diff --git a/HandsOnWalkThrough b/HandsOnWalkThrough new file mode 100644 index 0000000..2c5a37a --- /dev/null +++ b/HandsOnWalkThrough @@ -0,0 +1,111 @@ +val originalRDD = sc.parallelize(List("Data1", "Data2", "Data4", "Data5", "Data6", "Bacon", "Hortonworks", "Hadoop", +"Spark", "Tungesten", +"SQL"), 4) + +val flatRDD = originalRDD.flatMap(_.split(" ")) + +originalRDD.collect().foreach(println) + +originalRDD.count() + +originalRDD.first() + +originalRDD.take(2) + +originalRDD.takeSample(true,5,7634184) + +val mapped = originalRDD.mapPartitionsWithIndex{ + (index, iterator) => { + println("Index -> " + index) + val myList = iterator.toList + myList.map(x => x + " -> " + index).iterator + } + } + +mapped.take(5) + +val rddSpark = sc.parallelize(List("SQL","Streaming","GraphX", "MLLib", "Bagel", +"SparkR","Python","Scala","Java", "Alluxio", "Tungsten", "Zeppelin")) + +val rddHadoop = sc.parallelize(List("HDFS", "YARN", "TEZ", "Hive", "HBase", "Pig", "Atlas", +"Storm", "Accumulo", "Ranger", "Phoenix", "MapReduce", "Slider", "Flume", "Kafka", "Oozie", "Sqoop", "Falcon", +"Knox", "Ambari", "Zookeeper", "Cloudbreak", "SQL", "Java", "Scala", "Python")) + +val bigDataRDD = rddHadoop.union(rddSpark) +bigDataRDD.collect() + +rddHadoop.intersection(rddSpark).collect() + +bigDataRDD.distinct().collect() + +bigDataRDD.sample(true,0.25 ).collect() + +bigDataRDD.count() + +val keyValueRDD = sc.parallelize(Seq( + ("Bacon", "Awesome"), + ("PorkRoll", "Great"), + ("Tofu", "Bogus"))) + +val groupByRDD = keyValueRDD.groupByKey() +groupByRDD.collect() + +val kvRDD = sc.parallelize(Seq((1,"Bacon"), (1, "Hamburger"), (1,"Cheeseburger"))) +val reducedByRDD = kvRDD.reduceByKey((a, b) => a.concat(b)) +reducedByRDD.take(5) + +keyValueRDD.countByKey().foreach(println) + +keyValueRDD.saveAsTextFile("here") + +keyValueRDD.saveAsObjectFile("here3") + +keyValueRDD.saveAsSequenceFile("here2") + +%sh ls + +%sh ls here + +cat here/part-00003 + +bigDataRDD.reduce((a, b) => a.concat(b)) + +val namesRDD = sc.parallelize(List((1, 25), (1, 27), (3, 25), (3, 27))) +val groupByRDD = namesRDD.aggregateByKey(0)((k,v) => v.toInt+k, (v,k) => k+v).collect() + +val sortByRDD = namesRDD.sortByKey(true).collect() + +val sortByRDD = namesRDD.sortByKey(false).collect() + +val otherKeyValueRDD = sc.parallelize(Seq( + ("Bacon", "Amazing"), + ("Steak", "Fine"), + ("Lettuce", "Sad"))) + +keyValueRDD.join(otherKeyValueRDD).collect() +keyValueRDD.leftOuterJoin(otherKeyValueRDD).collect() +keyValueRDD.rightOuterJoin(otherKeyValueRDD).collect() +keyValueRDD.fullOuterJoin(otherKeyValueRDD).collect() +keyValueRDD.groupWith(otherKeyValueRDD).collect() +keyValueRDD.cartesian(otherKeyValueRDD).collect() +keyValueRDD.pipe("cut -c2-4").collect() + +keyValueRDD.coalesce(1).collect() + +keyValueRDD.repartition(2).collect() + +val sqlContext = new org.apache.spark.sql.SQLContext(sc) + +val hereRDD = sc.textFile("here") +hereRDD.count +val df = hereRDD.toDF() +df.registerTempTable("here") +df.printSchema() + +%sql + +select * from here + + + +// Comment: For access data logs, unzip before using diff --git a/Logs.json b/Logs.json new file mode 100644 index 0000000..e89ade0 --- /dev/null +++ b/Logs.json @@ -0,0 +1 @@ +{"paragraphs":[{"text":"%md\n## Spark 1.6.x Demo\n##### Spark All The Transformations\n#####\n##### by Tim Spann (Shift-Enter to Run)","dateUpdated":"Apr 18, 2016 2:45:33 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461005056128_783046361","id":"20160418-144416_682654065","result":{"code":"SUCCESS","type":"HTML","msg":"

Spark 1.6.x Demo

\n
Spark All The Transformations
\n
\n
by Tim Spann (Shift-Enter to Run)
\n"},"dateCreated":"Apr 18, 2016 2:44:16 PM","dateStarted":"Apr 18, 2016 2:45:33 PM","dateFinished":"Apr 18, 2016 2:45:34 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:23"},{"text":"val originalRDD = sc.parallelize(List(\"Data1\", \"Data2\", \"Data4\", \"Data5\", \"Data6\", \"Bacon\", \"Hortonworks\", \"Hadoop\", \n\"Spark\", \"Tungesten\",\n\"SQL\"), 4)\n","dateUpdated":"Apr 18, 2016 3:35:20 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461005133748_-1892210144","id":"20160418-144533_494225985","result":{"code":"SUCCESS","type":"TEXT","msg":"originalRDD: org.apache.spark.rdd.RDD[String] = ParallelCollectionRDD[15] at parallelize at :29\n"},"dateCreated":"Apr 18, 2016 2:45:33 PM","dateStarted":"Apr 18, 2016 3:34:16 PM","dateFinished":"Apr 18, 2016 3:34:17 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:24"},{"text":"val flatRDD = originalRDD.flatMap(_.split(\" \"))\n","dateUpdated":"Apr 18, 2016 3:34:32 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461005219278_1591245101","id":"20160418-144659_1048250632","result":{"code":"SUCCESS","type":"TEXT","msg":"flatRDD: org.apache.spark.rdd.RDD[String] = MapPartitionsRDD[16] at flatMap at :31\n"},"dateCreated":"Apr 18, 2016 2:46:59 PM","dateStarted":"Apr 18, 2016 3:34:32 PM","dateFinished":"Apr 18, 2016 3:34:32 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:25"},{"text":"originalRDD.collect().foreach(println)","dateUpdated":"Apr 18, 2016 3:34:39 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461005691413_-424396379","id":"20160418-145451_2059858231","result":{"code":"SUCCESS","type":"TEXT","msg":"Data1\nData2\nData4\nData5\nData6\nBacon\nHortonworks\nHadoop\nSpark\nTungesten\nSQL\n"},"dateCreated":"Apr 18, 2016 2:54:51 PM","dateStarted":"Apr 18, 2016 3:34:39 PM","dateFinished":"Apr 18, 2016 3:34:40 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:26"},{"text":"originalRDD.count()","dateUpdated":"Apr 18, 2016 3:34:45 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461005719690_-584220414","id":"20160418-145519_511821456","result":{"code":"SUCCESS","type":"TEXT","msg":"res61: Long = 11\n"},"dateCreated":"Apr 18, 2016 2:55:19 PM","dateStarted":"Apr 18, 2016 3:34:45 PM","dateFinished":"Apr 18, 2016 3:34:46 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:27"},{"text":"originalRDD.first()","dateUpdated":"Apr 18, 2016 3:34:51 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461005780147_394504167","id":"20160418-145620_1916950906","result":{"code":"SUCCESS","type":"TEXT","msg":"res63: String = Data1\n"},"dateCreated":"Apr 18, 2016 2:56:20 PM","dateStarted":"Apr 18, 2016 3:34:51 PM","dateFinished":"Apr 18, 2016 3:34:51 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:28"},{"text":"originalRDD.take(2)","dateUpdated":"Apr 18, 2016 3:34:54 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461005786922_-1693158690","id":"20160418-145626_607996804","result":{"code":"SUCCESS","type":"TEXT","msg":"res65: Array[String] = Array(Data1, Data2)\n"},"dateCreated":"Apr 18, 2016 2:56:26 PM","dateStarted":"Apr 18, 2016 3:34:54 PM","dateFinished":"Apr 18, 2016 3:34:55 