fraudar.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Experiment: Run FRAUDAR on Twitter Users & Hashtags\n",
    "\n",
    "**Input**: Arabic Tweets generated in Jan and Feb 2016 \n",
    "\n",
    "| Set    | Size          |\n",
    "|--------|---------------|\n",
    "| Tweets | 1,340,136,382 |\n",
    "| users  | 11,418,801   |\n",
    "| Tweets having Hashtags| 328,653,341 |\n",
    "| Users using Hashtags | 6,083,518   |\n",
    "| Unique Hashtags | 3,184,110   |\n",
    "\n",
    "\n",
    "\n",
    "**Output**: Potential fraudulent users and hashtags they participated in."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Input to FRAUDAR:\n",
    "| input    | size          |\n",
    "|--------|---------------|\n",
    "| rows(users)  | 6,083,518   |\n",
    "| cols(hashtags)  | 3,184,110   |\n",
    "| edges  | 624,672,420  |\n",
    "\n",
    "\n",
    "## Output from FRAUDAR:\n",
    "\n",
    "| output    | size          |\n",
    "|--------|---------------|\n",
    "| rows(users)  | 6,979   |\n",
    "| cols(hashtags)  | 6,699   |\n",
    "\n",
    "## Runtime\n",
    "| Measure    | Value          |\n",
    "|--------|---------------|\n",
    "| Memory used  | 72 GB   |\n",
    "| Time  | 70 mins  |\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2016-11-12T03:28:51.937212",
     "start_time": "2016-11-12T03:28:51.930438"
    },
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "قروب_بوح_الدانة\n",
      "لايكات\n",
      "اسم_بشكل_حياه\n",
      "عيالنا_اولى\n",
      "الشمري\n",
      "عزو_فالك_العافيه\n",
      "أكثر\n",
      "ياناشدن_عني_تراني\n",
      "زد_رصيدك66\n",
      "قروب_الأمير_لأقوى_دعم\n",
      "كليات_الغد\n",
      "اماراتي\n",
      "الصمت\n",
      "عروض_خاصة\n",
      "إيران_دولة_إرهابية\n",
      "بيع_قصائد\n",
      "هذا\n",
      "قروب_الزلزال_للدعم\n",
      "تمتمات_قلم\n",
      "قروبات_قاهر_عذاله\n",
      "إعلان\n",
      "قروب_جزل_القصيد\n",
      "حساب_يستحق_للمتابعه\n",
      "العمود_الفقرى\n",
      "دورات_تدريبيه\n",
      "الخوارج\n",
      "حساب_راقي_افتخر_بمتابعته\n",
      "حريم_السلطان\n",
      "المجمعه\n",
      "حجوزات\n",
      "أذكار_الصباح_المساء\n",
      "أستراليا\n",
      "التعليم_تمنع_شعارات_الانديه\n",
      "ذكر_بتقوله_دايما\n",
      "ساعة_إجابة\n",
      "الشيعة\n",
      "تصاميم\n",
      "العزيزية\n",
      "حساب_جميل_يستحق_المتابعه\n",
      "لقطة_ختام\n",
      "الياسمين\n",
      "نفديك_يا_ملكنا\n",
      "حفر_الباطن\n",
      "شو_مفهومك_للسعاده\n",
      "بدون_جراحة\n",
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      "حلبه_الريم_رقص_موسيقي_اختلاط\n",
      "امتي_فرحتك_تكمل\n",
      "عطرك\n",
      "السعودية_ارض_السلام_والمحبة\n",
      "شاليهات_رستاروز\n",
      "طبعي_شقردي_للرتويت\n",
      "القلق\n",
      "مكملين\n",
      "الحسو\n",
      "عبدالله_المغلوث\n",
      "عادل_الجبير\n",
      "سراب_الشمري\n",
      "حواء_اكسبو\n",
      "مهره_قحطان_للرتويت_والدعم\n",
      "ثلث_القران\n",
      "سؤال_للجميع\n",
      "زد_رصيدك67\n",
      "مسك_اللولو\n",
      "العلياني\n",
      "قروب_سااره_للدعم1\n",
      "فضه\n",
      "شام\n",
      "الدنيا\n",
      "المسؤولية_الاجتماعية\n",
      "زيت_الحشيش_الافغاني\n",
      "استثمر\n",
      "بيتنا_الكبير14\n",
      "حتى_لاتزول_النعم\n",
      "قروب_جمعتنا_الصدفه\n",
      "السياحة_السعودية\n",
      "الاتحاد_الفتح\n",
      "design\n",
      "برشلونه_اتلتكو_مدريد\n",
      "سامبا\n",
      "قروب_لحن_الحياة_للدعم\n",
      "صباح_الخیر\n",
      "قروب_زهور_ورد\n",
      "الشام\n",
      "واصل\n",
      "مونس_شجاع\n",
      "مالذي_لاتستطيع_الانثي_نسيانه\n",
      "القيادة_الذاتية\n",
      "كلمه_مشهوره_عند_شمر\n",
      "استقالة_فيصل_بن_تركي\n",
      "قروب_حرب_الحرايب\n",
      "الحرية\n",
      "تملك\n",
      "كالفن_كلاين\n",
      "الامارات_والسعوديه_جسد_واحد\n",
      "سواتر\n",
      "يقوي\n",
      "لازم_نصلي_عشان\n",
      "رسالتي_للأبطال\n",
      "هوشه_الخضيري_والحربي\n",
      "زيادة_المتابعين\n",
      "عمرة\n",
      "وجع\n",
      "النجاح\n",
      "شاعر_المليون_7\n",
      "نسيت_المطيري\n",
      "طب_الاسنان\n",
      "برد\n",
      "متجر_همسة_عطر\n",
      "تيليجرام\n",
      "سكري_القصيم\n",
      "النوم\n",
      "المالديف\n",
      "ريادة\n",
      "عابره\n",
      "قول_كلمه_لتليفونك\n",
      "نزول_الاسعار\n",
      "زد_رصيدك64\n",
      "لامبورجيني\n",
      "ندى_الالمعي\n",
      "إزالة_شعر_الجسم\n",
      "انشر\n",
      "وجدان_للدعم\n",
      "الصلآھ\n",
