatheFuck', 0.011566033418439106],\n",
       "    ['Metallicat', 0.011566033418439106],\n",
       "    ['cjol', 0.011566033418439106],\n",
       "    ['wenjames', 0.011566033418439106],\n",
       "    ['HMTking', 0.011566033418439106],\n",
       "    ['skn60694', 0.011566033418439106],\n",
       "    ['fenrir', 0.011566033418439106],\n",
       "    ['jazzcai', 0.011566033418439106],\n",
       "    ['abc5588646', 0.011566033418439106],\n",
       "    ['benwei791207', 0.011566033418439106],\n",
       "    ['ccxx9999', 0.011566033418439106],\n",
       "    ['bengowa', 0.011566033418439106]]]],\n",
       " ['osape',\n",
       "  [0.003559671228454217,\n",
       "   [['falomu', 0.006834617362740415],\n",
       "    ['akway', 0.006834617362740415],\n",
       "    ['wesley0309', 0.006834617362740415],\n",
       "    ['mited', 0.006834617362740415],\n",
       "    ['fknm', 0.006834617362740415],\n",
       "    ['hankwtc', 0.006834617362740415],\n",
       "    ['Safin', 0.006834617362740415],\n",
       "    ['manseeajed', 0.006834617362740415],\n",
       "    ['waymayday', 0.006834617362740415],\n",
       "    ['maruEX', 0.006834617362740415],\n",
       "    ['nerudaliu', 0.001048122519060829],\n",
       "    ['eeflower', 0.006834617362740415],\n",
       "    ['kmunatural', 0.006834617362740415],\n",
       "    ['staedtler', 0.001048122519060829],\n",
       "    ['LAKobeBryant', 0.006834617362740415],\n",
       "    ['urban', 0.006834617362740415],\n",
       "    ['esuang', 0.006834617362740415],\n",
       "    ['wwHui', 0.006834617362740415],\n",
       "    ['lwt501cx', 0.006834617362740415],\n",
       "    ['Lawleit', 0.006834617362740415],\n",
       "    ['sighm', 0.006834617362740415],\n",
       "    ['goldenhill', 0.006834617362740415],\n",
       "    ['gaymuscle', 0.006834617362740415],\n",
       "    ['PPTplayer', 4.6051289549174205e-05],\n",
       "    ['eiw123', 0.006834617362740415],\n",
       "    ['parislove3', 0.006834617362740415],\n",
       "    ['goodser456', 0.006834617362740415],\n",
       "    ['KingMaggot', 0.006834617362740415],\n",
       "    ['starahsu', 0.006834617362740415],\n",
       "    ['Asclepius', 0.006834617362740415],\n",
       "    ['goldenfire', 0.006834617362740415],\n",
       "    ['CenaC', 0.006834617362740415],\n",
       "    ['alice137651', 0.006834617362740415],\n",
       "    ['cisbpmtw', 0.006834617362740415],\n",
       "    ['ben840619', 0.006834617362740415],\n",
       "    ['Toyosushij', 0.006834617362740415],\n",
       "    ['smd1201', 0.006834617362740415],\n",
       "    ['Israfil', 0.006834617362740415],\n",
       "    ['rickey1270', 0.006834617362740415],\n",
       "    ['IJS', 0.006834617362740415],\n",
       "    ['OusakaMegumu', 0.006834617362740415],\n",
       "    ['bubki', 0.006834617362740415],\n",
       "    ['tianxiang', 0.006834617362740415],\n",
       "    ['tetsuro', 0.006834617362740415],\n",
       "    ['c0010iacuk0i', 0.006834617362740415],\n",
       "    ['xppig', 0.006834617362740415],\n",
       "    ['olmtw', 0.006834617362740415],\n",
       "    ['mayingnine', 0.006834617362740415],\n",
       "    ['xchangex', 0.006834617362740415],\n",
       "    ['hannlin0107', 0.006834617362740415],\n",
       "    ['dagoma', 0.006834617362740415],\n",
       "    ['tbbhwinh', 0.006834617362740415],\n",
       "    ['qekwxsc', 0.006834617362740415],\n",
       "    ['qqorzi', 0.006834617362740415],\n",
       "    ['chan324', 0.006834617362740415],\n",
       "    ['T3T', 0.006834617362740415],\n",
       "    ['g6m3kimo5566', 6.395577241681356e-16],\n",
       "    ['XXXXGAY', 0.006834617362740415],\n",
       "    ['joking9923', 0.006834617362740415],\n",
       "    ['tucson', 0.006834617362740415],\n",
       "    ['todao', 0.006834617362740415],\n",
       "    ['chidiao', 0.001048122519060829],\n",
       "    ['youhow0418', 0.006834617362740415],\n",
       "    ['butt1106', 0.006834617362740415],\n",
       "    ['Wojnarowski', 0.006834617362740415],\n",
       "    ['chocho1981', 0.001048122519060829],\n",
       "    ['aitela', 0.006834617362740415],\n",
       "    ['kk30180', 0.006834617362740415],\n",
       "    ['meredith001', 0.006834617362740415],\n",
       "    ['HTC92', 5.797001832925192e-07],\n",
       "    ['turbomons', 0.006834617362740415],\n",
       "    ['xj3zj17', 0.006834617362740415],\n",
       "    ['Sinreigensou', 0.001048122519060829],\n",
       "    ['sooge', 0.006834617362740415],\n",
       "    ['KsisTea', 0.006834617362740415],\n",
       "    ['ptgeorge2', 0.006834617362740415],\n",
       "    ['kid725', 0.006834617362740415],\n",
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       "    ['tysh710320', 0.006834617362740415],\n",
       "    ['vic2211', 0.006834617362740415],\n",
       "    ['KouChouChing', 0.006834617362740415],\n",
       "    ['BrownNoser', 0.006834617362740415],\n",
       "    ['Zoltan', 0.006834617362740415],\n",
       "    ['wwf0322', 0.006834617362740415],\n",
       "    ['hanmas', 0.006834617362740415],\n",
       "    ['staff23', 0.006834617362740415],\n",
       "    ['trustinme', 0.006834617362740415],\n",
       "    ['poju1024', 0.001048122519060829],\n",
       "    ['geordie', 0.006834617362740415],\n",