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:29"},{"text":"originalRDD.takeSample(true,5,7634184)","dateUpdated":"Apr 18, 2016 3:34:58 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461005794773_-309586321","id":"20160418-145634_1906271045","result":{"code":"SUCCESS","type":"TEXT","msg":"res67: Array[String] = Array(Data4, Data6, Hadoop, SQL, Bacon)\n"},"dateCreated":"Apr 18, 2016 2:56:34 PM","dateStarted":"Apr 18, 2016 3:34:58 PM","dateFinished":"Apr 18, 2016 3:34:59 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:30"},{"text":"originalRDD.takeOrdered(5)","dateUpdated":"Apr 18, 2016 3:35:03 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461005823928_-1793901605","id":"20160418-145703_32392500","result":{"code":"SUCCESS","type":"TEXT","msg":"res69: Array[String] = Array(Bacon, Data1, Data2, Data4, Data5)\n"},"dateCreated":"Apr 18, 2016 2:57:03 PM","dateStarted":"Apr 18, 2016 3:35:03 PM","dateFinished":"Apr 18, 2016 3:35:04 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:31"},{"text":"val mapped = originalRDD.mapPartitionsWithIndex{\n (index, iterator) => {\n println(\"Index -> \" + index)\n val myList = iterator.toList\n myList.map(x => x + \" -> \" + index).iterator\n }\n }","dateUpdated":"Apr 18, 2016 3:35:11 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461005903285_-508181339","id":"20160418-145823_1706945014","result":{"code":"SUCCESS","type":"TEXT","msg":"mapped: org.apache.spark.rdd.RDD[String] = MapPartitionsRDD[19] at mapPartitionsWithIndex at :33\n"},"dateCreated":"Apr 18, 2016 2:58:23 PM","dateStarted":"Apr 18, 2016 3:35:11 PM","dateFinished":"Apr 18, 2016 3:35:12 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:32"},{"text":"mapped.take(5)","dateUpdated":"Apr 18, 2016 3:35:14 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461007069011_1787890062","id":"20160418-151749_531996029","result":{"code":"SUCCESS","type":"TEXT","msg":"res72: Array[String] = Array(Data1 -> 0, Data2 -> 0, Data4 -> 1, Data5 -> 1, Data6 -> 1)\n"},"dateCreated":"Apr 18, 2016 3:17:49 PM","dateStarted":"Apr 18, 2016 3:35:14 PM","dateFinished":"Apr 18, 2016 3:35:15 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:33"},{"text":"val rddSpark = sc.parallelize(List(\"SQL\",\"Streaming\",\"GraphX\", \"MLLib\", \"Bagel\", \n\"SparkR\",\"Python\",\"Scala\",\"Java\", \"Alluxio\", \"Tungsten\", \"Zeppelin\"))\n\nval rddHadoop = sc.parallelize(List(\"HDFS\", \"YARN\", \"TEZ\", \"Hive\", \"HBase\", \"Pig\", \"Atlas\", \n\"Storm\", \"Accumulo\", \"Ranger\", \"Phoenix\", \"MapReduce\", \"Slider\", \"Flume\", \"Kafka\", \"Oozie\", \"Sqoop\", \"Falcon\",\n\"Knox\", \"Ambari\", \"Zookeeper\", \"Cloudbreak\", \"SQL\", \"Java\", \"Scala\", \"Python\"))","dateUpdated":"Apr 18, 2016 3:50:58 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461007544433_1168699387","id":"20160418-152544_465412727","result":{"code":"SUCCESS","type":"TEXT","msg":"rddSpark: org.apache.spark.rdd.RDD[String] = ParallelCollectionRDD[23] at parallelize at :29\nrddHadoop: org.apache.spark.rdd.RDD[String] = ParallelCollectionRDD[24] at parallelize at :30\n"},"dateCreated":"Apr 18, 2016 3:25:44 PM","dateStarted":"Apr 18, 2016 3:50:58 PM","dateFinished":"Apr 18, 2016 3:50:59 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:34"},{"text":"val bigDataRDD = rddHadoop.union(rddSpark)\nbigDataRDD.collect()","dateUpdated":"Apr 18, 2016 3:53:14 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461008993064_-1844229331","id":"20160418-154953_696142157","result":{"code":"SUCCESS","type":"TEXT","msg":"bigDataRDD: org.apache.spark.rdd.RDD[String] = UnionRDD[32] at union at :33\nres84: Array[String] = Array(HDFS, YARN, TEZ, Hive, HBase, Pig, Atlas, Storm, Accumulo, Ranger, Phoenix, MapReduce, Slider, Flume, Kafka, Oozie, Sqoop, Falcon, Knox, Ambari, Zookeeper, Cloudbreak, SQL, Java, Scala, Python, SQL, Streaming, GraphX, MLLib, Bagel, SparkR, Python, Scala, Java, Alluxio, Tungsten, Zeppelin)\n"},"dateCreated":"Apr 18, 2016 3:49:53 PM","dateStarted":"Apr 18, 2016 3:53:14 PM","dateFinished":"Apr 18, 2016 3:53:14 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:35"},{"text":"rddHadoop.intersection(rddSpark).collect()","dateUpdated":"Apr 18, 2016 3:51:11 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461009017587_1520830521","id":"20160418-155017_152289551","result":{"code":"SUCCESS","type":"TEXT","msg":"res82: Array[String] = Array(Python, SQL, Java, Scala)\n"},"dateCreated":"Apr 18, 2016 3:50:17 PM","dateStarted":"Apr 18, 2016 3:51:11 PM","dateFinished":"Apr 18, 2016 3:51:12 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:36"},{"text":"bigDataRDD.distinct().collect()","dateUpdated":"Apr 18, 2016 3:53:44 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461009071829_-128325858","id":"20160418-155111_1961746938","result":{"code":"SUCCESS","type":"TEXT","msg":"res86: Array[String] = Array(Hive, TEZ, Storm, Slider, Falcon, HDFS, HBase, GraphX, Alluxio, Cloudbreak, MapReduce, Java, Ambari, Streaming, Sqoop, Atlas, Zookeeper, Python, Tungsten, YARN, Knox, SparkR, Ranger, Kafka, MLLib, SQL, Oozie, Scala, Pig, Phoenix, Bagel, Flume, Accumulo, Zeppelin)\n"},"dateCreated":"Apr 18, 2016 3:51:11 PM","dateStarted":"Apr 18, 2016 3:53:44 PM","dateFinished":"Apr 18, 2016 3:53:45 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:37"},{"text":"bigDataRDD.sample(true,0.25 ).collect()","dateUpdated":"Apr 18, 2016 3:59:48 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461009224554_1827599633","id":"20160418-155344_1598192104","result":{"code":"SUCCESS","type":"TEXT","msg":"res101: Array[String] = Array(Accumulo, Falcon, Cloudbreak, Java, Streaming, Python)\n"},"dateCreated":"Apr 18, 2016 3:53:44 PM","dateStarted":"Apr 18, 2016 3:59:48 PM","dateFinished":"Apr 18, 2016 3:59:49 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:38"},{"text":"bigDataRDD.count()","dateUpdated":"Apr 18, 2016 4:00:04 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461009278856_2107367923","id":"20160418-155438_955206019","result":{"code":"SUCCESS","type":"TEXT","msg":"res103: Long = 38\n"},"dateCreated":"Apr 18, 2016 3:54:38 PM","dateStarted":"Apr 18, 2016 4:00:04 PM","dateFinished":"Apr 18, 2016 4:00:04 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:39"},{"text":"","dateUpdated":"Apr 18, 2016 3:57:36 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461009417810_1978308475","id":"20160418-155657_1537025121","result":{"code":"SUCCESS","type":"TEXT","msg":"res95: Int = 9\n"},"dateCreated":"Apr 18, 2016 3:56:57 PM","dateStarted":"Apr 18, 2016 3:57:24 PM","dateFinished":"Apr 18, 2016 3:57:24 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:40"},{"text":"val keyValueRDD = sc.parallelize(Seq(\n (\"Bacon\", \"Awesome\"),\n (\"PorkRoll\", \"Great\"),\n (\"Tofu\", \"Bogus\")))","dateUpdated":"Apr 18, 2016 4:03:13 