      "قروب_البرنس_للدعم\n",
      "الاتحاد_الفيصلي\n",
      "لو_الناس_تبطل\n",
      "رايك_فشكل_تويتر_الجديد\n",
      "بيتنا_الكبير15\n",
      "شغب_النآي\n",
      "مواني_الشوق\n",
      "الاتحاد_لوكوموتيف\n",
      "مشدات_للتخسيس\n",
      "حماة_لن_ننسى\n",
      "مبادرات\n",
      "جرير\n",
      "وظيفة\n",
      "خواتم\n",
      "عروض_سياحية\n",
      "رتويت_للاجر\n",
      "رحلة_بناء_الذات\n",
      "جنيف\n",
      "النجوم\n",
      "حادث\n",
      "أوسكار_وايلد\n",
      "للمتصلين\n",
      "مجالس_سجاد\n",
      "حمام_مغربي_بالصنفره\n",
      "قروب_ضجيج_للدعم\n",
      "قروب_راهب_للدعم\n",
      "التقنية\n",
      "افضل_رتويت_للزعماء\n",
      "منبر_الحرف\n",
      "الإعلام\n",
      "الحسن\n",
      "الجابر_مشرفا_على_المنتخب\n",
      "بورما\n",
      "الخارجية\n",
      "حرق_السفاره_السعوديه\n",
      "عاصفة_السهم_السعودي_الإلكترونية\n",
      "الإرهاب\n",
      "لمنو_تقول_احبك\n",
      "عائلة\n",
      "نجيب_محفوظ\n",
      "زد_رصيدك65\n",
      "قروب_ابناء_اليمن\n",
      "بدون_موسيقى\n",
      "حساب_راقي_مميز\n",
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      "العالميه\n",
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      "مطاعم_الرياض\n",
      "سوريا\n",
      "حفرالباطن\n",
      "زهرة\n",
      "صُناع_الإبتسامة\n",
      "من_اقوال_هيقيتا\n",
      "دسمان\n",
      "حجة\n",
      "دهن_عود\n",
      "الفا_ستار\n",
      "بيتنا_الكبير12\n",
      "صلى\n",
      "سر_ما_تعرفه_عني\n",
      "دير_الزور\n",
      "الذكرى_العاشرة_لتولي_صباح_العز_للحكم\n",
      "الجازي_للدعم\n",
      "قروب_د_احساس\n",
      "صباح_التفائل\n",
      "محمد_شفيعنا_فصلوا_عليه\n",
      "اسبانيا\n",
      "راقت_لي\n",
      "جامعة_طيبة\n",
      "تمسون_على_خير\n",
      "قروب_عوبهـ_لدعم\n",
      "التصميم\n",
      "حشيش\n",
      "اللغة_اﻻنجليزيه\n",
      "استطلاع\n",
      "مبادرتك_تنمية\n",
      "حتى\n",
      "قسط\n",
      "مواليد_التسعينات_vs_الثمانينات\n",
      "تدريب\n",
      "حزب_الله_هو_العدو\n",
      "السهم_الذهبي\n",
      "دروس\n",
      "إذا\n",
      "حساب_تفتخر_انك_تتابعه\n",
      "كأس_ولي_العهد\n",
      "العروض\n",
      "تعثر\n",
      "أستغفر_الله\n",
      "ألمانيا_بالعربي_أجمل\n",
      "الهلالي_يدعم_الهلالي\n",
      "الرياض_الآن\n",
      "جمال\n",
      "صباح_جميل\n",
      "الأصدقاء\n",
      "قروب_نبض\n",
      "قروب_عزتي_تسواك\n",
      "حساب_يستحق_الدعم\n",
      "الحشد_الشعبي\n",
      "نحافة\n",
      "أمراض_الكبد\n",
      "قروب_الأميرة_للدعم\n",
      "الليبرالية\n",
      "رسالة_مع_زجاجة_عطر\n",
      "نجم_برقا_للدعم\n",
      "قدم\n",
      "تسافر_معنا\n",
      "جامعه\n",
      "أبواب_تاريخية\n",
      "صدقة_جارية_لشوش\n",
      "اذا_قصه_حياتك_فيلم_شو_بتسميها\n",
      "قروب_كبرياء_عابثه\n",
      "دورات\n",
      "حساب_اجمل_من_الجمال\n",
      "Orchestra\n",
      "التسويق\n",
      "شلات\n",
      "احسن_اكله_بتحبها\n",
      "برلمان_البلالا\n",
      "توزيعات\n",
      "قروب_كاريزما_الهلال\n",
      "معلمات\n",
      "تكسير\n",
      "ابن_تيمية\n",
      "رساله_لقلبك\n",
      "القنفذة\n",
      "رقي\n",
      "إزالة_الشعر_بالليزر\n",
      "صباحكم\n",
      "اصدقاء_سوالف_روح\n",
      "الأمم_المتحدة\n",
      "اشياء_تعفس_مزاجك\n",
      "على_فكره_اليوم_الهلال\n",
      "بارق\n",
      "قروب_نصف_القمر_للدعم\n",
      "صباح_السعاده\n",
      "ورق_جدران_ثلاثي_الأبعاد\n",
      "تصميم\n",
      "زد_رصيدك80\n",
      "إجازة\n",
      "محمد_الوهيب\n",
      "ايقاف_عمل_هييه_الرياض\n",
      "الاهلي_الشباب\n",
      "قروب_واسع_الخيال_للإضافات\n",
      "اكسسوارت\n",
      "لومينير\n",
      "تسليم\n",
      "أرباح\n",
      "قروب_تمنيتك_صدفة_للدعم\n",
      "فورد\n",
      "الاتفاق_النووي\n",
      "محمد_حسنين_هيكل\n",
      "سورية\n",
      "فنادق_المدينة\n",
      "استغفار\n",
      "خواطر_المربعانيـــــہ\n",
      "البقيع\n",
      "مضغوط\n",
      "صيام_الاثنين\n",
      "همس_ثائر\n",
      "اشتقت_لكلمه\n",
      "رتويت_للسؤال\n",
      "نبضات_حب\n",
      "إنفوجرافيك\n",
      "الهلال_سينايوكي\n",
      "الرياض_\n",
      "مندوب\n",
      "روتانا_خليجية\n",
      "شغب_الناي\n",
      "عود\n",
      "فطن\n",
      "بيوت_شعر\n",
      "محلات\n",
      "العرضه_السعوديه\n",
      "ينعم\n",
      "لو_المشاعر_تنحكي\n",
      "أرض\n",
      "عقارات_جدة\n",
      "صفه_تتمناها_فيك\n",
      "مقال_اليوم\n",
      "عفيف\n",
      "مصمم_منتجات_وصور\n",
      "اذاعة\n",
      "قروب_شموخيات\n",
      "قروب_شغب_للدعم\n",
      "ماذا_تعرف_عن_الحب\n",
      "خواطر_المربعانيــــــہ\n",