       "    ['JhaoYou', 0.006834617362740415],\n",
       "    ['ayaseyuki', 0.006834617362740415],\n",
       "    ['Handway', 0.006834617362740415],\n",
       "    ['rich830502', 0.001048122519060829],\n",
       "    ['bear26', 0.006834617362740415],\n",
       "    ['Supergreen', 0.006834617362740415],\n",
       "    ['cycling', 0.006834617362740415],\n",
       "    ['Gilardino', 0.001048122519060829],\n",
       "    ['hbman', 0.006834617362740415],\n",
       "    ['cheinshin', 0.001048122519060829],\n",
       "    ['Raushers', 0.006834617362740415],\n",
       "    ['askaleroux', 0.006834617362740415],\n",
       "    ['KONATSU', 0.001048122519060829],\n",
       "    ['EchoesAct3', 0.006834617362740415],\n",
       "    ['iceeye', 0.006834617362740415],\n",
       "    ['Bignana', 0.006834617362740415],\n",
       "    ['rich5566', 0.006834617362740415],\n",
       "    ['LoveMakeLove', 0.006834617362740415],\n",
       "    ['taipeixcity', 0.006834617362740415],\n",
       "    ['pujipuji', 4.6051289549174205e-05],\n",
       "    ['arsian', 0.006834617362740415],\n",
       "    ['susu0502', 0.006834617362740415],\n",
       "    ['generally', 0.006834617362740415],\n",
       "    ['kevinfu0530', 0.006834617362740415],\n",
       "    ['LWong', 0.001048122519060829],\n",
       "    ['bill0205', 0.006834617362740415],\n",
       "    ['IamYourDaddy', 0.006834617362740415],\n",
       "    ['Scion', 0.006834617362740415],\n",
       "    ['runa2', 0.006834617362740415],\n",
       "    ['hamasakiayu', 0.006834617362740415],\n",
       "    ['MUENFENG', 0.006834617362740415],\n",
       "    ['area41gold', 0.006834617362740415],\n",
       "    ['ShenVen5566', 0.006834617362740415],\n",
       "    ['tzyyshyang', 0.006834617362740415],\n",
       "    ['capsspac', 0.006834617362740415],\n",
       "    ['tonyko13', 0.006834617362740415],\n",
       "    ['protoss', 0.006834617362740415],\n",
       "    ['deepinheart', 0.006834617362740415],\n",
       "    ['ivorysoap', 0.006834617362740415],\n",
       "    ['MagicMoney', 0.006834617362740415],\n",
       "    ['tedpc', 0.006834617362740415],\n",
       "    ['Anddyliu', 0.006834617362740415],\n",
       "    ['loopuntil', 0.001048122519060829],\n",
       "    ['DoraGmon', 0.006834617362740415],\n",
       "    ['utuyuy', 0.006834617362740415],\n",
       "    ['acln0816', 5.797001832925192e-07],\n",
       "    ['Cruel2', 0.006834617362740415],\n",
       "    ['kimkim', 0.006834617362740415],\n",
       "    ['adam7148', 0.006834617362740415],\n",
       "    ['Aruka0924', 0.006834617362740415],\n",
       "    ['Whitening', 0.006834617362740415],\n",
       "    ['handsome804', 0.001048122519060829],\n",
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       "    ['dreamspa', 0.006834617362740415],\n",
       "    ['faunharu', 5.424615750218937e-20],\n",
       "    ['WeiKitten', 0.006834617362740415],\n",
       "    ['chipher', 0.006834617362740415],\n",
       "    ['paladinz', 0.006834617362740415],\n",
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       "    ['oomen', 0.006834617362740415],\n",
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       "    ['cobepupu', 0.006834617362740415],\n",
       "    ['sobigbird', 0.006834617362740415],\n",
       "    ['slcgboy', 0.001048122519060829],\n",
       "    ['flyer1998', 0.006834617362740415],\n",
       "    ['hariseb', 0.006834617362740415],\n",
       "    ['juyhnmki', 0.006834617362740415],\n",
       "    ['navicrops', 0.006834617362740415],\n",
       "    ['purplvampire', 0.006834617362740415],\n",
       "    ['sea130281', 0.006834617362740415],\n",
       "    ['tosay', 0.006834617362740415],\n",
       "    ['SonyXperiaZ3', 0.006834617362740415],\n",
       "    ['DOOHDLIHC', 0.006834617362740415]]]],\n",
       " ['iavh',\n",
       "  [0.0017022495139746704,\n",
       "   [['baidu', 0.007687160518628302],\n",
       "    ['Qmmmmmmmm', 0.007687160518628302],\n",
       "    ['kodwsg', 0.007687160518628302],\n",
       "    ['Teng0615', 5.179568014797984e-05],\n",
       "    ['winterstar', 0.007687160518628302],\n",
       "    ['ousapas', 0.007687160518628302],\n",
       "    ['Paul0225', 0.007687160518628302],\n",
       "    ['foreverthink', 0.007687160518628302],\n",
       "    ['opthr1215', 0.007687160518628302],\n",
       "    ['a126sam01', 0.007687160518628302],\n",
       "    ['rrr518', 5.179568014797984e-05],\n",
       "    ['Luckmeow', 0.007687160518628302],\n",
       "    ['yuijrt', 0.007687160518628302],\n",
       "    ['sooon219', 0.007687160518628302],\n",
       "    ['fatdoghusky', 0.007687160518628302],\n",
       "    ['createlight', 0.007687160518628302],\n",
       "    ['Crossmy88', 0.007687160518628302],\n",
       "    ['johnruby', 0.007687160518628302],\n",
       "    ['victoryman', 0.007687160518628302],\n",
       "    ['DowJones', 0.007687160518628302],\n",
       "    ['DICB', 0.007687160518628302],\n",
       "    ['Mazda6680', 0.007687160518628302],\n",
       "    ['ai7701165566', 0.007687160518628302],\n",
       "    ['maybehsin', 0.0011788642464658863],\n",
       "    ['LoseToWin', 0.007687160518628302],\n",
       "    ['linhunk', 0.007687160518628302],\n",
       "    ['j3024133', 0.007687160518628302],\n",