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461009427335_172681887","id":"20160418-155707_564420305","result":{"code":"SUCCESS","type":"TEXT","msg":"keyValueRDD: org.apache.spark.rdd.RDD[(String, String)] = ParallelCollectionRDD[40] at parallelize at :29\n"},"dateCreated":"Apr 18, 2016 3:57:07 PM","dateStarted":"Apr 18, 2016 4:03:13 PM","dateFinished":"Apr 18, 2016 4:03:13 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:41"},{"text":"val groupByRDD = keyValueRDD.groupByKey()\ngroupByRDD.collect()","dateUpdated":"Apr 18, 2016 4:03:46 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461009793332_1645604657","id":"20160418-160313_1460399062","result":{"code":"SUCCESS","type":"TEXT","msg":"groupByRDD: org.apache.spark.rdd.RDD[(String, Iterable[String])] = ShuffledRDD[41] at groupByKey at :31\nres106: Array[(String, Iterable[String])] = Array((PorkRoll,CompactBuffer(Great)), (Tofu,CompactBuffer(Bogus)), (Bacon,CompactBuffer(Awesome)))\n"},"dateCreated":"Apr 18, 2016 4:03:13 PM","dateStarted":"Apr 18, 2016 4:03:46 PM","dateFinished":"Apr 18, 2016 4:03:46 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:42"},{"text":"val kvRDD = sc.parallelize(Seq((1,\"Bacon\"), (1, \"Hamburger\"), (1,\"Cheeseburger\")))\nval reducedByRDD = kvRDD.reduceByKey((a, b) => a.concat(b))\nreducedByRDD.take(5)","dateUpdated":"Apr 18, 2016 4:20:20 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461009826279_1941907282","id":"20160418-160346_2110467647","result":{"code":"SUCCESS","type":"TEXT","msg":"kvRDD: org.apache.spark.rdd.RDD[(Int, String)] = ParallelCollectionRDD[65] at parallelize at :29\nreducedByRDD: org.apache.spark.rdd.RDD[(Int, String)] = ShuffledRDD[66] at reduceByKey at :31\nres136: Array[(Int, String)] = Array((1,BaconHamburgerCheeseburger))\n"},"dateCreated":"Apr 18, 2016 4:03:46 PM","dateStarted":"Apr 18, 2016 4:20:20 PM","dateFinished":"Apr 18, 2016 4:20:21 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:43"},{"text":"keyValueRDD.countByKey().foreach(println)","dateUpdated":"Apr 18, 2016 4:27:45 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461010291950_70565253","id":"20160418-161131_200077673","result":{"code":"SUCCESS","type":"TEXT","msg":"(PorkRoll,1)\n(Tofu,1)\n(Bacon,1)\n"},"dateCreated":"Apr 18, 2016 4:11:31 PM","dateStarted":"Apr 18, 2016 4:27:46 PM","dateFinished":"Apr 18, 2016 4:27:46 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:44"},{"text":"keyValueRDD.saveAsTextFile(\"here\")","dateUpdated":"Apr 18, 2016 4:29:18 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461011180966_820788676","id":"20160418-162620_1358469825","result":{"code":"SUCCESS","type":"TEXT","msg":""},"dateCreated":"Apr 18, 2016 4:26:20 PM","dateStarted":"Apr 18, 2016 4:29:18 PM","dateFinished":"Apr 18, 2016 4:29:19 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:45"},{"text":"keyValueRDD.saveAsSequenceFile(\"here2\")\n\nkeyValueRDD.saveAsObjectFile(\"here3\")","dateUpdated":"Apr 18, 2016 4:33:06 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461011352020_-23893858","id":"20160418-162912_1537820517","result":{"code":"SUCCESS","type":"TEXT","msg":""},"dateCreated":"Apr 18, 2016 4:29:12 PM","dateStarted":"Apr 18, 2016 4:32:04 PM","dateFinished":"Apr 18, 2016 4:32:05 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:46"},{"text":"%sh ls ","dateUpdated":"Apr 18, 2016 4:32:10 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/sh"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461011397367_-1629789795","id":"20160418-162957_1466990956","result":{"code":"SUCCESS","type":"TEXT","msg":"DISCLAIMER\nLICENSE\nNOTICE\nREADME.md\nbin\nconf\nderby.log\nhere\nhere2\nhere3\ninterpreter\nlib\nlicenses\nlogs\nmetastore_db\nnotebook\nrun\nwebapps\nzeppelin-server-0.5.6-incubating.jar\nzeppelin-web-0.5.6-incubating.war\n"},"dateCreated":"Apr 18, 2016 4:29:57 PM","dateStarted":"Apr 18, 2016 4:32:10 PM","dateFinished":"Apr 18, 2016 4:32:10 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:47"},{"text":"%sh ls here\n\ncat here/part-00003","dateUpdated":"Apr 18, 2016 4:33:17 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/sh"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461011404626_-1605150541","id":"20160418-163004_99185925","result":{"code":"SUCCESS","type":"TEXT","msg":"_SUCCESS\npart-00000\npart-00001\npart-00002\npart-00003\n(Tofu,Bogus)\n"},"dateCreated":"Apr 18, 2016 4:30:04 PM","dateStarted":"Apr 18, 2016 4:33:17 PM","dateFinished":"Apr 18, 2016 4:33:17 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:48"},{"text":"bigDataRDD.reduce((a, b) => a.concat(b))","dateUpdated":"Apr 18, 2016 4:36:02 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461011537137_-1792707145","id":"20160418-163217_1109136632","result":{"code":"SUCCESS","type":"TEXT","msg":"res154: String = AmbariZookeeperCloudbreakSQLJavaScalaPythonFlumeKafkaOozieSqoopFalconKnoxAtlasStormAccumuloRangerPhoenixMapReduceSliderHDFSYARNTEZHiveHBasePigSQLStreamingGraphXMLLibBagelSparkRPythonScalaJavaAlluxioTungstenZeppelin\n"},"dateCreated":"Apr 18, 2016 4:32:17 PM","dateStarted":"Apr 18, 2016 4:36:02 PM","dateFinished":"Apr 18, 2016 4:36:02 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:49"},{"text":"val namesRDD = sc.parallelize(List((1, 25), (1, 27), (3, 25), (3, 27)))\nval groupByRDD = namesRDD.aggregateByKey(0)((k,v) => v.toInt+k, (v,k) => k+v).collect()\n","dateUpdated":"Apr 18, 2016 4:55:03 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461011705093_350003807","id":"20160418-163505_1694063858","result":{"code":"SUCCESS","type":"TEXT","msg":"namesRDD: org.apache.spark.rdd.RDD[(Int, Int)] = ParallelCollectionRDD[92] at parallelize at :29\ngroupByRDD: Array[(Int, Int)] = Array((1,52), (3,52))\n"},"dateCreated":"Apr 18, 2016 4:35:05 PM","dateStarted":"Apr 18, 2016 4:55:03 PM","dateFinished":"Apr 18, 2016 4:55:04 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:50"},{"text":"val sortByRDD = namesRDD.sortByKey(true).collect()","dateUpdated":"Apr 18, 2016 4:56:42 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461012302163_1460263251","id":"20160418-164502_1984896042","result":{"code":"SUCCESS","type":"TEXT","msg":"sortByRDD: Array[(Int, Int)] = Array((1,25), (1,27), (3,25), (3,27))\n"},"dateCreated":"Apr 18, 2016 4:45:02 PM","dateStarted":"Apr 18, 2016 4:56:42 PM","dateFinished":"Apr 18, 2016 4:56:42 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:51"},{"text":"val sortByRDD = namesRDD.sortByKey(false).collect()","dateUpdated":"Apr 18, 2016 4:57:37 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461012981654_-956023904","id":"20160418-165621_570757480","result":{"code":"SUCCESS","type":"TEXT","msg":"sortByRDD: Array[(Int, Int)] = Array((3,25), (3,27), (1,25), (1,27))\n"},"dateCreated":"Apr 18, 2016 4:56:21 PM","dateStarted":"Apr 18, 2016 