{"paragraphs":[{"text":"%dep\n\n/*\n\nBEFORE START\n\nif your are using Hortonworks Sandbox, make sure you added more cores and more memory to YARN\n\nspark streaming requires at least 3 containers to run\n\n\n*/\n\n/* this step must be executed as first command, if you already executed other commands, please click in \"Interpreter\" and restart spark interpreter */\n\nz.reset()\nz.load(\"org.apache.spark:spark-streaming-twitter_2.10:1.4.1\")\nz.load(\"org.twitter4j:twitter4j-core:3.0.3\")\nz.load(\"org.twitter4j:twitter4j-media-support:3.0.3\")\nz.load(\"org.twitter4j:twitter4j-async:3.0.3\")\nz.load(\"org.twitter4j:twitter4j-examples:3.0.3\")\nz.load(\"org.twitter4j:twitter4j-stream:3.0.3\")","dateUpdated":"2015-11-03T01:47:03+0000","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"editorMode":"ace/mode/scala","enabled":true},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1446127001985_751042471","id":"20151029-135641_978946549","result":{"code":"SUCCESS","type":"TEXT","msg":"res0: org.apache.zeppelin.spark.dep.Dependency = org.apache.zeppelin.spark.dep.Dependency@189d576c\n"},"dateCreated":"2015-10-29T01:56:41+0000","dateStarted":"2015-11-03T01:47:03+0000","dateFinished":"2015-11-03T01:47:26+0000","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:511"},{"text":"/*\nUPDATE YOUR TWITTER CREDENTIALS\n*/\n\n\nimport org.apache.spark.streaming._\nimport org.apache.spark.streaming.twitter._\nimport org.apache.spark.storage.StorageLevel\nimport scala.io.Source\nimport scala.collection.mutable.HashMap\nimport java.io.File\nimport org.apache.log4j.Logger\nimport org.apache.log4j.Level\nimport sys.process.stringSeqToProcess\nimport twitter4j.HashtagEntity\n\n/** Configures the Oauth Credentials for accessing Twitter */\ndef configureTwitterCredentials(apiKey: String, apiSecret: String, accessToken: String, accessTokenSecret: String) {\n  val configs = new HashMap[String, String] ++= Seq(\n    \"apiKey\" -> apiKey, \"apiSecret\" -> apiSecret, \"accessToken\" -> accessToken, \"accessTokenSecret\" -> accessTokenSecret)\n  println(\"Configuring Twitter OAuth\")\n  configs.foreach{ case(key, value) =>\n    if (value.trim.isEmpty) {\n      throw new Exception(\"Error setting authentication - value for \" + key + \" not set\")\n    }\n    val fullKey = \"twitter4j.oauth.\" + key.replace(\"api\", \"consumer\")\n    System.setProperty(fullKey, value.trim)\n    println(\"\\tProperty \" + fullKey + \" set as [\" + value.trim + \"]\")\n  }\n  println()\n}\n\n// Configure Twitter credentials\nval apiKey = \"\"\nval apiSecret = \"\"\nval accessToken = \"\"\nval accessTokenSecret = \"\"\nconfigureTwitterCredentials(apiKey, apiSecret, accessToken, accessTokenSecret)\n\nimport org.apache.spark.streaming.twitter._\nval ssc = new StreamingContext(sc, Seconds(2))\nval tweets = TwitterUtils.createStream(ssc, None, Array(\"#hadoop\", \"#bigdata\", \"#spark\", \"#hortonworks\", \"#HDP\"))\n//tweets.saveAsObjectFiles(\"hdfs://sandbox.hortonworks.com:8020/test/twitter-spark/twitter_\", \".txt\")\n\nval twt = tweets.window(Seconds(600))\n\ncase class Tweet(createdAt:Long, text:String, screenName:String)\ntwt.map(status=>\n  Tweet(status.getCreatedAt().getTime()/1000, status.getText(), status.getUser().getScreenName())\n).foreachRDD(rdd=>\n  