       "    ['LionKing', 0.007687160518628302],\n",
       "    ['huice', 0.007687160518628302],\n",
       "    ['gn01765288', 0.007687160518628302],\n",
       "    ['catsondbs', 0.007687160518628302],\n",
       "    ['johnny0399', 0.007687160518628302],\n",
       "    ['your135', 0.007687160518628302],\n",
       "    ['windsine', 0.007687160518628302],\n",
       "    ['APUDOOR', 0.007687160518628302],\n",
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       "    ['jetalpha', 0.007687160518628302],\n",
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       "    ['Liplet', 0.007687160518628302],\n",
       "    ['kiyoe', 0.007687160518628302],\n",
       "    ['Dinenger', 0.007687160518628302],\n",
       "    ['Benegas', 0.007687160518628302],\n",
       "    ['rick102233', 0.007687160518628302],\n",
       "    ['villagekids', 0.007687160518628302],\n",
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       "    ['antiyahoo', 0.007687160518628302],\n",
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       "    ['pein0304', 0.007687160518628302],\n",
       "    ['Forthelife', 7.193354983427754e-16],\n",
       "    ['sading7', 0.007687160518628302],\n",
       "    ['namtar', 0.0011788642464658863],\n",
       "    ['jfsu', 0.007687160518628302],\n",
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       "    ['aventardorsv', 0.007687160518628302],\n",
       "    ['Pietro', 0.007687160518628302],\n",
       "    ['jiunyee', 0.007687160518628302],\n",
       "    ['v840122v', 0.007687160518628302],\n",
       "    ['DarkHolbach', 0.007687160518628302],\n",
       "    ['EpicCrap', 0.007687160518628302],\n",
       "    ['mnhyuiop', 0.007687160518628302],\n",
       "    ['acz0221', 0.007687160518628302],\n",
       "    ['pp771017', 0.007687160518628302],\n",
       "    ['tiger911', 0.007687160518628302],\n",
       "    ['k3890313', 0.007687160518628302],\n",
       "    ['chris7', 0.007687160518628302],\n",
       "    ['Oral', 0.007687160518628302],\n",
       "    ['Topest', 0.007687160518628302],\n",
       "    ['windcanblow', 0.007687160518628302],\n",
       "    ['RandyXiao', 0.007687160518628302],\n",
       "    ['color3258', 0.007687160518628302],\n",
       "    ['bobo1016', 0.007687160518628302],\n",
       "    ['linhu8883324', 0.007687160518628302],\n",
       "    ['staedtler', 0.007687160518628302],\n",
       "    ['Gushian', 6.520113892463851e-07],\n",
       "    ['jay3u7218', 0.007687160518628302],\n",
       "    ['CuLiZn5566', 0.007687160518628302],\n",
       "    ['chicham', 0.007687160518628302],\n",
       "    ['hy653', 0.007687160518628302],\n",
       "    ['pig8012', 0.007687160518628302],\n",
       "    ['lemon7242', 0.007687160518628302],\n",
       "    ['ccf52881', 0.007687160518628302],\n",
       "    ['gungu', 0.007687160518628302],\n",
       "    ['teslarace', 0.007687160518628302],\n",
       "    ['Repos', 0.007687160518628302],\n",
       "    ['collin810', 0.007687160518628302],\n",
       "    ['stratege', 0.007687160518628302],\n",
       "    ['IdiotMa19', 0.007687160518628302],\n",
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       "    ['lamigo', 0.007687160518628302],\n",
       "    ['thnlkj0665', 0.007687160518628302],\n",
       "    ['aCheong', 0.007687160518628302],\n",
       "    ['chengune', 0.007687160518628302],\n",
       "    ['o02852six', 0.007687160518628302],\n",
       "    ['chidiao', 0.007687160518628302],\n",
       "    ['a125g', 0.007687160518628302],\n",
       "    ['wind765', 0.007687160518628302],\n",
       "    ['chpen', 0.007687160518628302],\n",
       "    ['Wonderwalk', 0.007687160518628302],\n",
       "    ['bengowa', 0.007687160518628302],\n",
       "    ['fytnship', 0.007687160518628302],\n",
       "    ['ares5510', 0.007687160518628302],\n",
       "    ['leelee688', 0.007687160518628302],\n",
       "    ['uret', 0.007687160518628302],\n",
       "    ['y1896547', 0.0011788642464658863],\n",
       "    ['bitad', 0.007687160518628302],\n",
       "    ['ganlinLABA', 0.007687160518628302],\n",
       "    ['mimicat0228', 0.007687160518628302],\n",
       "    ['eatk', 0.007687160518628302],\n",
       "    ['a15661263', 0.007687160518628302],\n",
       "    ['OGCOGCOGCOGC', 0.007687160518628302],\n",
       "    ['trylin', 0.007687160518628302],\n",
       "    ['TTDEarl', 0.007687160518628302],\n",
       "    ['prmea', 0.007687160518628302],\n",
       "    ['demitri', 0.007687160518628302],\n",
       "    ['kenjohn', 0.007687160518628302],\n",
       "    ['eyck', 0.007687160518628302],\n",
       "    ['Ellelina', 0.007687160518628302],\n",
       "    ['v99999', 0.007687160518628302],\n",
       "    ['luke7212', 0.007687160518628302],\n",
       "    ['nerudaliu', 0.007687160518628302],\n",
       "    ['vickyshan', 0.007687160518628302],\n",
       "    ['dandandanbao', 0.007687160518628302],\n",
       "    ['helikon', 0.007687160518628302],\n",
       "    ['scuderia', 0.007687160518628302],\n",
       "    ['Firsss', 0.007687160518628302],\n",
       "    ['LiaMeow', 0.007687160518628302],\n",
       "    ['ReDmango', 0.007687160518628302],\n",
       "    ['ilovemami', 0.007687160518628302],\n",
       "    ['ueewen', 0.007687160518628302],\n",