4:57:37 PM","dateFinished":"Apr 18, 2016 4:57:37 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:52"},{"text":"val otherKeyValueRDD = sc.parallelize(Seq(\n (\"Bacon\", \"Amazing\"),\n (\"Steak\", \"Fine\"),\n (\"Lettuce\", \"Sad\")))\nkeyValueRDD.join(otherKeyValueRDD).collect()\n\nkeyValueRDD.leftOuterJoin(otherKeyValueRDD).collect()\nkeyValueRDD.rightOuterJoin(otherKeyValueRDD).collect()\nkeyValueRDD.fullOuterJoin(otherKeyValueRDD).collect()","dateUpdated":"Apr 18, 2016 5:02:45 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461013057286_-745057269","id":"20160418-165737_1188058593","result":{"code":"SUCCESS","type":"TEXT","msg":"otherKeyValueRDD: org.apache.spark.rdd.RDD[(String, String)] = ParallelCollectionRDD[114] at parallelize at :29\nres172: Array[(String, (String, String))] = Array((Bacon,(Awesome,Amazing)))\nres174: Array[(String, (String, Option[String]))] = Array((PorkRoll,(Great,None)), (Tofu,(Bogus,None)), (Bacon,(Awesome,Some(Amazing))))\nres175: Array[(String, (Option[String], String))] = Array((Steak,(None,Fine)), (Lettuce,(None,Sad)), (Bacon,(Some(Awesome),Amazing)))\nres176: Array[(String, (Option[String], Option[String]))] = Array((PorkRoll,(Some(Great),None)), (Steak,(None,Some(Fine))), (Tofu,(Some(Bogus),None)), (Lettuce,(None,Some(Sad))), (Bacon,(Some(Awesome),Some(Amazing))))\n"},"dateCreated":"Apr 18, 2016 4:57:37 PM","dateStarted":"Apr 18, 2016 5:02:45 PM","dateFinished":"Apr 18, 2016 5:02:46 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:53"},{"text":"keyValueRDD.groupWith(otherKeyValueRDD).collect()\n","dateUpdated":"Apr 18, 2016 11:11:29 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461013155574_-1102534970","id":"20160418-165915_993773780","result":{"code":"SUCCESS","type":"TEXT","msg":"res180: Array[(String, (Iterable[String], Iterable[String]))] = Array((PorkRoll,(CompactBuffer(Great),CompactBuffer())), (Steak,(CompactBuffer(),CompactBuffer(Fine))), (Tofu,(CompactBuffer(Bogus),CompactBuffer())), (Lettuce,(CompactBuffer(),CompactBuffer(Sad))), (Bacon,(CompactBuffer(Awesome),CompactBuffer(Amazing))))\n"},"dateCreated":"Apr 18, 2016 4:59:15 PM","dateStarted":"Apr 18, 2016 11:11:29 PM","dateFinished":"Apr 18, 2016 11:11:30 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:54"},{"text":"keyValueRDD.cartesian(otherKeyValueRDD).collect()","dateUpdated":"Apr 18, 2016 11:14:49 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461035437842_-1263461216","id":"20160418-231037_1509099531","result":{"code":"SUCCESS","type":"TEXT","msg":"res182: Array[((String, String), (String, String))] = Array(((Bacon,Awesome),(Bacon,Amazing)), ((Bacon,Awesome),(Steak,Fine)), ((Bacon,Awesome),(Lettuce,Sad)), ((PorkRoll,Great),(Bacon,Amazing)), ((PorkRoll,Great),(Steak,Fine)), ((PorkRoll,Great),(Lettuce,Sad)), ((Tofu,Bogus),(Bacon,Amazing)), ((Tofu,Bogus),(Steak,Fine)), ((Tofu,Bogus),(Lettuce,Sad)))\n"},"dateCreated":"Apr 18, 2016 11:10:37 PM","dateStarted":"Apr 18, 2016 11:14:50 PM","dateFinished":"Apr 18, 2016 11:14:50 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:55"},{"text":"%sh cat SMS* | wc -l","dateUpdated":"Apr 18, 2016 11:25:50 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/sh"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461035689890_-367225618","id":"20160418-231449_1615250510","result":{"code":"SUCCESS","type":"TEXT","msg":" 5574\n"},"dateCreated":"Apr 18, 2016 11:14:49 PM","dateStarted":"Apr 18, 2016 11:25:51 PM","dateFinished":"Apr 18, 2016 11:25:51 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:56"},{"text":"keyValueRDD.pipe(\"cut -c2-4\").collect()\n\nkeyValueRDD.coalesce(1).collect()\n\nkeyValueRDD.repartition(2).collect()\n\n\n","dateUpdated":"Apr 19, 2016 9:25:39 AM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461036305040_-398165350","id":"20160418-232505_112344533","result":{"code":"SUCCESS","type":"TEXT","msg":"res237: Array[String] = Array(Bac, Por, Tof)\nres239: Array[(String, String)] = Array((Bacon,Awesome), (PorkRoll,Great), (Tofu,Bogus))\nres241: Array[(String, String)] = Array((Bacon,Awesome), (PorkRoll,Great), (Tofu,Bogus))\n"},"dateCreated":"Apr 18, 2016 11:25:05 PM","dateStarted":"Apr 19, 2016 9:25:39 AM","dateFinished":"Apr 19, 2016 9:25:42 AM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:57","focus":true},{"text":"val sqlContext = new org.apache.spark.sql.SQLContext(sc)\n\nval hereRDD = sc.textFile(\"here\")\nhereRDD.count\nval df = hereRDD.toDF()\ndf.registerTempTable(\"here\")\ndf.printSchema()","dateUpdated":"Apr 19, 2016 12:03:30 AM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461036375489_493205906","id":"20160418-232615_512612527","result":{"code":"SUCCESS","type":"TEXT","msg":"sqlContext: org.apache.spark.sql.SQLContext = org.apache.spark.sql.SQLContext@3746b277\nhereRDD: org.apache.spark.rdd.RDD[String] = MapPartitionsRDD[149] at textFile at :30\nres199: Long = 3\ndf: org.apache.spark.sql.DataFrame = [_1: string]\nroot\n |-- _1: string (nullable = true)\n\n"},"dateCreated":"Apr 18, 2016 11:26:15 PM","dateStarted":"Apr 19, 2016 12:03:30 AM","dateFinished":"Apr 19, 2016 12:03:32 AM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:58"},{"text":"%sql\n\nselect * from here","dateUpdated":"Apr 19, 2016 12:04:28 AM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461038416335_827679107","id":"20160419-000016_437447433","result":{"code":"SUCCESS","type":"TABLE","msg":"_1\n(Bacon,Awesome)\n(PorkRoll,Great)\n(Tofu,Bogus)\n","comment":"","msgTable":[[{"value":"(Bacon,Awesome)"}],[{"value":"(PorkRoll,Great)"}],[{"value":"(Tofu,Bogus)"}]],"columnNames":[{"name":"_1","index":0,"aggr":"sum"}],"rows":[["(Bacon,Awesome)"],["(PorkRoll,Great)"],["(Tofu,Bogus)"]]},"dateCreated":"Apr 19, 2016 12:00:16 AM","dateStarted":"Apr 19, 2016 12:04:28 AM","dateFinished":"Apr 19, 2016 12:05:14 AM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:59"},{"config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461038468507_-477327866","id":"20160419-000108_52836889","dateCreated":"Apr 19, 2016 12:01:08 AM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:60","dateUpdated":"Apr 19, 2016 12:45:41 PM","dateFinished":"Apr 19, 2016 12:45:42 PM","dateStarted":"Apr 19, 2016 12:45:41 PM","result":{"code":"SUCCESS","type":"TEXT","msg":"logFile: org.apache.spark.rdd.RDD[String] = MapPartitionsRDD[184] at textFile at :29\n"},"text":" val logFile = sc.textFile(\"data/access3.log\")\n ","focus":true},{"config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461084341753_-61040617","id":"20160419-124541_361907174","dateCreated":"Apr 19, 2016 12:45:41 PM","status":"READY","progressUpdateIntervalMs":500,"focus":true,"$$hashKey":"object:759"}],"name":"Logs","id":"2BK3QYP3A","angularObjects":{"2BFPZ7VPB":[],"2BJ2H4UMU":[],"2BHW3NB2A":[],"2BHU8AK4R":[],"2BG47HRRQ":[],"2BFW2ZBXQ":[],"2BHWJK9CQ":[],"2BGHABJF5":[],"2BKKMDAEP":[],"2BJ7T3PDN":[],"2BG4H7JWC":[],"2BK7Q514A":[],"2BKJAMWS7":[],"2BFYT7ZRD":[]},"config":{"looknfeel":"default"},"info":{}} \ No newline at end of file diff --git a/Logs2.json b/Logs2.json new file mode 100644 index 0000000..469fc6e --- /dev/null +++ b/Logs2.json @@ -0,0 +1 @@ +{"paragraphs":[{"text":"%md\n## Spark 1.6.x Demo\n##### Spark All The Transformations\n#####\n##### by Tim Spann (Shift-Enter to Run)","dateUpdated":"Apr 19, 2016 1:25:57 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461005056128_783046361","id":"20160418-144416_682654065","result":{"code":"SUCCESS","type":"HTML","msg":"