rdd.toDF().registerTempTable(\"tweets\")\n)\n\n//twt.print\n\nssc.start()\n","dateUpdated":"2015-11-03T02:08:18+0000","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"editorMode":"ace/mode/scala","tableHide":false,"enabled":true},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1446126855245_-996333792","id":"20151029-135415_169890","result":{"code":"SUCCESS","type":"TEXT","msg":"import org.apache.spark.streaming._\nimport org.apache.spark.streaming.twitter._\nimport org.apache.spark.storage.StorageLevel\nimport scala.io.Source\nimport scala.collection.mutable.HashMap\nimport java.io.File\nimport org.apache.log4j.Logger\nimport org.apache.log4j.Level\nimport sys.process.stringSeqToProcess\nimport twitter4j.HashtagEntity\nconfigureTwitterCredentials: (apiKey: String, apiSecret: String, accessToken: String, accessTokenSecret: String)Unit\napiKey: String = V5qDyUgRR9ypp1Le6TV2R9xuN\napiSecret: String = wf9f616YjjngQH9md4ces2wTNwU1w8kQsSlLKtXFcBOgsOKIn2\naccessToken: String = 68171747-abCcgA5jod3OANKSctFHbNfOdbrAaulD4W6PsxrWf\naccessTokenSecret: String = 0JzXXr27RGRa5vpa84hDuLqAnH172zg1chilIvFIBevrZ\nConfiguring Twitter OAuth\n\tProperty twitter4j.oauth.consumerKey set as [V5qDyUgRR9ypp1Le6TV2R9xuN]\n\tProperty twitter4j.oauth.accessToken set as [68171747-abCcgA5jod3OANKSctFHbNfOdbrAaulD4W6PsxrWf]\n\tProperty twitter4j.oauth.consumerSecret set as [wf9f616YjjngQH9md4ces2wTNwU1w8kQsSlLKtXFcBOgsOKIn2]\n\tProperty twitter4j.oauth.accessTokenSecret set as [0JzXXr27RGRa5vpa84hDuLqAnH172zg1chilIvFIBevrZ]\n\nimport org.apache.spark.streaming.twitter._\nssc: org.apache.spark.streaming.StreamingContext = org.apache.spark.streaming.StreamingContext@223d5843\ntweets: org.apache.spark.streaming.dstream.ReceiverInputDStream[twitter4j.Status] = org.apache.spark.streaming.twitter.TwitterInputDStream@4dbecb59\ntwt: org.apache.spark.streaming.dstream.DStream[twitter4j.Status] = org.apache.spark.streaming.dstream.WindowedDStream@34389aba\ndefined class Tweet\n"},"dateCreated":"2015-10-29T01:54:15+0000","dateStarted":"2015-11-03T01:48:06+0000","dateFinished":"2015-11-03T01:49:22+0000","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:512"},{"text":"%sql\n-- checking window contents\n\nselect from_unixtime(createdAt), count(1) from tweets group by createdAt order by 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02:08:06","1"]]},"dateCreated":"2015-10-29T02:19:45+0000","dateStarted":"2015-11-03T02:08:16+0000","dateFinished":"2015-11-03T02:09:04+0000","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:513"},{"text":"/* declaring a function in Scala */\n\ndef sentiment(s:String) : String = {\n    val positive = Array(\"like\", \"love\", \"good\", \"great\", \"happy\", \"cool\", \"the\", \"one\", \"that\")\n    val negative = Array(\"hate\", \"bad\", \"stupid\", \"is\")\n\n    var st = 0;\n\n    val words = s.split(\" \")    \n    positive.foreach(p =>\n        words.foreach(w =>\n            if(p==w) st = st+1\n        )\n    )\n\n    negative.foreach(p=>\n        words.foreach(w=>\n            if(p==w) st = st-1\n        )\n    )\n    if(st>0)\n        \"positivie\"\n    else if(st<0)\n        \"negative\"\n    else\n        \"neutral\"\n}\n\nsqlc.udf.register(\"sentiment\", sentiment _)","dateUpdated":"2015-11-03T01:54:18+0000","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"editorMode":"ace/mode/scala","tableHide":true,"enabled":true},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1446171594228_-847079314","id":"20151030-021954_1559711258","result":{"code":"SUCCESS","type":"TEXT","msg":"-------------------------------------------\nTime: 