       "    ['thausand', 0.007687160518628302],\n",
       "    ['ckbdfrst', 0.0011788642464658863],\n",
       "    ['SgtFOX', 0.007687160518628302],\n",
       "    ['ccyaztfe', 0.007687160518628302],\n",
       "    ['m9222426', 0.007687160518628302],\n",
       "    ['pigeatsleep', 0.007687160518628302],\n",
       "    ['rivaull', 0.007687160518628302],\n",
       "    ['rial', 0.0011788642464658863],\n",
       "    ['onesweetday', 0.0011788642464658863]]]],\n",
       " ['chinglino3o',\n",
       "  [0.0017022495139746704,\n",
       "   [['Operon', 0.006739121878863802],\n",
       "    ['dandandanbao', 0.0010334778122970904],\n",
       "    ['acln0816', 0.006739121878863802],\n",
       "    ['Herrington', 0.006739121878863802],\n",
       "    ['crashonU', 0.006739121878863802],\n",
       "    ['Tiara5566', 0.006739121878863802],\n",
       "    ['ssscg', 4.540784604016156e-05],\n",
       "    ['ilbonchimmol', 0.006739121878863802],\n",
       "    ['luke7212', 0.006739121878863802],\n",
       "    ['Anddyliu', 0.006739121878863802],\n",
       "    ['zlonqiao', 0.006739121878863802],\n",
       "    ['ppl', 0.006739121878863802],\n",
       "    ['Leeng', 0.006739121878863802],\n",
       "    ['oo0oo', 0.006739121878863802],\n",
       "    ['andy6868188', 0.006739121878863802],\n",
       "    ['Luckmeow', 0.006739121878863802],\n",
       "    ['hateOnas', 0.006739121878863802],\n",
       "    ['mahoro', 0.006739121878863802],\n",
       "    ['Thatisapen', 0.0010334778122970904],\n",
       "    ['iPad3', 2.1301565365260234e-12],\n",
       "    ['Aruka0924', 0.006739121878863802],\n",
       "    ['kenryu', 0.006739121878863802],\n",
       "    ['jfw616', 0.006739121878863802],\n",
       "    ['wiezaop', 0.006739121878863802],\n",
       "    ['luckymore', 0.006739121878863802],\n",
       "    ['addog74', 0.006739121878863802],\n",
       "    ['o02852six', 0.006739121878863802],\n",
       "    ['LukeSkywaker', 0.006739121878863802],\n",
       "    ['ce1671821', 0.006739121878863802],\n",
       "    ['MizunaRei', 0.006739121878863802],\n",
       "    ['Goo4u', 0.0010334778122970904],\n",
       "    ['pharmawind', 0.006739121878863802],\n",
       "    ['zzyyxx77', 0.0010334778122970904],\n",
       "    ['realtw', 0.006739121878863802],\n",
       "    ['ker5566', 0.006739121878863802],\n",
       "    ['hbman', 0.006739121878863802],\n",
       "    ['nonnon', 0.006739121878863802],\n",
       "    ['train60125', 0.006739121878863802],\n",
       "    ['GreaterChina', 0.006739121878863802],\n",
       "    ['Pietro', 0.006739121878863802],\n",
       "    ['GreenBeret', 0.006739121878863802],\n",
       "    ['moneybuy', 0.0010334778122970904],\n",
       "    ['whj0530', 0.006739121878863802],\n",
       "    ['a32905169', 0.006739121878863802],\n",
       "    ['ilyj2012', 0.006739121878863802],\n",
       "    ['znjm1i', 0.006739121878863802],\n",
       "    ['area41gold', 0.006739121878863802],\n",
       "    ['pau5566', 0.006739121878863802],\n",
       "    ['DDXXAZ', 0.006739121878863802],\n",
       "    ['KMT5566', 0.006739121878863802],\n",
       "    ['israelii', 0.006739121878863802],\n",
       "    ['alterna', 0.0010334778122970904],\n",
       "    ['longyin', 0.006739121878863802],\n",
       "    ['HMTking', 0.006739121878863802],\n",
       "    ['Tsucomi69', 0.006739121878863802],\n",
       "    ['xuein', 0.006739121878863802],\n",
       "    ['dakkk', 0.006739121878863802],\n",
       "    ['gentleman888', 0.006739121878863802],\n",
       "    ['KingKingCold', 0.006739121878863802],\n",
       "    ['bengowa', 0.006739121878863802],\n",
       "    ['NuCat', 0.0010334778122970904],\n",
       "    ['ergostepo', 4.540784604016156e-05],\n",
       "    ['sandemo', 0.006739121878863802],\n",
       "    ['Poke5566', 0.006739121878863802],\n",
       "    ['Yilin158', 0.006739121878863802],\n",
       "    ['southring', 0.006739121878863802],\n",
       "    ['a61077957', 0.006739121878863802],\n",
       "    ['VB6', 0.0010334778122970904],\n",
       "    ['ldert', 0.006739121878863802],\n",
       "    ['assassinASHE', 0.0010334778122970904],\n",
       "    ['AGIknight', 0.006739121878863802],\n",
       "    ['aaaccccc1', 0.006739121878863802],\n",
       "    ['s1777001', 0.006739121878863802],\n",
       "    ['newpasta', 0.006739121878863802],\n",
       "    ['SungHyun', 0.006739121878863802],\n",
       "    ['askaleroux', 0.006739121878863802],\n",
       "    ['missingkid', 0.006739121878863802],\n",
       "    ['nothisman', 0.006739121878863802],\n",
       "    ['xingting', 0.006739121878863802],\n",
       "    ['ChinaRocks', 0.0010334778122970904],\n",
       "    ['word2012', 0.006739121878863802],\n",
       "    ['iversonXD', 0.0010334778122970904],\n",
       "    ['tadshift2', 0.006739121878863802],\n",
       "    ['stu2005131', 0.006739121878863802],\n",
       "    ['LIN9', 0.006739121878863802],\n",
       "    ['cbov', 0.006739121878863802],\n",
       "    ['Coffeewater', 0.006739121878863802],\n",
       "    ['ccf52881', 0.006739121878863802],\n",
       "    ['Kay731', 0.006739121878863802],\n",
       "    ['Shinreieizou', 0.0010334778122970904],\n",
       "    ['DJSHD2', 0.006739121878863802],\n",
       "    ['LaoFu', 0.006739121878863802],\n",