      "عبدالله_بن_زايد\n",
      "ميديكال_سوكس\n",
      "تجربة_سياحية\n",
      "المرأة\n",
      "زد_رصيدك81\n",
      "حرفك\n",
      "المملكة\n",
      "زيت_زيتون\n",
      "الأرض\n",
      "الكولاجين\n",
      "كتكو\n",
      "سيدي_رسول_الله\n",
      "نفط\n",
      "سلمان_الفرج\n",
      "العبقرية\n",
      "فرنسية\n",
      "تستاهل\n",
      "صالح_الفوزان\n",
      "برستيج\n",
      "تعليمية\n",
      "بيتنا_الكبير11\n",
      "لو_هتموت_حالا_تتمني_ايه\n",
      "النصائح_الطبية\n",
      "ماذا\n",
      "تسديد_قروض_بنكيه\n",
      "شرح\n",
      "جرائم_ايران_في_اليمن_والخليج\n",
      "فايز_المالكي\n",
      "الكويت\n",
      "سقيا_الماء_الخيري\n",
      "سفن_سيز_هوليدي\n",
      "ويليام_وردزورث\n",
      "الوالدين\n",
      "تكريم_جنودنا_البواسل\n",
      "منح_الخير\n",
      "الحمدلله\n",
      "قروب_ليندا_للدعم\n",
      "خاطره\n",
      "استقدام_الخادمات_من_المغرب\n",
      "ايفون6\n",
      "مظلات_مسابح\n",
      "والدة_سرحان_تناجيكم_عتق_رقبته\n",
      "روسيا_تقصف_سوريا\n",
      "قروب_عساف_للدعم\n",
      "لمى_سعادتنا_تكتمل_بسعادتك\n",
      "دعواتكم_بالشفاء_لحور\n",
      "مؤلم\n",
      "سفيرات_العالمي_للدعم\n",
      "زد_رصيدك82\n",
      "أعجبتني\n",
      "روحاني_زعيم_الاعدامات\n",
      "بلسم_الروح\n",
      "قرض\n",
      "بارفواه\n",
      "حساب_تفتخر_انه_من_متابعينگ\n",
      "الفيلر\n",
      "سدر\n",
      "حلات_الرجال\n",
      "France\n",
      "قروب_عنود_برقآ_للدعم\n",
      "قروب_اميره_للدعم\n",
      "حساب_افتخر_فيه\n",
      "نبض_القلم\n",
      "المظبي\n",
      "الرياض\n",
      "فندق_اوبير\n",
      "سناب_خالد_برلين\n",
      "لذه_الحب_في\n",
      "الاسنان\n",
      "تداول\n",
      "شفط_الدهون\n",
      "هالحزا_ودي\n",
      "الكتروني\n",
      "مسابقه\n",
      "نظافه_شقق_فلل\n",
      "اثاث\n",
      "انقذوا_عبدالعزيز_فرحان_الشمري2\n",
      "النصر_بونيودكور\n",
      "زهرة_شخصيتك\n",
      "ما\n",
      "حزب_الشيطان\n",
      "مساجد\n",
      "قروب_السلاطين_للدعم\n",
      "السعاده\n",
      "سنآء\n",
      "حساب_تهديه_الوسام_الذهبي\n",
      "جديد_المقالات\n",
      "حساب_أفتخر_فيه\n",
      "قروب_شبل_صمت_للدعم\n",
      "قروب_دعم_النخبة\n",
      "صدقة\n",
      "مفرح_لأقوى_دعم\n",
      "استقبال_فارس_زدرصيدك\n",
      "مكملات\n",
      "أبوي\n",
      "جبال\n",
      "ذوي_الإعاقة\n",
      "زد_رصيدك83\n",
      "الأهلي\n",
      "الزواج\n",
      "ياسر_العتيق\n",
      "صباح_السعودية\n",
      "الاردن\n",
      "أجتماعات\n",
      "مغردة\n",
      "جملة\n",
      "عنادل_للدعم\n",
      "احمد\n",
      "سنة_العراق\n",
      "اضافات_BBM\n",
      "الرياص\n",
      "حقل\n",
      "عمر_بن_الخطاب\n",
      "قروب_كيمو_للدعم\n",
      "صحة_سناب\n",
      "الاهلي_التعاون\n",
      "أستغفر\n",
      "زيت_الحشيش_الاصلي\n",
      "حزب_الله_يقتل_مضايا_جوعا\n",
      "البوسنه_سراييفوا\n",
      "يغريني_فيك\n",
      "الحزم\n",
      "الفرس\n",
      "مجاني_لفترة\n",
      "IDCC\n",
      "حجز\n",
      "سعود_حمود\n",
      "النفط\n",
      "اعلانات_الوطن\n",
      "نبتغي_رضى_الله_ضد_الاباحيه\n",
      "عطور\n",
      "مكان_قريب_لقلبك\n",
      "برميل_المندي\n",
      "سيدتي\n",
      "اعلانات_المبارك\n",
      "السؤال\n",
      "فيصل\n",
      "قروب_عبادي_للدعم\n",
      "خذلك_معلومه_سريعه\n",
      "سر_الورد\n",
      "دراسات_جدوى\n",
      "مساء_الحب\n",
      "بق\n",
      "المغامرة\n",
      "التعاون\n",
      "ملتقى_لغة_الاشارة\n",
      "حرف_من_ورد\n",
      "ارفعوا_الحصار_عن_تعز\n",
      "مكاان_نفسك_تزورو\n",
      "اشياء_تفرح_قلبك\n",
      "عاصفة_الحزم\n",
      "أمي_تستاهل\n",
      "زد_رصيدك84\n",
      "قروبات_النداوي_للدعم\n",
      "الخطوط_السعودية\n",
      "ديالى_تباد_بإشراف_أممي\n",
      "مميزة\n",
      "صلوا\n",
      "شاعر_المليون_48\n",
      "صباحكم_خير\n",
      "قروب_رتويت_ودعم\n",
      "التويتر_ملوش_طعم_من_غير\n",
      "الثمامة\n",
      "علي\n",
      "دروع\n",
      "فخر\n",
      "نجوم_النصر_سيهدوننا_الفوز\n",
      "حساب_روووعة_ضيفوه\n",
      "قروب_الشمال_للدعم\n",
      "قروب_نسمات_اشتياق\n",
      "الوافين_دعم_اضافات\n",
      "عيد_الفالنتين\n",
      "الحرب_على_الحوثيين\n",
      "فنادق_أعجبتني\n",
      "وتر_الناي\n",
      "قروب_مرهف_للدعم_والرتويت\n",
      "رتوت\n",
      "رمزيات\n",
      "تضحية\n",
      "قروبات_تلك_الليله\n",
      "يجب_محاسبه_المسرفين\n",
      "تويتر_بلا_بنات\n",
      "ساعه_استجابة\n",
      "السلطان\n",
      "قروب_هوامير_الدعم\n",
      "تعليق_الدراسة\n",
      "زحام_ذكرى\n",
      "الليزر\n",
      "حساب_مميز_ذوق\n"
     ]
    }
   ],