1446515658000 ms\n-------------------------------------------\nStatusJSONImpl{createdAt=Tue Nov 03 01:49:44 UTC 2015, id=661359574780391424, text='White House hits #Turkey over vote 'intimidation'\n#YPJ #YPG #Kobane #TwitterKurds #turkeyelections #Turkeyvotes #HDP\nhttps://t.co/DhAK3bXnX3', source='<a href=\"http://twitter.com/download/android\" rel=\"nofollow\">Twitter for Android</a>', isTruncated=false, inReplyToStatusId=-1, inReplyToUserId=-1, isFavorited=false, inReplyToScreenName='null', geoLocation=null, place=null, retweetCount=0, 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See you tomorrow for more #BigDataTechCon!\n2015-11-03 01:51:09\tjknauer\tneutral\t17\tUsing @rhiza & #bigdata to move beyond ineffective stereotyping in marketing campaigns: https://t.co/py8CLEEVPR in @SmartDataCo\n2015-11-03 01:51:09\tNeuvooAdmAtl\tnegative\t19\tNTT DATA is hiring a #Hadoop #Administrator, apply now! #Atlanta #jobs https://t.co/ji5zzCBNMh https://t.co/FiIg4schcd\n2015-11-03 01:51:24\tHXCostello5\tneutral\t16\tRT @89Degrees: Learn more about our hosted enterprise hadoop platform #hortonworks #sasanalytics \nhttps://t.co/fZIfz1qMoT\n2015-11-03 01:51:26\tMacDATAInst\tnegative\t9\t\"Big data is our crystal ball\"- #BigData #bibcmcmaster\n2015-11-03 01:51:45\tNik_Caven\tpositivie\t23\tRT @SanDiskDataCtr: Will 2016 be the year for #BigData applications on flash? https://t.co/VYUqjLDrss\n\n@Tegile #datacenter https://t.co/RE3…\n2015-11-03 01:51:47\tjrdothoughts\tpositivie\t23\tshadow IT might be the one of the best things that ever happened to IT departments to push innovations in #cloud, #mobile, #bigdata\n2015-11-03 01:52:01\tDebbieAMKC\tnegative\t10\tRT @MacDATAInst: \"Big data is our crystal ball\"- #BigData #bibcmcmaster\n2015-11-03 01:52:11\ttisha2keeka\tnegative\t23\tRT @dr_morton: Time is NOT Money...\n\nIn Entrepreneurship Time is a CRITICAL Resource that Money Can't buy. \n\nComputing & #BigData can, howe…\n2015-11-03 01:52:40\tFollowBSE\tneutral\t15\tHi tisha2keeka, You should Follow https://t.co/2wQ2U9g55A For Updates ! https://t.co/ZVB7XbpurC\n2015-11-03 01:52:52\tHanar_Marouf\tneutral\t18\t#Erdogan Hails #Turkey Vote as Victory for One-Party Rule https://t.co/IpdnLYQgHw #turkeyelections #Turkeyvotes #HDP\n2015-11-03 01:52:54\tDanielHooman\tpositivie\t22\tRT @BernardMarr: The majority of people (87%) have not heard of the term ‘Internet of Things’ #IoT #BigData https://t.co/gZPsFWaMJW\n2015-11-03 01:53:03\thelbah8\tneutral\t21\t#BigData, ¿Sabemos todo lo que saben las marcas de nuestros hábitos e intereses? #Marketing| @scoopit https://t.co/yjWwoNkfUC\n2015-11-03 01:53:10\tmikepluta\tneutral\t22\tTop story from @CRN #BigData Stars MapReduce Design Patterns Implemented in Apa… https://t.co/GytZzRn8ZA, see more https://t.co/zbBJaNzwRa\n2015-11-03 01:53:13\tgildardorojas\tneutral\t10\t#MachineLearning at Scale with #Spark   https://t.co/z5MfGTJJ4B\n2015-11-03 01:53:26\tJamesWMacintyre\tneutral\t17\tRT @robertoglezcano: Funny comic about football @DataScienceCtrl https://t.co/zMBckfM4cx #bigdata #datascience #Analytics #DataScientists h…\n2015-11-03 01:53:26\tJamesWMacintyre\tneutral\t19\tRT @EvanSinar: Data Science Core Skills @DataScienceCtrl  #DataScience #bigdata #analytics #statistics https://t.co/V5ACztzxLa https://t.co…\n2015-11-03 01:53:27\tJamesWMacintyre\tneutral\t18\tRT @RogerMoore: Types of Questions #DataScience can Answer @kdnuggets #BigData #Analytics #MachineLearning https://t.co/oc24smfooi https://…\n2015-11-03 01:53:27\tJamesWMacintyre\tpositivie\t25\tRT @dataCloud01: Are you going down the wrong #bigdata path? At @dataCloud01 we can help you with your #analytics needs. :https://t.co/GRhj…\n2015-11-03 01:53:27\tJamesWMacintyre\tneutral\t20\tRT @BigDataBlender: What #Marketers Should Know About #BigData https://t.co/IIJ0XcsXRX by @martykihn #Analytics #Digital #Marketing #CMO ht…\n2015-11-03 01:53:28\tJamesWMacintyre\tpositivie\t25\tRT @FarbodSaraf: RT @DU_Press: Most of what falls under the term #bigdata is in fact digital breadcrumbs collected by the #IoT. https://t.c…\n2015-11-03 01:53:39\tHanar_Marouf\tneutral\t19\tAfter #Turkey’s election, woe and despair for #Erdogan’s opponents https://t.co/f2fuRPHwE7 #turkeyelections #Turkeyvotes #HDP #TwitterKurds\n2015-11-03 01:53:43\tmcalacrity\tneutral\t17\tRT @IOTTopNews: IoT Redefines Airline-Passenger Experience | @ThingsExpo #IoT #M2M #BigData https://t.co/xNk9C149kz via @SMC_on_IoT\n2015-11-03 01:54:02\tDistrictDataLab\tneutral\t13\tModern Methods for Sentiment Analysis https://t.co/LPOpoNEJBB #DataScience #BigData #NLProc #Python\n2015-11-03 01:54:10\t__iot__\tpositivie\t19\tRT @GlenGilmore: #MiddleEast set to become a world leader in the #InternetOfThings\n\nhttps://t.co/FbSU0AzBf0 #IoT #MENA #BigData\n2015-11-03 01:54:32\tpatrickclee0207\tpositivie\t13\t\"Announcing the Spark TFOCS Optimization Package\" #bigdata #feedly https://t.co/0WklZxVX3V\n2015-11-03 01:54:52\tPDEWEB\tneutral\t26\tu_t=15x^2u_xx+(15x + 2t)u_x+0u with u(x,s)=cos(2*x^2+8)\n https://t.co/rrFFcdZr5Y #bigdata #analytics https://t.co/MJGqRzsDCc\n2015-11-03 01:54:52\tGMLconsultants\tpositivie\t23\tRT @retailwire: What is the role of the #retail buyer in the age of #BigData?\nhttps://t.co/VKZpIhJRf2 https://t.co/iIyV3DdT1w\n2015-11-03 01:55:07\tbigdata\tnegative\t22\tHow #bigdata is used to boost consumer engagement @PayPal https://t.co/gVu8aN7y5S #stratahadoop Singapore talk by Sujit Mathew & Yew Yap Goh\n2015-11-03 01:55:10\tSuibhne67\tneutral\t20\tRT @Hanar_Marouf: After #Turkey’s election, woe and despair for #Erdogan’s opponents https://t.co/f2fuRPHwE7 #turkeyelections #Turkeyvotes …\n2015-11-03 01:55:16\tjsb___19\tneutral\t7\tRT @mexjsge24: 《第７弾》\n\n小学生の頃、マイケル知らなかっただけで、健二郎に馬鹿にされる隆二😯😯（笑）\n\n#三代目\n#SPARK\n#山下健二郎\n#今市隆二\n#仲良し\n#文字おこし動画\n\n#もげの暇つぶし http://t.co/N8eMkNsxHB\n2015-11-03 01:55:24\tblisslogixIT\tpositivie\t25\tRT @DU_Press: Most of what falls under the term #bigdata is in fact digital breadcrumbs collected by the #IoT. https://t.co/lNANiSi8Wp #Del…\n2015-11-03 01:55:24\tblisslogixIT\tneutral\t17\tRT @IOTTopNews: IoT Redefines Airline-Passenger Experience | @ThingsExpo #IoT #M2M #BigData https://t.co/xNk9C149kz via @SMC_on_IoT\n","comment":"@Tegile #datacenter https://t.co/RE3…2015-11-03 01:51:47\tjrdothoughts\tpositivie\t23\tshadow IT might be the one of the best things that ever happened to IT departments to push innovations in #cloud, #mobile, #bigdata2015-11-03 01:52:01\tDebbieAMKC\tnegative\t10\tRT @MacDATAInst: \"Big data is our crystal ball\"- #BigData #bibcmcmaster2015-11-03 01:52:11\ttisha2keeka\tnegative\t23\tRT @dr_morton: Time is NOT Money...In Entrepreneurship Time is a CRITICAL Resource that Money Can't buy. 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