       "    ['AzurElsa', 0.006739121878863802],\n",
       "    ['sam930114', 0.006739121878863802],\n",
       "    ['l42857', 0.006739121878863802],\n",
       "    ['MIXNINE', 0.006739121878863802],\n",
       "    ['dn2941', 0.006739121878863802],\n",
       "    ['iamtony', 0.006739121878863802],\n",
       "    ['g526153314', 0.006739121878863802],\n",
       "    ['okcool', 0.0010334778122970904],\n",
       "    ['funkboy', 0.006739121878863802],\n",
       "    ['collin810', 0.006739121878863802],\n",
       "    ['DICB', 0.006739121878863802],\n",
       "    ['tobetwob', 0.006739121878863802],\n",
       "    ['maxmaster', 0.006739121878863802],\n",
       "    ['clhou', 0.006739121878863802],\n",
       "    ['blacksctbc', 0.006739121878863802],\n",
       "    ['remorse', 0.006739121878863802],\n",
       "    ['chungwez', 0.006739121878863802],\n",
       "    ['SongHyekyo', 0.0010334778122970904],\n",
       "    ['monine', 0.006739121878863802],\n",
       "    ['LeeMinjung', 0.0010334778122970904],\n",
       "    ['chocholove', 0.006739121878863802],\n",
       "    ['beartin', 0.006739121878863802],\n",
       "    ['steward135', 0.006739121878863802],\n",
       "    ['m0ark121', 0.006739121878863802],\n",
       "    ['superbye', 0.006739121878863802],\n",
       "    ['Wojnarowski', 0.006739121878863802],\n",
       "    ['RecluseMF', 0.006739121878863802],\n",
       "    ['Bignana', 0.0010334778122970904],\n",
       "    ['Crossmy88', 0.0010334778122970904],\n",
       "    ['mmm851010', 0.006739121878863802],\n",
       "    ['semih', 0.006739121878863802],\n",
       "    ['a126sam01', 0.006739121878863802],\n",
       "    ['ROCisChina', 0.006739121878863802],\n",
       "    ['pikachu22011', 0.006739121878863802],\n",
       "    ['a963', 0.006739121878863802],\n",
       "    ['WindAragon', 0.006739121878863802],\n",
       "    ['uhmeioura', 0.0010334778122970904],\n",
       "    ['OGCOGCOGCOGC', 0.0010334778122970904],\n",
       "    ['smallworld', 0.006739121878863802],\n",
       "    ['c77892169', 0.006739121878863802],\n",
       "    ['pchunters123', 0.006739121878863802],\n",
       "    ['zheden', 0.006739121878863802],\n",
       "    ['Gjoy', 0.006739121878863802],\n",
       "    ['gyGirl', 0.006739121878863802],\n",
       "    ['kinki5566', 0.006739121878863802],\n",
       "    ['silver5566', 0.006739121878863802],\n",
       "    ['dWoWb', 0.006739121878863802],\n",
       "    ['culminate', 0.006739121878863802],\n",
       "    ['yiyji', 0.006739121878863802],\n",
       "    ['ffreakk', 0.006739121878863802],\n",
       "    ['sgzt', 0.006739121878863802],\n",
       "    ['AntiArtisT', 0.006739121878863802],\n",
       "    ['finchtw', 0.006739121878863802],\n",
       "    ['staedtler', 0.0010334778122970904],\n",
       "    ['safelysuck', 0.006739121878863802],\n",
       "    ['LoveMakeLove', 0.0010334778122970904],\n",
       "    ['befly10015', 0.006739121878863802],\n",
       "    ['ximth', 0.006739121878863802],\n",
       "    ['nnoonn', 0.006739121878863802],\n",
       "    ['OOQ', 0.006739121878863802],\n",
       "    ['Byclosser', 0.006739121878863802],\n",
       "    ['seabox', 0.0010334778122970904],\n",
       "    ['Sharonchens', 0.006739121878863802],\n",
       "    ['ALOVET', 0.006739121878863802],\n",
       "    ['go190214', 0.006739121878863802],\n",
       "    ['CF661020', 0.006739121878863802],\n",
       "    ['tragic', 0.006739121878863802],\n",
       "    ['noonecare', 0.006739121878863802],\n",
       "    ['AalIzzWell', 0.006739121878863802],\n",
       "    ['avis9', 0.006739121878863802],\n",
       "    ['chenglap', 0.006739121878863802],\n",
       "    ['huskysaga', 0.006739121878863802],\n",
       "    ['f22313467', 0.006739121878863802],\n",
       "    ['CORSA', 0.006739121878863802],\n",
       "    ['luxuryer', 0.006739121878863802],\n",
       "    ['XXXXGAY', 0.006739121878863802],\n",
       "    ['Jokerzz', 0.006739121878863802],\n",
       "    ['rxhivzero', 0.006739121878863802]]]]]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def sum_new_value(item, S, N, estimate_S):\n",
    "    key, value = item\n",
    "    \n",
    "    if value[1] == None :\n",
    "        new_value = 0 + (estimate_S-S)/N\n",
    "    else:\n",
    "        new_value = value[1] + (estimate_S-S)/N\n",
    "\n",
    "    \n",
    "    if value[0] == None:\n",
    "        return [key, [new_value, []]]\n",
    "    else:\n",
    "        return [key, [new_value, value[0][1]]]\n",
    "\n",
    "estimate_S = len(BAD_ID) * (1 + 1 - beta)\n",
    "new_stochastic_matrix = new_stochastic_matrix.map(lambda x: sum_new_value(x, S, N, estimate_S))\n",
    "\n",
    "# sorted(stochastic_matrix.collect())[:10]\n",
    "new_stochastic_matrix.take(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1645.200000000156"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "S = new_stochastic_matrix.values().map(lambda x:x[0]).reduce(add)\n",
    "S"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 48 ms, sys: 8 ms, total: 56 ms\n",
      "Wall time: 1min 11s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "def check_end(x, error_range):\n",
    "\n",
    "    old, new = x[1]\n",
    "    if old == None or new == None:\n",