   "source": [
    "# Sample Hashtags found\n",
    "for hashtag in fraud_hashtags[:500]:\n",
    "    print hashtag"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2016-11-12T03:30:21.766611",
     "start_time": "2016-11-12T03:29:50.006444"
    },
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<a target=\"_blank\" href=http://www.twitter.com/aaaa72016><img src=http://pbs.twimg.com/profile_images/773283364585476096/am5ymx8A_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/mmzzxxmm><img src=http://pbs.twimg.com/profile_images/644819251027509248/v_EnStOk_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/_Koryou><img src=http://pbs.twimg.com/profile_images/778297602991329281/h8KBAAQF_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/7llLF><img src=http://pbs.twimg.com/profile_images/530825844701155328/f2faBkvE_normal.jpeg/></a><a target=\"_blank\" href=http://www.twitter.com/raashid999><img src=http://pbs.twimg.com/profile_images/771633001042022400/LJ7v_Chi_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/eissanm55><img src=http://pbs.twimg.com/profile_images/659092164069208064/qip9RwDv_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/fahadaljehani><img src=http://pbs.twimg.com/profile_images/726169510764490752/QjSqYrnE_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/topccc7><img src=http://pbs.twimg.com/profile_images/722614343209205760/mnUbIvQT_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/wrdtkum3><img src=http://pbs.twimg.com/profile_images/654275384632983552/4yDi740Y_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/CarrieLesage><img src=http://pbs.twimg.com/profile_images/523568628235390978/QMFsJykG_normal.jpeg/></a><a target=\"_blank\" href=http://www.twitter.com/alswab1120><img src=http://pbs.twimg.com/profile_images/797211788077056000/g0e-rJJg_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/Alsham5_511><img src=http://pbs.twimg.com/profile_images/786586110046638081/0ICJLroT_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/2lin__><img src=http://pbs.twimg.com/profile_images/796185696604188673/Ys47cm_k_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/saudia_3><img src=http://pbs.twimg.com/profile_images/593209005557743616/xbIhS8QG_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/ha__na9><img src=http://pbs.twimg.com/profile_images/717924689977454592/Sg-DcC0g_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/sweet000heart><img src=http://pbs.twimg.com/profile_images/757166902863077376/m5SoGj-T_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/Al_otaibisaud><img src=http://pbs.twimg.com/profile_images/779048868151451648/RoSPohAr_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/4t4__><img src=http://pbs.twimg.com/profile_images/784120048105455618/5LuCEP1F_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/ALDMAAR><img src=http://pbs.twimg.com/profile_images/722486496767385600/RPrFdj92_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/Mai____88><img src=http://pbs.twimg.com/profile_images/797224070257508353/8DcH0INA_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/bayaannn><img src=http://pbs.twimg.com/profile_images/432444069961146368/VBVryNZe_normal.jpeg/></a><a target=\"_blank\" href=http://www.twitter.com/aljfol123><img src=http://pbs.twimg.com/profile_images/707129155876483072/HXC5xroE_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/alfifi315><img src=http://pbs.twimg.com/profile_images/796060352823881728/dh_tFcKB_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/FwAz1111114><img src=http://pbs.twimg.com/profile_images/602183598364459008/luFW6tIW_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/1__rem_><img src=http://pbs.twimg.com/profile_images/796141914420641793/nMu-TXeR_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/girlcooool1234><img src=http://pbs.twimg.com/profile_images/762474835943362566/lhyWS6Zx_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/salh143375><img src=http://pbs.twimg.com/profile_images/758380178208919553/OdNEZeVI_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/AL_harbei_22><img src=http://pbs.twimg.com/profile_images/790692794486681601/_YeH328e_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/KDlhia><img src=http://pbs.twimg.com/profile_images/616996930892099584/snpbv0Y__normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/ruba_jn22><img