Spark 1.6.x Demo

\n
Spark All The Transformations
\n
\n
by Tim Spann (Shift-Enter to Run)
\n"},"dateCreated":"Apr 18, 2016 2:44:16 PM","dateStarted":"Apr 19, 2016 1:25:58 PM","dateFinished":"Apr 19, 2016 1:26:00 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:23"},{"text":"val originalRDD = sc.parallelize(List(\"Data1\", \"Data2\", \"Data4\", \"Data5\", \"Data6\", \"Bacon\", \"Hortonworks\", \"Hadoop\", \n\"Spark\", \"Tungesten\",\n\"SQL\"), 4)\n","dateUpdated":"Apr 19, 2016 1:25:58 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461005133748_-1892210144","id":"20160418-144533_494225985","result":{"code":"SUCCESS","type":"TEXT","msg":"originalRDD: org.apache.spark.rdd.RDD[String] = ParallelCollectionRDD[0] at parallelize at :29\n"},"dateCreated":"Apr 18, 2016 2:45:33 PM","dateStarted":"Apr 19, 2016 1:25:58 PM","dateFinished":"Apr 19, 2016 1:26:36 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:24"},{"text":"val flatRDD = originalRDD.flatMap(_.split(\" \"))\n","dateUpdated":"Apr 19, 2016 1:25:58 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461005219278_1591245101","id":"20160418-144659_1048250632","result":{"code":"SUCCESS","type":"TEXT","msg":"flatRDD: org.apache.spark.rdd.RDD[String] = MapPartitionsRDD[1] at flatMap at :31\n"},"dateCreated":"Apr 18, 2016 2:46:59 PM","dateStarted":"Apr 19, 2016 1:26:00 PM","dateFinished":"Apr 19, 2016 1:26:37 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:25"},{"text":"originalRDD.collect().foreach(println)","dateUpdated":"Apr 19, 2016 1:25:59 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461005691413_-424396379","id":"20160418-145451_2059858231","result":{"code":"SUCCESS","type":"TEXT","msg":"Data1\nData2\nData4\nData5\nData6\nBacon\nHortonworks\nHadoop\nSpark\nTungesten\nSQL\n"},"dateCreated":"Apr 18, 2016 2:54:51 PM","dateStarted":"Apr 19, 2016 1:26:37 PM","dateFinished":"Apr 19, 2016 1:26:38 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:26"},{"text":"originalRDD.count()","dateUpdated":"Apr 19, 2016 1:25:59 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461005719690_-584220414","id":"20160418-145519_511821456","result":{"code":"SUCCESS","type":"TEXT","msg":"res4: Long = 11\n"},"dateCreated":"Apr 18, 2016 2:55:19 PM","dateStarted":"Apr 19, 2016 1:26:37 PM","dateFinished":"Apr 19, 2016 1:26:39 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:27"},{"text":"originalRDD.first()","dateUpdated":"Apr 19, 2016 1:25:59 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461005780147_394504167","id":"20160418-145620_1916950906","result":{"code":"SUCCESS","type":"TEXT","msg":"res6: String = Data1\n"},"dateCreated":"Apr 18, 2016 2:56:20 PM","dateStarted":"Apr 19, 2016 1:26:38 PM","dateFinished":"Apr 19, 2016 1:26:39 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:28"},{"text":"originalRDD.take(2)","dateUpdated":"Apr 19, 2016 1:25:59 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461005786922_-1693158690","id":"20160418-145626_607996804","result":{"code":"SUCCESS","type":"TEXT","msg":"res8: Array[String] = Array(Data1, Data2)\n"},"dateCreated":"Apr 18, 2016 2:56:26 PM","dateStarted":"Apr 19, 2016 1:26:39 PM","dateFinished":"Apr 19, 2016 1:26:40 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:29"},{"text":"originalRDD.takeSample(true,5,7634184)","dateUpdated":"Apr 19, 2016 1:26:00 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461005794773_-309586321","id":"20160418-145634_1906271045","result":{"code":"SUCCESS","type":"TEXT","msg":"res10: Array[String] = Array(Data4, Data6, Hadoop, SQL, Bacon)\n"},"dateCreated":"Apr 18, 2016 2:56:34 PM","dateStarted":"Apr 19, 2016 1:26:39 PM","dateFinished":"Apr 19, 2016 1:26:41 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:30"},{"text":"originalRDD.takeOrdered(5)","dateUpdated":"Apr 19, 2016 1:26:00 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461005823928_-1793901605","id":"20160418-145703_32392500","result":{"code":"SUCCESS","type":"TEXT","msg":"res12: Array[String] = Array(Bacon, Data1, Data2, Data4, Data5)\n"},"dateCreated":"Apr 18, 2016 2:57:03 PM","dateStarted":"Apr 19, 2016 1:26:40 PM","dateFinished":"Apr 19, 2016 1:26:41 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:31"},{"text":"val mapped = originalRDD.mapPartitionsWithIndex{\n (index, iterator) => {\n println(\"Index -> \" + index)\n val myList = iterator.toList\n myList.map(x => x + \" -> \" + index).iterator\n }\n }","dateUpdated":"Apr 19, 2016 1:26:01 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461005903285_-508181339","id":"20160418-145823_1706945014","result":{"code":"SUCCESS","type":"TEXT","msg":"mapped: org.apache.spark.rdd.RDD[String] = MapPartitionsRDD[4] at mapPartitionsWithIndex at :31\n"},"dateCreated":"Apr 18, 2016 2:58:23 PM","dateStarted":"Apr 19, 2016 1:26:41 PM","dateFinished":"Apr 19, 2016 1:26:42 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:32"},{"text":"mapped.take(5)","dateUpdated":"Apr 19, 2016 1:26:01 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461007069011_1787890062","id":"20160418-151749_531996029","result":{"code":"SUCCESS","type":"TEXT","msg":"res15: Array[String] = Array(Data1 -> 0, Data2 -> 0, Data4 -> 1, Data5 -> 1, Data6 -> 1)\n"},"dateCreated":"Apr 18, 2016 3:17:49 PM","dateStarted":"Apr 19, 2016 1:26:41 PM","dateFinished":"Apr 19, 2016 1:26:43 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:33"},{"text":"val rddSpark = sc.parallelize(List(\"SQL\",\"Streaming\",\"GraphX\", \"MLLib\", \"Bagel\", \n\"SparkR\",\"Python\",\"Scala\",\"Java\", \"Alluxio\", \"Tungsten\", \"Zeppelin\"))\n\nval rddHadoop = sc.parallelize(List(\"HDFS\", \"YARN\", \"TEZ\", \"Hive\", \"HBase\", \"Pig\", \"Atlas\", \n\"Storm\", \"Accumulo\", \"Ranger\", \"Phoenix\", \"MapReduce\", \"Slider\", \"Flume\", \"Kafka\", \"Oozie\", \"Sqoop\", \"Falcon\",\n\"Knox\", \"Ambari\", \"Zookeeper\", \"Cloudbreak\", \"SQL\", \"Java\", \"Scala\", \"Python\"))","dateUpdated":"Apr 19, 2016 1:26:01 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461007544433_1168699387","id":"20160418-152544_465412727","result":{"code":"SUCCESS","type":"TEXT","msg":"rddSpark: org.apache.spark.rdd.RDD[String] = ParallelCollectionRDD[5] at parallelize at :29\nrddHadoop: org.apache.spark.rdd.RDD[String] = ParallelCollectionRDD[6] at parallelize at :30\n"},"dateCreated":"Apr 18, 2016 3:25:44 PM","dateStarted":"Apr 19, 2016 1:26:42 PM","dateFinished":"Apr 19, 2016 1:26:43 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:34"},{"text":"val bigDataRDD = rddHadoop.union(rddSpark)\nbigDataRDD.collect()","dateUpdated":"Apr 19, 2016 1:26:01 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461008993064_-1844229331","id":"20160418-154953_696142157","result":{"code":"SUCCESS","type":"TEXT","msg":"bigDataRDD: org.apache.spark.rdd.RDD[String] = UnionRDD[7] at union at :33\nres19: Array[String] = Array(HDFS, YARN, TEZ, Hive, HBase, Pig, Atlas, Storm, Accumulo, Ranger, Phoenix, MapReduce, Slider, Flume, Kafka, Oozie, Sqoop, Falcon, Knox, Ambari, Zookeeper, Cloudbreak, SQL, Java, Scala, Python, SQL, Streaming, GraphX, MLLib, Bagel, SparkR, Python, Scala, Java, Alluxio, Tungsten, Zeppelin)\n"},"dateCreated":"Apr 18, 2016 3:49:53 PM","dateStarted":"Apr 19, 2016 1:26:43 PM","dateFinished":"Apr 19, 2016 1:26:44 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:35"},{"text":"rddHadoop.intersection(rddSpark).collect()","dateUpdated":"Apr 19, 2016 1:26:01 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461009017587_1520830521","id":"20160418-155017_152289551","result":{"code":"SUCCESS","type":"TEXT","msg":"res21: Array[String] = Array(Python, SQL, Java, Scala)\n"},"dateCreated":"Apr 18, 2016 3:50:17 PM","dateStarted":"Apr 19, 2016 1:26:43 PM","dateFinished":"Apr 19, 2016 1:26:45 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:36"},{"text":"bigDataRDD.distinct().collect()","dateUpdated":"Apr 19, 2016 1:26:02 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461009071829_-128325858","id":"20160418-155111_1961746938","result":{"code":"SUCCESS","type":"TEXT","msg":"res23: Array[String] = Array(Hive, TEZ, Storm, Slider, Falcon, HDFS, HBase, GraphX, Alluxio, Cloudbreak, MapReduce, Java, Ambari, Streaming, Sqoop, Atlas, Zookeeper, Python, Tungsten, YARN, Knox, SparkR, Ranger, Kafka, MLLib, SQL, Oozie, Scala, Pig, Phoenix, Bagel, Flume, Accumulo, Zeppelin)\n"},"dateCreated":"Apr 18, 2016 3:51:11 PM","dateStarted":"Apr 19, 2016 1:26:44 PM","dateFinished":"Apr 19, 2016 1:26:45 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:37"},{"text":"bigDataRDD.sample(true,0.25 ).collect()","dateUpdated":"Apr 19, 2016 1:26:02 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461009224554_1827599633","id":"20160418-155344_1598192104","result":{"code":"SUCCESS","type":"TEXT","msg":"res25: Array[String] = Array(TEZ, Accumulo, Accumulo, MapReduce, MapReduce, Oozie, Cloudbreak, Java, Bagel, Scala, Alluxio)\n"},"dateCreated":"Apr 18, 2016 3:53:44 PM","dateStarted":"Apr 19, 2016 1:26:45 PM","dateFinished":"Apr 19, 2016 1:26:46 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:38"},{"text":"bigDataRDD.count()","dateUpdated":"Apr 19, 2016 1:26:02 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461009278856_2107367923","id":"20160418-155438_955206019","result":{"code":"SUCCESS","type":"TEXT","msg":"res27: Long = 38\n"},"dateCreated":"Apr 18, 2016 3:54:38 PM","dateStarted":"Apr 19, 2016 1:26:46 PM","dateFinished":"Apr 19, 2016 1:26:46 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:39"},{"text":"val keyValueRDD = sc.parallelize(Seq(\n (\"Bacon\", \"Awesome\"),\n (\"PorkRoll\", \"Great\"),\n (\"Tofu\", \"Bogus\")))","dateUpdated":"Apr 19, 2016 1:26:02 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461009427335_172681887","id":"20160418-155707_564420305","result":{"code":"SUCCESS","type":"TEXT","msg":"keyValueRDD: org.apache.spark.rdd.RDD[(String, String)] = ParallelCollectionRDD[18] at parallelize at :29\n"},"dateCreated":"Apr 18, 2016 3:57:07 PM","dateStarted":"Apr 19, 2016 1:26:46 PM","dateFinished":"Apr 19, 2016 1:26:47 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:41"},{"text":"val groupByRDD = keyValueRDD.groupByKey()\ngroupByRDD.collect()","dateUpdated":"Apr 19, 2016 1:26:03 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461009793332_1645604657","id":"20160418-160313_1460399062","result":{"code":"SUCCESS","type":"TEXT","msg":"groupByRDD: org.apache.spark.rdd.RDD[(String, Iterable[String])] = ShuffledRDD[19] at groupByKey at :31\nres30: Array[(String, Iterable[String])] = Array((PorkRoll,CompactBuffer(Great)), (Tofu,CompactBuffer(Bogus)), (Bacon,CompactBuffer(Awesome)))\n"},"dateCreated":"Apr 18, 2016 4:03:13 PM","dateStarted":"Apr 19, 2016 1:26:47 PM","dateFinished":"Apr 19, 2016 1:26:47 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:42"},{"text":"val kvRDD = sc.parallelize(Seq((1,\"Bacon\"), (1, \"Hamburger\"), (1,\"Cheeseburger\")))\nval reducedByRDD = kvRDD.reduceByKey((a, b) => a.concat(b))\nreducedByRDD.take(5)","dateUpdated":"Apr 19, 2016 1:26:03 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461009826279_1941907282","id":"20160418-160346_2110467647","result":{"code":"SUCCESS","type":"TEXT","msg":"kvRDD: org.apache.spark.rdd.RDD[(Int, String)] = ParallelCollectionRDD[20] at parallelize at :29\nreducedByRDD: org.apache.spark.rdd.RDD[(Int, String)] = ShuffledRDD[21] at reduceByKey at :31\nres32: Array[(Int, String)] = Array((1,BaconHamburgerCheeseburger))\n"},"dateCreated":"Apr 18, 2016 4:03:46 PM","dateStarted":"Apr 19, 2016 1:26:47 PM","dateFinished":"Apr 19, 2016 1:26:48 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:43"},{"text":"keyValueRDD.countByKey().foreach(println)","dateUpdated":"Apr 19, 2016 1:26:03 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461010291950_70565253","id":"20160418-161131_200077673","result":{"code":"SUCCESS","type":"TEXT","msg":"(PorkRoll,1)\n(Tofu,1)\n(Bacon,1)\n"},"dateCreated":"Apr 18, 2016 4:11:31 PM","dateStarted":"Apr 19, 2016 1:26:48 PM","dateFinished":"Apr 19, 2016 1:26:49 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:44"},{"text":"keyValueRDD.saveAsTextFile(\"here\")","dateUpdated":"Apr 19, 2016 1:26:03 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461011180966_820788676","id":"20160418-162620_1358469825","result":{"code":"ERROR","type":"TEXT","msg":"org.apache.hadoop.mapred.FileAlreadyExistsException: Output directory file:/Users/timothyspann/Downloads/zeppelin-0.5.6-incubating-bin-all/here already exists\n\tat org.apache.hadoop.mapred.FileOutputFormat.checkOutputSpecs(FileOutputFormat.java:132)\n\tat org.apache.spark.rdd.PairRDDFunctions$$anonfun$saveAsHadoopDataset$1.apply$mcV$sp(PairRDDFunctions.scala:1179)\n\tat org.apache.spark.rdd.PairRDDFunctions$$anonfun$saveAsHadoopDataset$1.apply(PairRDDFunctions.scala:1156)\n\tat org.apache.spark.rdd.PairRDDFunctions$$anonfun$saveAsHadoopDataset$1.apply(PairRDDFunctions.scala:1156)\n\tat