    "        return False\n",
    "    return abs(old - new) < error_range\n",
    "\n",
    "V_new_stochastic_matrix = new_stochastic_matrix.map(lambda x: (x[0],x[1][0]))\n",
    "V_stochastic_matrix = stochastic_matrix.map(lambda x:(x[0],x[1][0]))\n",
    "is_end = V_stochastic_matrix.fullOuterJoin(V_new_stochastic_matrix).map(lambda x:check_end(x, error_range)).sum() == V_new_stochastic_matrix.count()\n",
    "# new_stochastic_matrix\n",
    "# stochastic_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "is_end\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "stochastic_matrix = new_stochastic_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "# stochastic_matrix.saveAsSequenceFile('tttttt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "# %%time\n",
    "# tmpFile = NamedTemporaryFile(delete=True)\n",
    "# tmpFile.close()\n",
    "# stochastic_matrix = new_stochastic_matrix\n",
    "# stochastic_matrix.saveAsTextFile(tmpFile.name)\n",
    "# stochastic_matrix = sc.wholeTextFiles(tmpFile.name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "# new_stochastic_matrix.getNumPartitions()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "# t = stochastic_matrix.map(lambda x:x[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "# def fileToRDD(x):\n",
    "#     x.strip()\n",
    "#     x = x.split('\\n')\n",
    "#     x = list(filter(lambda x: x.strip() != '', x))\n",
    "#     x = list(map(eval,x))\n",
    "#     return x\n",
    "# stochastic_matrix = stochastic_matrix.repartition(1).values().flatMap(fileToRDD)\n",
    "# t = stochastic_matrix.repartition(1).values().flatMap(fileToRDD)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "# t.getNumPartitions()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "# t.take(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "# t = sc.parallelize(t)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "# new_stochastic_matrix.take(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "# t.take(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "# %%time\n",
    "# stochastic_matrix = new_stochastic_matrix\n",
    "# stochastic_matrix = stochastic_matrix.collect()\n",
    "# stochastic_matrix = sc.parallelize(stochastic_matrix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "# %%time\n",
    "# new_values = stochastic_matrix.flatMap(lambda x: get_new_value(x, beta, N, BAD_ID))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "# %%time\n",
    "# new_values = new_values.reduceByKey(add).map(lambda x: topic_rank(x, BAD_ID) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "# %%time\n",
    "# S = new_values.values().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 上面那些流程多跑幾次，直到收斂"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 119.89038634300232 245944 288408 45281 950.0337702130653\n",
      "1 198.25539445877075 0 288408 45281 1352.5043095855017\n",
      "2 232.08179926872253 0 288408 45281 1339.3665640236145\n",
      "3 232.9739100933075 0 288408 45281 1341.8203318609633\n",
      "4 232.3912854194641 1 288408 45281 1342.1772847604261\n",
      "5 233.43960642814636 1 288408 45281 1342.2958226542012\n",
      "6 231.99774646759033 2 288408 45281 1342.3999789444936\n",
      "7 231.4497606754303 1 288408 45281 1342.44027085435\n",
      "8 231.7622730731964 0 288408 45281 1342.4640536547513\n",
      "9 231.849769115448 0 288408 45281 1342.47918288359\n",
      "10 231.98145055770874 1 288408 45281 1342.4902968802376\n",
      "11 231.70974469184875 0 288408 45281 1342.4986836423334\n",
      "12 232.26680755615234 0 288408 45281 1342.505304406602\n",
      "13 232.4176652431488 0 288408 45281 1342.5105456055314\n",
      "14 233.39968061447144 0 288408 45281 1342.5147484105717\n",
      "15 232.8703420162201 0 288408 45281 1342.5181043965074\n",
      "16 232.0658564567566 0 288408 45281 1342.5207972064682\n",
      "17 232.21183586120605 0 288408 45281 1342.522950117495\n",
      "18 231.99313879013062 0 288408 45281 1342.5246747378694\n",
      "19 231.58263969421387 0 288408 45281 1342.5260532814043\n",
      "20 232.1332187652588 0 288408 45281 1342.5271561131224\n",
      "21 232.3865692615509 0 288408 45281 1342.5280373430369\n",
      "22 231.3707311153412 0 288408 45281 1342.5287417655345\n",
      "23 232.66708874702454 0 288408 45281 1342.5293045117471\n",
      "24 232.95679640769958 0 288408 45281 1342.5297541569892\n",
      "25 231.5723752975464 0 288408 45281 1342.530113320511\n",
      "26 232.28240656852722 0 288408 45281 1342.530400235347\n",
      "27 232.73657298088074 0 288408 45281 1342.5306293989147\n",
      "28 233.1032853126526 0 288408 45281 1342.5308124436738\n",
      "29 232.79102230072021 0 288408 45281 1342.5309586395788\n",
      "30 232.4103729724884 0 288408 45281 1342.5310754073141\n",
      "31 233.90640878677368 0 288408 45281 1342.531168666915\n",
      "32 233.74672842025757 0 288408 45281 1342.5312431521031\n",
      "33 233.50443577766418 0 288408 45281 1342.531302641183\n",
      "34 232.76681327819824 0 288408 45281 1342.5313501537396\n",
      "35 230.75381231307983 0 288408 45281 1342.5313881004527\n",
      "36 233.232079744339 1 288408 45281 1342.5314184074591\n",
      "37 232.6595869064331 244852 288408 45281 1342.53144261273\n",