src=http://pbs.twimg.com/profile_images/778015361362960385/yNM0kFOj_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/S858S><img src=http://pbs.twimg.com/profile_images/477274525751455746/UkTC-kQs_normal.jpeg/></a><a target=\"_blank\" href=http://www.twitter.com/ClemenceNorrie><img src=http://pbs.twimg.com/profile_images/522447258516594689/5aU_CKJx_normal.jpeg/></a><a target=\"_blank\" href=http://www.twitter.com/TW_WD><img src=http://pbs.twimg.com/profile_images/587943695309078530/vefiWgD__normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/rii2re22><img src=http://pbs.twimg.com/profile_images/789919930909126656/3Cc4krEv_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/laanyagki><img src=http://pbs.twimg.com/profile_images/616995687146876928/u0LXOIPc_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/saadunited480><img src=http://pbs.twimg.com/profile_images/760999642909769728/9xgQgFBc_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/Sh__5007><img src=http://pbs.twimg.com/profile_images/797276897323388929/j21QWtVP_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/Omarsaud123><img src=http://pbs.twimg.com/profile_images/581743579854344192/x9wjn-H-_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/mosthalasmar4><img src=http://pbs.twimg.com/profile_images/748201137912844288/EB7_v2ce_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/latinsony><img src=http://pbs.twimg.com/profile_images/2319762407/9rgj9g7t9ezplilgl0in_normal.jpeg/></a><a target=\"_blank\" href=http://www.twitter.com/__5mm5ii><img src=http://pbs.twimg.com/profile_images/795240639428493312/K4GvEBQq_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/mais__09><img src=http://pbs.twimg.com/profile_images/780824970326896640/m0sUCRiH_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/ahmd_twaijri><img src=http://pbs.twimg.com/profile_images/620055174090862592/_Rekkp--_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/fmkll1><img src=http://pbs.twimg.com/profile_images/776766755687587840/v7ydYexC_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/alrajhl77><img src=http://pbs.twimg.com/profile_images/729887811290202113/nKwDVpQt_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/BQ____505><img src=http://pbs.twimg.com/profile_images/713035620759773188/-SX8wPC1_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/99Alnajem><img src=http://pbs.twimg.com/profile_images/653443876582236160/MBZoEhNX_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/alrasmycom><img src=http://pbs.twimg.com/profile_images/793542980758044672/wEFfO9-6_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/miss_paglu7><img src=http://pbs.twimg.com/profile_images/703553618767536128/KtkYs3Pc_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/T_A_400><img src=http://pbs.twimg.com/profile_images/796661140914917376/ITXssfXw_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/RretweetEtha><img src=http://pbs.twimg.com/profile_images/419022324159873024/yt5-doiA_normal.jpeg/></a><a target=\"_blank\" href=http://www.twitter.com/KahrinKrihna><img src=http://pbs.twimg.com/profile_images/592669346272522240/TRd8p1ao_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/F5X5F><img src=http://pbs.twimg.com/profile_images/561198253333413888/lvwg6RP9_normal.jpeg/></a><a target=\"_blank\" href=http://www.twitter.com/FFIISR><img src=http://pbs.twimg.com/profile_images/788309506782531584/S1NV5s38_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/A_MOHSEN666><img src=http://pbs.twimg.com/profile_images/573272872069685248/fRteqSt5_normal.jpeg/></a><a target=\"_blank\" href=http://www.twitter.com/r6z__><img src=http://pbs.twimg.com/profile_images/782502933388726272/uo6RbRjK_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/amert_alqmar92><img src=http://pbs.twimg.com/profile_images/706808144295567361/1BruWuFW_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/Tswkq8><img src=http://pbs.twimg.com/profile_images/789954955591446528/U180uX2F_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/mt_7l><img src=http://pbs.twimg.com/profile_images/759133211461058561/ALLDw45X_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/7k2ya_glb><img src=http://pbs.twimg.com/profile_images/492013769225035776/T7FxUTKE_normal.jpeg/></a><a target=\"_blank\" href=http://www.twitter.com/Abu_abdullah895><img src=http://pbs.twimg.com/profile_images/790615991868850176/PifCS4jv_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/RW__RW_24H><img