org.apache.spark.rdd.RDDOperationScope$.withScope(RDDOperationScope.scala:150)\n\tat org.apache.spark.rdd.RDDOperationScope$.withScope(RDDOperationScope.scala:111)\n\tat org.apache.spark.rdd.RDD.withScope(RDD.scala:316)\n\tat org.apache.spark.rdd.PairRDDFunctions.saveAsHadoopDataset(PairRDDFunctions.scala:1156)\n\tat org.apache.spark.rdd.PairRDDFunctions$$anonfun$saveAsHadoopFile$4.apply$mcV$sp(PairRDDFunctions.scala:1060)\n\tat org.apache.spark.rdd.PairRDDFunctions$$anonfun$saveAsHadoopFile$4.apply(PairRDDFunctions.scala:1026)\n\tat org.apache.spark.rdd.PairRDDFunctions$$anonfun$saveAsHadoopFile$4.apply(PairRDDFunctions.scala:1026)\n\tat org.apache.spark.rdd.RDDOperationScope$.withScope(RDDOperationScope.scala:150)\n\tat org.apache.spark.rdd.RDDOperationScope$.withScope(RDDOperationScope.scala:111)\n\tat org.apache.spark.rdd.RDD.withScope(RDD.scala:316)\n\tat org.apache.spark.rdd.PairRDDFunctions.saveAsHadoopFile(PairRDDFunctions.scala:1026)\n\tat org.apache.spark.rdd.PairRDDFunctions$$anonfun$saveAsHadoopFile$1.apply$mcV$sp(PairRDDFunctions.scala:952)\n\tat org.apache.spark.rdd.PairRDDFunctions$$anonfun$saveAsHadoopFile$1.apply(PairRDDFunctions.scala:952)\n\tat org.apache.spark.rdd.PairRDDFunctions$$anonfun$saveAsHadoopFile$1.apply(PairRDDFunctions.scala:952)\n\tat org.apache.spark.rdd.RDDOperationScope$.withScope(RDDOperationScope.scala:150)\n\tat org.apache.spark.rdd.RDDOperationScope$.withScope(RDDOperationScope.scala:111)\n\tat org.apache.spark.rdd.RDD.withScope(RDD.scala:316)\n\tat org.apache.spark.rdd.PairRDDFunctions.saveAsHadoopFile(PairRDDFunctions.scala:951)\n\tat org.apache.spark.rdd.RDD$$anonfun$saveAsTextFile$1.apply$mcV$sp(RDD.scala:1443)\n\tat org.apache.spark.rdd.RDD$$anonfun$saveAsTextFile$1.apply(RDD.scala:1422)\n\tat org.apache.spark.rdd.RDD$$anonfun$saveAsTextFile$1.apply(RDD.scala:1422)\n\tat org.apache.spark.rdd.RDDOperationScope$.withScope(RDDOperationScope.scala:150)\n\tat org.apache.spark.rdd.RDDOperationScope$.withScope(RDDOperationScope.scala:111)\n\tat org.apache.spark.rdd.RDD.withScope(RDD.scala:316)\n\tat org.apache.spark.rdd.RDD.saveAsTextFile(RDD.scala:1422)\n\tat $iwC$$iwC$$iwC$$iwC$$iwC$$iwC$$iwC$$iwC.(:32)\n\tat $iwC$$iwC$$iwC$$iwC$$iwC$$iwC$$iwC.(:37)\n\tat $iwC$$iwC$$iwC$$iwC$$iwC$$iwC.(:39)\n\tat $iwC$$iwC$$iwC$$iwC$$iwC.(:41)\n\tat $iwC$$iwC$$iwC$$iwC.(:43)\n\tat $iwC$$iwC$$iwC.(:45)\n\tat $iwC$$iwC.(:47)\n\tat $iwC.(:49)\n\tat (:51)\n\tat .(:55)\n\tat .()\n\tat .(:7)\n\tat .()\n\tat $print()\n\tat sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)\n\tat sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:62)\n\tat sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)\n\tat java.lang.reflect.Method.invoke(Method.java:497)\n\tat org.apache.spark.repl.SparkIMain$ReadEvalPrint.call(SparkIMain.scala:1065)\n\tat org.apache.spark.repl.SparkIMain$Request.loadAndRun(SparkIMain.scala:1346)\n\tat org.apache.spark.repl.SparkIMain.loadAndRunReq$1(SparkIMain.scala:840)\n\tat org.apache.spark.repl.SparkIMain.interpret(SparkIMain.scala:871)\n\tat org.apache.spark.repl.SparkIMain.interpret(SparkIMain.scala:819)\n\tat org.apache.zeppelin.spark.SparkInterpreter.interpretInput(SparkInterpreter.java:709)\n\tat org.apache.zeppelin.spark.SparkInterpreter.interpret(SparkInterpreter.java:674)\n\tat org.apache.zeppelin.spark.SparkInterpreter.interpret(SparkInterpreter.java:667)\n\tat org.apache.zeppelin.interpreter.ClassloaderInterpreter.interpret(ClassloaderInterpreter.java:57)\n\tat org.apache.zeppelin.interpreter.LazyOpenInterpreter.interpret(LazyOpenInterpreter.java:93)\n\tat org.apache.zeppelin.interpreter.remote.RemoteInterpreterServer$InterpretJob.jobRun(RemoteInterpreterServer.java:300)\n\tat org.apache.zeppelin.scheduler.Job.run(Job.java:169)\n\tat org.apache.zeppelin.scheduler.FIFOScheduler$1.run(FIFOScheduler.java:134)\n\tat java.util.concurrent.Executors$RunnableAdapter.call(Executors.java:511)\n\tat java.util.concurrent.FutureTask.run(FutureTask.java:266)\n\tat java.util.concurrent.ScheduledThreadPoolExecutor$ScheduledFutureTask.access$201(ScheduledThreadPoolExecutor.java:180)\n\tat java.util.concurrent.ScheduledThreadPoolExecutor$ScheduledFutureTask.run(ScheduledThreadPoolExecutor.java:293)\n\tat java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1142)\n\tat java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:617)\n\tat java.lang.Thread.run(Thread.java:745)\n\n"},"dateCreated":"Apr 18, 2016 4:26:20 PM","dateStarted":"Apr 19, 2016 1:26:48 PM","dateFinished":"Apr 19, 2016 1:26:49 PM","status":"ERROR","progressUpdateIntervalMs":500,"$$hashKey":"object:45"},{"text":"keyValueRDD.saveAsSequenceFile(\"here2\")\n\nkeyValueRDD.saveAsObjectFile(\"here3\")","dateUpdated":"Apr 19, 2016 1:26:03 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461011352020_-23893858","id":"20160418-162912_1537820517","result":{"code":"ERROR","type":"TEXT","msg":"org.apache.hadoop.mapred.FileAlreadyExistsException: Output directory file:/Users/timothyspann/Downloads/zeppelin-0.5.6-incubating-bin-all/here2 already exists\n\tat org.apache.hadoop.mapred.FileOutputFormat.checkOutputSpecs(FileOutputFormat.java:132)\n\tat org.apache.spark.rdd.PairRDDFunctions$$anonfun$saveAsHadoopDataset$1.apply$mcV$sp(PairRDDFunctions.scala:1179)\n\tat org.apache.spark.rdd.PairRDDFunctions$$anonfun$saveAsHadoopDataset$1.apply(PairRDDFunctions.scala:1156)\n\tat org.apache.spark.rdd.PairRDDFunctions$$anonfun$saveAsHadoopDataset$1.apply(PairRDDFunctions.scala:1156)\n\tat org.apache.spark.rdd.RDDOperationScope$.withScope(RDDOperationScope.scala:150)\n\tat org.apache.spark.rdd.RDDOperationScope$.withScope(RDDOperationScope.scala:111)\n\tat org.apache.spark.rdd.RDD.withScope(RDD.scala:316)\n\tat org.apache.spark.rdd.PairRDDFunctions.saveAsHadoopDataset(PairRDDFunctions.scala:1156)\n\tat org.apache.spark.rdd.PairRDDFunctions$$anonfun$saveAsHadoopFile$4.apply$mcV$sp(PairRDDFunctions.scala:1060)\n\tat org.apache.spark.rdd.PairRDDFunctions$$anonfun$saveAsHadoopFile$4.apply(PairRDDFunctions.scala:1026)\n\tat org.apache.spark.rdd.PairRDDFunctions$$anonfun$saveAsHadoopFile$4.apply(PairRDDFunctions.scala:1026)\n\tat org.apache.spark.rdd.RDDOperationScope$.withScope(RDDOperationScope.scala:150)\n\tat org.apache.spark.rdd.RDDOperationScope$.withScope(RDDOperationScope.scala:111)\n\tat org.apache.spark.rdd.RDD.withScope(RDD.scala:316)\n\tat org.apache.spark.rdd.PairRDDFunctions.saveAsHadoopFile(PairRDDFunctions.scala:1026)\n\tat org.apache.spark.rdd.SequenceFileRDDFunctions$$anonfun$saveAsSequenceFile$1.apply$mcV$sp(SequenceFileRDDFunctions.scala:113)\n\tat org.apache.spark.rdd.SequenceFileRDDFunctions$$anonfun$saveAsSequenceFile$1.apply(SequenceFileRDDFunctions.scala:90)\n\tat org.apache.spark.rdd.SequenceFileRDDFunctions$$anonfun$saveAsSequenceFile$1.apply(SequenceFileRDDFunctions.scala:90)\n\tat org.apache.spark.rdd.RDDOperationScope$.withScope(RDDOperationScope.scala:150)\n\tat org.apache.spark.rdd.RDDOperationScope$.withScope(RDDOperationScope.scala:111)\n\tat org.apache.spark.rdd.RDD.withScope(RDD.scala:316)\n\tat org.apache.spark.rdd.SequenceFileRDDFunctions.saveAsSequenceFile(SequenceFileRDDFunctions.scala:90)\n\tat $iwC$$iwC$$iwC$$iwC$$iwC$$iwC$$iwC$$iwC.