      "38 231.66397738456726 245975 288408 45281 1342.531461944723\n",
      "39 232.0369200706482 247256 288408 45281 1342.531477384601\n",
      "40 233.00477981567383 248704 288408 45281 1342.531489715974\n",
      "41 233.34477186203003 250324 288408 45281 1342.5314995646834\n",
      "42 231.98152542114258 251988 288408 45281 1342.5315074305074\n",
      "43 231.61084294319153 253846 288408 45281 1342.5315137127643\n",
      "44 232.35694694519043 255774 288408 45281 1342.53151873023\n",
      "45 233.45893812179565 257684 288408 45281 1342.5315227374817\n",
      "46 232.16280579566956 259589 288408 45281 1342.531525938047\n",
      "47 232.41379117965698 261473 288408 45281 1342.5315284941871\n",
      "48 232.17397809028625 263352 288408 45281 1342.531530535757\n",
      "49 232.43846344947815 265153 288408 45281 1342.5315321662715\n",
      "50 232.80167961120605 266964 288408 45281 1342.5315334685463\n",
      "51 232.4843192100525 268687 288408 45281 1342.531534508638\n",
      "52 233.64558625221252 270261 288408 45281 1342.5315353393241\n",
      "53 232.19108986854553 271813 288408 45281 1342.5315360027803\n",
      "54 232.2960181236267 273318 288408 45281 1342.5315365326612\n",
      "55 232.1924340724945 274723 288408 45281 1342.5315369558564\n",
      "56 232.69442439079285 276165 288408 45281 1342.5315372938926\n",
      "57 232.59069800376892 277444 288408 45281 1342.5315375638447\n",
      "58 233.78506016731262 278760 288408 45281 1342.5315377794398\n",
      "59 234.2382116317749 280016 288408 45281 1342.5315379516696\n",
      "60 232.66064310073853 281169 288408 45281 1342.5315380891836\n",
      "61 232.12736821174622 282280 288408 45281 1342.531538199047\n",
      "62 232.52489185333252 283278 288408 45281 1342.5315382867793\n",
      "64 232.59912776947021 284927 288408 45281 1342.5315384128228\n",
      "65 233.5474944114685 285619 288408 45281 1342.5315384575242\n",
      "66 232.83838844299316 286195 288408 45281 1342.5315384932132\n",
      "67 231.6868453025818 286710 288408 45281 1342.5315385217157\n",
      "68 232.87900114059448 287096 288408 45281 1342.531538544471\n",
      "69 231.78921818733215 287459 288408 45281 1342.531538562695\n",
      "70 232.96195650100708 287755 288408 45281 1342.531538577211\n",
      "71 232.5043420791626 287958 288408 45281 1342.5315385888196\n",
      "72 233.05745673179626 288098 288408 45281 1342.5315385980673\n",
      "73 232.31604504585266 288190 288408 45281 1342.5315386054833\n",
      "74 232.19560742378235 288232 288408 45281 1342.531538611392\n",
      "75 233.59717631340027 288257 288408 45281 1342.5315386161144\n",
      "76 233.06865096092224 288274 288408 45281 1342.5315386198702\n",
      "77 233.06997394561768 288287 288408 45281 1342.5315386229158\n",
      "78 233.41325163841248 288302 288408 45281 1342.5315386252892\n",
      "79 233.12951254844666 288313 288408 45281 1342.531538627221\n",
      "80 233.33534717559814 288329 288408 45281 1342.5315386287698\n",
      "81 233.86608576774597 288336 288408 45281 1342.5315386299676\n",
      "82 232.9483458995819 288346 288408 45281 1342.5315386309628\n",
      "83 233.59273386001587 288355 288408 45281 1342.5315386317393\n",
      "84 233.42341685295105 288361 288408 45281 1342.5315386323712\n",
      "85 233.23765563964844 288371 288408 45281 1342.5315386328646\n",
      "86 232.47746634483337 288376 288408 45281 1342.5315386332704\n",
      "87 232.1091833114624 288386 288408 45281 1342.5315386335703\n",
      "88 233.0411195755005 288390 288408 45281 1342.5315386338536\n",
      "89 232.47689723968506 288392 288408 45281 1342.5315386340428\n",
      "90 232.40189862251282 288394 288408 45281 1342.5315386342\n",
      "91 233.31844019889832 288397 288408 45281 1342.531538634346\n",
      "92 233.27928614616394 288400 288408 45281 1342.5315386344237\n",
      "93 233.4576199054718 288402 288408 45281 1342.5315386345173\n",
      "94 232.74866700172424 288405 288408 45281 1342.531538634572\n",
      "95 232.36115336418152 288407 288408 45281 1342.5315386346456\n",
      "96 232.35822653770447 288407 288408 45281 1342.5315386346715\n",
      "97 232.81018590927124 288407 288408 45281 1342.5315386347186\n",
      "98 233.50012731552124 288407 288408 45281 1342.531538634755\n",
      "99 231.83886671066284 288408 288408 45281 1342.5315386347577\n",
      "CPU times: user 9.93 s, sys: 1.17 s, total: 11.1 s\n",
      "Wall time: 6h 25min 26s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "from time import time\n",
    "\n",
    "# for idx, i in tqdm(enumerate(range(19))):\n",
    "idx = 0\n",
    "while not is_end:\n",
    "    \n",
    "    start_time = time() # <-- start timing\n",
    "    \n",
    "    new_values = stochastic_matrix.flatMap(lambda x: get_new_value(x, beta, N, BAD_ID))\n",
    "#     print(f'{idx} iter')\n",
    "#     new_values.cache()\n",
    "    new_values = new_values.reduceByKey(add).map(lambda x: topic_rank(x, BAD_ID) )\n",
    "    \n",
    "#     print(f'{idx} check problem {new_values.count()}')\n",
    "    S = new_values.values().sum()\n",
    "    \n",
    "#     print(f'{idx} check problem')\n",
    "    new_stochastic_matrix = stochastic_matrix.fullOuterJoin(new_values)\n",
    "    \n",
    "#     S = new_values.values().sum()\n",
    "#     print(f'{idx} check problem')\n",