src=http://pbs.twimg.com/profile_images/785300278501380096/KQUMgHNa_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/2lllc><img src=http://pbs.twimg.com/profile_images/783172435646504960/Cah4zFTU_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/Salah85833><img src=http://pbs.twimg.com/profile_images/681571662547054597/VCA-Vpzn_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/Prince__99><img src=http://pbs.twimg.com/profile_images/753840417230102533/LoYcsaKG_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/zaralrba><img src=http://pbs.twimg.com/profile_images/797235569063497728/FlY_yL5L_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/aboazozo90><img src=http://pbs.twimg.com/profile_images/790035623038033920/NNGpfx30_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/i_22ii><img src=http://pbs.twimg.com/profile_images/746814237071282176/ZvLoAJtd_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/l_morre20><img src=http://pbs.twimg.com/profile_images/792232797557710848/Afq63cT9_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/civil_consult><img src=http://pbs.twimg.com/profile_images/694585550045577216/Bs36R5x__normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/Rayan4300><img src=http://pbs.twimg.com/profile_images/787694545945423872/AWDMznoc_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/mhd5050><img src=http://pbs.twimg.com/profile_images/680125198226579456/3jPAKUMB_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/SALEH_ALOTH><img src=http://pbs.twimg.com/profile_images/595316602117038080/AHwJENyD_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/_sunnn_shine_><img src=http://pbs.twimg.com/profile_images/767326094018093060/EGRgca6-_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/2T000><img src=http://pbs.twimg.com/profile_images/794845455184232448/GFrQKTys_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/li_rinali><img src=http://pbs.twimg.com/profile_images/616610360393605120/-5uFqHtX_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/Alroug_><img src=http://pbs.twimg.com/profile_images/740639503589707777/P3EymcgD_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/angel_f_hell><img src=http://pbs.twimg.com/profile_images/794648535228698624/MoQXh0zx_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/aa_almalki_07><img src=http://pbs.twimg.com/profile_images/777474203771699200/ZVHiANTY_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/skm1992skm><img src=http://pbs.twimg.com/profile_images/703205090983866368/bO356fTJ_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/5raafy><img src=http://pbs.twimg.com/profile_images/796658164003381248/e4Dv8TVX_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/Moonyyy1957><img src=http://pbs.twimg.com/profile_images/778770310715826176/LW9l2SUC_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/fffddd058><img src=http://pbs.twimg.com/profile_images/796506959080026112/WKEdjvGK_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/vip__ku><img src=http://pbs.twimg.com/profile_images/427378898104762368/UIwtglnQ_normal.jpeg/></a><a target=\"_blank\" href=http://www.twitter.com/Philosopher_Sa><img src=http://pbs.twimg.com/profile_images/579239351357313024/abg6_Opr_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/ABOmMAHA><img src=http://pbs.twimg.com/profile_images/773670329159913472/aLLKFCN7_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/Azoz_a_404><img src=http://pbs.twimg.com/profile_images/784521614503411712/Rb0zfmGS_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/alooooonh><img src=http://pbs.twimg.com/profile_images/794164990605455360/ZUVs-dX7_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/Beetr1959><img src=http://pbs.twimg.com/profile_images/797197587807866880/LKpKWAhy_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/allalakm><img src=http://pbs.twimg.com/profile_images/709063377742667777/RHbOqhZM_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/saada_974><img src=http://pbs.twimg.com/profile_images/750415299921506305/FKfykLns_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/indonesiadrive1><img src=http://pbs.twimg.com/profile_images/705089572179283968/rxa2xkqs_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/omarali28><img src=http://pbs.twimg.com/profile_images/789149117167665152/06xL-2N5_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/Maha22Ma77><img src=http://pbs.twimg.com/profile_images/648983698482720768/s8BZvU0W_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/nf154><img src=http://pbs.twimg.com/profile_images/750403546839908352/0814IOs4_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/Cherry48773755><img src=http://pbs.twimg.com/profile_images/521593627147923456/R_CX0Nnx_normal.jpeg/></a><a target=\"_blank\" href=http://www.twitter.com/riki_va><img src=http://pbs.twimg.com/profile_images/592724661781270528/8TaRoNjN_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/GhaziOt><img src=http://pbs.twimg.com/profile_images/750413564364591109/DsnbJNZZ_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/aldandachi_ali><img src=http://pbs.twimg.com/profile_images/780072138992652288/JInaeNgN_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/FlriaKrin><img src=http://pbs.twimg.com/profile_images/620908566367596544/tv21ePkV_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/hamiid_88><img src=http://pbs.twimg.com/profile_images/743246791949299712/1mkRd_YC_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/r3__m><img src=http://pbs.twimg.com/profile_images/795002584692039680/T7J_BVTz_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/Mm1600z><img src=http://pbs.twimg.com/profile_images/432796891840253952/j_EJGQmg_normal.jpeg/></a><a target=\"_blank\" href=http://www.twitter.com/5jalI_ksa><img src=http://pbs.twimg.com/profile_images/797130705109221376/3Rr6fUrJ_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/twitt_111><img src=http://pbs.twimg.com/profile_images/795999712486813697/6CM7RKFu_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/bigheartttttt><img src=http://pbs.twimg.com/profile_images/779011819075690497/sWbMLbFi_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/_lll0><img src=http://pbs.twimg.com/profile_images/794782362550812673/EP6cZT9s_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/sss_m_5><img src=http://pbs.twimg.com/profile_images/791252173174833153/xQlvL5PR_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/abdullahaldossr><img src=http://pbs.twimg.com/profile_images/606397641279143937/BpcjMdEc_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/0900800><img src=http://pbs.twimg.com/profile_images/762569821166927874/t7jvgnTL_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/10_hhhhhh_11><img src=http://pbs.twimg.com/profile_images/790814717161897984/vFER4Vj4_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/alRifaiok3><img src=http://pbs.twimg.com/profile_images/786670036584988672/4DImAhm6_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/joker__70><img src=http://pbs.twimg.com/profile_images/794323094982840323/f-29Y6SP_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/BridgDvna><img src=http://pbs.twimg.com/profile_images/593400060018184192/eRtB5ZqI_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/abuglla111><img src=http://pbs.twimg.com/profile_images/773809293128851456/jXHE3cmp_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/Mbk0110471><img src=http://pbs.twimg.com/profile_images/705163764195270656/DKykQwxM_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/RT_3ssh8><img src=http://pbs.twimg.com/profile_images/709398477260857344/qoE2PqfM_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/MrFares41><img src=http://pbs.twimg.com/profile_images/696749858313658368/CHBfTMg4_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/rt_retweet_all><img src=http://pbs.twimg.com/profile_images/485410218289790978/ZMdvW7W9_normal.jpeg/></a><a target=\"_blank\" href=http://www.twitter.com/almrhf111><img src=http://pbs.twimg.com/profile_images/681601682032164868/PncJDPsW_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/a_almashaan><img src=http://pbs.twimg.com/profile_images/796419915049795585/isRyGF3O_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/999vs666><img src=http://pbs.twimg.com/profile_images/769449786038710272/4S6tcagH_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/MH149f><img src=http://pbs.twimg.com/profile_images/795914947511390209/xmGQMT_6_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/dga1238><img src=http://pbs.twimg.com/profile_images/783652465761714176/V3PKzyG3_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/oin><img src=http://pbs.twimg.com/profile_images/712941874802196481/eiNJ7DgV_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/F_AH4R><img