    "#     new_stochastic_matrix = new_stochastic_matrix.map(lambda x: sum_new_value(x, S, N))\n",
    "    estimate_S + len(BAD_ID) * ( 1 - beta)\n",
    "    new_stochastic_matrix = new_stochastic_matrix.map(lambda x: sum_new_value(x, S, N, estimate_S))\n",
    "\n",
    "    \n",
    "#     print(f'{idx} check problem')\n",
    "    V_new_stochastic_matrix = new_stochastic_matrix.map(lambda x: (x[0],x[1][0]))\n",
    "    \n",
    "#     print(f'{idx} check problem')\n",
    "    V_stochastic_matrix = stochastic_matrix.map(lambda x:(x[0],x[1][0]))\n",
    "    \n",
    "#     print(f'{idx} check problem')\n",
    "    N_True = V_stochastic_matrix.fullOuterJoin(V_new_stochastic_matrix).map(lambda x:check_end(x, error_range)).sum()\n",
    "    N_new = V_new_stochastic_matrix.count()\n",
    "    is_end = (N_True == N_new)\n",
    "#     print(f'{idx} iter end')\n",
    "    \n",
    "#     tmpFile = NamedTemporaryFile(delete=True)\n",
    "#     tmpFile.close()\n",
    "    stochastic_matrix = new_stochastic_matrix\n",
    "    stochastic_matrix = stochastic_matrix.repartition(1) \n",
    "#     stochastic_matrix.saveAsTextFile(tmpFile.name)\n",
    "#     stochastic_matrix = sc.wholeTextFiles(tmpFile.name)\n",
    "#     stochastic_matrix = stochastic_matrix.repartition(1).values().flatMap(fileToRDD)\n",
    "\n",
    "#     stochastic_matrix = stochastic_matrix.cache()\n",
    "#     stochastic_matrix = stochastic_matrix.collect()\n",
    "#     stochastic_matrix = sc.parallelize(stochastic_matrix)\n",
    "\n",
    "        \n",
    "    end_time = time()\n",
    "    print(idx, end_time - start_time, N_True, N_new, new_values.count(), S)\n",
    "    idx += 1\n",
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "stochastic_matrix.saveAsTextFile('real_result_v2_test')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 輸出結果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "output = sorted(stochastic_matrix.collect(), key=lambda x: x[1][0], reverse=True)\n",
    "\n",
    "with open('output_v2_test.txt', 'w') as f:\n",
    "    for i in output:\n",
    "        f.write(f'{i[0]}\\t{i[1][0]}\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "seabox\t4.002685334828794\n",
      "Bignana\t3.6920587398675493\n",
      "XXXXGAY\t3.689452808974696\n",
      "iPad3\t3.431901242246264\n",
      "Kay731\t3.1341120276561867\n",
      "mayaman\t2.5881133446814735\n",
      "okcool\t2.031229532267024\n",
      "hateOnas\t1.988124459533813\n",
      "gn01765288\t1.8404985936426927\n",
      "ReDmango\t1.8225578085433631\n"
     ]
    }
   ],
   "source": [
    "with open('output_v2_test.txt') as f:\n",
    "    o = f.readlines()\n",
    "    \n",
    "for i in range(10):\n",
    "    print(o[i].strip())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "seabox\t4.002685334828794\n",
      "zongyi\t0.0010494454431404204\n",
      "sunhouse\t0.0010494454431404204\n",
      "Ash1taka\t0.0010494454431404204\n",
      "JumjumpTiger\t0.0010494454431404204\n",
      "uma1121\t0.0010494454431404204\n",
      "nieg\t0.0010494454431404204\n",
      "Cain13\t0.0010494454431404204\n",
      "jiajiaWeng\t0.0010494454431404204\n",
      "yenzubob\t0.0010494454431404204\n"
     ]
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "# !pip install networkx\n",
    "# stochastic_matrix.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import networkx as nx\n",
    "# G=nx.DiGraph()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "# with open(file) as f:\n",
    "#     edge = f.readlines()\n",
    "#     edge = [i.strip().split('\\t') for i in edge]\n",
    "    \n",
    "# G.add_edges_from(edge)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "# for i in edge:\n",
    "#     G.add_edge(*i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "# pr = nx.pagerank(G, alpha=0.8)\n",
    "# pr = sorted(list(pr.items()), key=lambda x:x[1], reverse=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "# pr[:20]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# from fractions import *\n",
    "# a = Fraction(10,8)\n",
    "# a/2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "seabox\t4.002685334828794\r\n",
      "Bignana\t3.6920587398675493\r\n",
      "XXXXGAY\t3.689452808974696\r\n",
      "iPad3\t3.431901242246264\r\n",
      "Kay731\t3.1341120276561867\r\n",
      "mayaman\t2.5881133446814735\r\n",
      "okcool\t2.031229532267024\r\n",
      "hateOnas\t1.988124459533813\r\n",
      "gn01765288\t1.8404985936426927\r\n",
      "ReDmango\t1.8225578085433631\r\n"
     ]
    }
   ],
   "source": [
    "!head -n 10 output_v2_test.txt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "kitty1117\t0.0010494454431404204\r\n",
      "yenzubob\t0.0010494454431404204\r\n",
      "jiajiaWeng\t0.0010494454431404204\r\n",
      "Cain13\t0.0010494454431404204\r\n",
      "nieg\t0.0010494454431404204\r\n",
      "uma1121\t0.0010494454431404204\r\n",
      "JumjumpTiger\t0.0010494454431404204\r\n",
      "Ash1taka\t0.0010494454431404204\r\n",
      "sunhouse\t0.0010494454431404204\r\n",
      "zongyi\t0.0010494454431404204\r\n"
     ]
    }
   ],
   "source": [
    "!tail -n 10 output_v2_test.txt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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