src=http://pbs.twimg.com/profile_images/792351370435256320/y7mm0pOa_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/E____jm12><img src=http://pbs.twimg.com/profile_images/725418242236407814/ljXOU7xN_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/mz___h><img src=http://pbs.twimg.com/profile_images/796000833573965824/ebYqupNA_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/DbrahKahrin><img src=http://pbs.twimg.com/profile_images/620895384894750720/65nJ9-pU_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/atgafy><img src=http://pbs.twimg.com/profile_images/3165646311/3e5aa67d7b3bb3f8f3636d7a8e11e898_normal.jpeg/></a><a target=\"_blank\" href=http://www.twitter.com/smn9231><img src=http://pbs.twimg.com/profile_images/762700370246266881/0A8UsByj_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/rubab_alklm><img src=http://pbs.twimg.com/profile_images/750368404582707200/7_5USf1P_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/S___m125><img src=http://pbs.twimg.com/profile_images/665587456981540864/Il4Lc2iB_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/K__S0700><img src=http://pbs.twimg.com/profile_images/723230954467278848/-kp40eOe_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/freh201388><img src=http://pbs.twimg.com/profile_images/787654369059667968/stOK5vpt_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/killershammar><img src=http://pbs.twimg.com/profile_images/773909034541998081/C4CjqJsb_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/ABO_KHALED1_1><img src=http://pbs.twimg.com/profile_images/649254297280974848/qjFuz0oq_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/R_F_9><img src=http://pbs.twimg.com/profile_images/689525063800987648/NFUHYjhl_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/FS___2><img src=http://pbs.twimg.com/profile_images/796358457591001088/91hpwi_0_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/A_M_ma_505><img src=http://pbs.twimg.com/profile_images/795181851904249856/9ctamVGQ_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/abu_ilan><img src=http://pbs.twimg.com/profile_images/779773078964473857/H3wQN-ZE_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/abobkeet44><img src=http://pbs.twimg.com/profile_images/778626105993490432/AWRsLM9k_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/bdr3edan><img src=http://pbs.twimg.com/profile_images/558684673547587584/RMlYDM3n_normal.jpeg/></a><a target=\"_blank\" href=http://www.twitter.com/FHaniqa><img src=http://pbs.twimg.com/profile_images/620897328170307584/b9saAR-u_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/Moteb2012Moteb><img src=http://pbs.twimg.com/profile_images/631512859193708544/L_p68JQH_normal.png/></a><a target=\"_blank\" href=http://www.twitter.com/N___f15><img src=http://pbs.twimg.com/profile_images/779654839504670720/35yUE8zt_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/Saif21Saleh><img src=http://pbs.twimg.com/profile_images/607259139048226816/061XD1Qd_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/Smile_5o><img src=http://pbs.twimg.com/profile_images/761633696902443008/ZXSojrW0_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/dfghj87444311><img src=http://pbs.twimg.com/profile_images/694018981250772992/AJxei1GP_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/fofofrolh1><img src=http://pbs.twimg.com/profile_images/782544868191207424/7kHlOZv2_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/_QWAQ><img src=http://pbs.twimg.com/profile_images/779356365068328960/g-nkWjJE_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/abobader1963><img src=http://pbs.twimg.com/profile_images/747632897625104385/gCSpMmZN_normal.jpg/></a><a target=\"_blank\" href=http://www.twitter.com/live3361><img src=http://pbs.twimg.com/profile_images/797033180431794176/PzAhXicE_normal.jpg/></a>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Sapmle Users found\n",
    "for user in fraud_users[:180]:\n",
    "    try:\n",
    "        user_object = api.GetUser(user)\n",
    "        html = html+ '<a target=\"_blank\" href=http://www.twitter.com/'\\\n",
    "            +user_object.screen_name+'><img src='+user_object.profile_image_url+'/></a>'\n",
    "    except:\n",
    "        pass\n",
    "\n",
    "display(HTML(html))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}