(:32)\n\tat $iwC$$iwC$$iwC$$iwC$$iwC$$iwC$$iwC.(:37)\n\tat $iwC$$iwC$$iwC$$iwC$$iwC$$iwC.(:39)\n\tat $iwC$$iwC$$iwC$$iwC$$iwC.(:41)\n\tat $iwC$$iwC$$iwC$$iwC.(:43)\n\tat $iwC$$iwC$$iwC.(:45)\n\tat $iwC$$iwC.(:47)\n\tat $iwC.(:49)\n\tat (:51)\n\tat .(:55)\n\tat .()\n\tat .(:7)\n\tat .()\n\tat $print()\n\tat sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)\n\tat sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:62)\n\tat sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)\n\tat java.lang.reflect.Method.invoke(Method.java:497)\n\tat org.apache.spark.repl.SparkIMain$ReadEvalPrint.call(SparkIMain.scala:1065)\n\tat org.apache.spark.repl.SparkIMain$Request.loadAndRun(SparkIMain.scala:1346)\n\tat org.apache.spark.repl.SparkIMain.loadAndRunReq$1(SparkIMain.scala:840)\n\tat org.apache.spark.repl.SparkIMain.interpret(SparkIMain.scala:871)\n\tat org.apache.spark.repl.SparkIMain.interpret(SparkIMain.scala:819)\n\tat org.apache.zeppelin.spark.SparkInterpreter.interpretInput(SparkInterpreter.java:709)\n\tat org.apache.zeppelin.spark.SparkInterpreter.interpret(SparkInterpreter.java:674)\n\tat org.apache.zeppelin.spark.SparkInterpreter.interpret(SparkInterpreter.java:667)\n\tat org.apache.zeppelin.interpreter.ClassloaderInterpreter.interpret(ClassloaderInterpreter.java:57)\n\tat org.apache.zeppelin.interpreter.LazyOpenInterpreter.interpret(LazyOpenInterpreter.java:93)\n\tat org.apache.zeppelin.interpreter.remote.RemoteInterpreterServer$InterpretJob.jobRun(RemoteInterpreterServer.java:300)\n\tat org.apache.zeppelin.scheduler.Job.run(Job.java:169)\n\tat org.apache.zeppelin.scheduler.FIFOScheduler$1.run(FIFOScheduler.java:134)\n\tat java.util.concurrent.Executors$RunnableAdapter.call(Executors.java:511)\n\tat java.util.concurrent.FutureTask.run(FutureTask.java:266)\n\tat java.util.concurrent.ScheduledThreadPoolExecutor$ScheduledFutureTask.access$201(ScheduledThreadPoolExecutor.java:180)\n\tat java.util.concurrent.ScheduledThreadPoolExecutor$ScheduledFutureTask.run(ScheduledThreadPoolExecutor.java:293)\n\tat java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1142)\n\tat java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:617)\n\tat java.lang.Thread.run(Thread.java:745)\n\n"},"dateCreated":"Apr 18, 2016 4:29:12 PM","dateStarted":"Apr 19, 2016 1:26:49 PM","dateFinished":"Apr 19, 2016 1:26:49 PM","status":"ERROR","progressUpdateIntervalMs":500,"$$hashKey":"object:46"},{"text":"%sh ls ","dateUpdated":"Apr 19, 2016 1:26:04 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/sh"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461011397367_-1629789795","id":"20160418-162957_1466990956","result":{"code":"SUCCESS","type":"TEXT","msg":"DISCLAIMER\nLICENSE\nNOTICE\nREADME.md\nSMSSpamCollection\nWordCount.scala.txt\nair.json\nbank.json\nbin\nconf\nd3.json\ndata\nderby.log\nfoul.en.txt\nhere\nhere2\nhere3\ninterpreter\niot.json\nlib\nlicenses\nlogs\nmag.json\nmetastore_db\nnotebook\nreadme\nrun\nscala.json\nsensor.json\nsf.scala.txt\nspending.json\ntwitt.json\nwebapps\nzeppelin-server-0.5.6-incubating.jar\nzeppelin-web-0.5.6-incubating.war\n"},"dateCreated":"Apr 18, 2016 4:29:57 PM","dateStarted":"Apr 19, 2016 1:26:04 PM","dateFinished":"Apr 19, 2016 1:26:05 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:47"},{"text":"%sh ls here\n\ncat here/part-00003","dateUpdated":"Apr 19, 2016 1:26:04 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/sh"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461011404626_-1605150541","id":"20160418-163004_99185925","result":{"code":"SUCCESS","type":"TEXT","msg":"_SUCCESS\npart-00000\npart-00001\npart-00002\npart-00003\n(Tofu,Bogus)\n"},"dateCreated":"Apr 18, 2016 4:30:04 PM","dateStarted":"Apr 19, 2016 1:26:05 PM","dateFinished":"Apr 19, 2016 1:26:06 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:48"},{"text":"bigDataRDD.reduce((a, b) => a.concat(b))","dateUpdated":"Apr 19, 2016 1:26:04 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461011537137_-1792707145","id":"20160418-163217_1109136632","result":{"code":"SUCCESS","type":"TEXT","msg":"res38: String = AtlasStormAccumuloRangerPhoenixMapReduceSliderHDFSYARNTEZHiveHBasePigFlumeKafkaOozieSqoopFalconKnoxAmbariZookeeperCloudbreakSQLJavaScalaPythonSQLStreamingGraphXMLLibBagelSparkRPythonScalaJavaAlluxioTungstenZeppelin\n"},"dateCreated":"Apr 18, 2016 4:32:17 PM","dateStarted":"Apr 19, 2016 1:26:50 PM","dateFinished":"Apr 19, 2016 1:26:50 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:49"},{"text":"val namesRDD = sc.parallelize(List((1, 25), (1, 27), (3, 25), (3, 27)))\nval groupByRDD = namesRDD.aggregateByKey(0)((k,v) => v.toInt+k, (v,k) => k+v).collect()\n","dateUpdated":"Apr 19, 2016 1:26:04 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461011705093_350003807","id":"20160418-163505_1694063858","result":{"code":"SUCCESS","type":"TEXT","msg":"namesRDD: org.apache.spark.rdd.RDD[(Int, Int)] = ParallelCollectionRDD[26] at parallelize at :29\ngroupByRDD: Array[(Int, Int)] = Array((1,52), (3,52))\n"},"dateCreated":"Apr 18, 2016 4:35:05 PM","dateStarted":"Apr 19, 2016 1:26:50 PM","dateFinished":"Apr 19, 2016 1:26:51 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:50"},{"text":"val sortByRDD = namesRDD.sortByKey(true).collect()","dateUpdated":"Apr 19, 2016 1:26:05 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461012302163_1460263251","id":"20160418-164502_1984896042","result":{"code":"SUCCESS","type":"TEXT","msg":"sortByRDD: Array[(Int, Int)] = Array((1,25), (1,27), (3,25), (3,27))\n"},"dateCreated":"Apr 18, 2016 4:45:02 PM","dateStarted":"Apr 19, 2016 1:26:50 PM","dateFinished":"Apr 19, 2016 1:26:51 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:51"},{"text":"val sortByRDD = namesRDD.sortByKey(false).collect()","dateUpdated":"Apr 19, 2016 1:26:05 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461012981654_-956023904","id":"20160418-165621_570757480","result":{"code":"SUCCESS","type":"TEXT","msg":"sortByRDD: Array[(Int, Int)] = Array((3,25), (3,27), (1,25), (1,27))\n"},"dateCreated":"Apr 18, 2016 4:56:21 PM","dateStarted":"Apr 19, 2016 1:26:51 PM","dateFinished":"Apr 19, 2016 1:26:51 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:52"},{"text":"val otherKeyValueRDD = sc.parallelize(Seq(\n (\"Bacon\", \"Amazing\"),\n (\"Steak\", \"Fine\"),\n (\"Lettuce\", \"Sad\")))\nkeyValueRDD.join(otherKeyValueRDD).collect()\n\nkeyValueRDD.leftOuterJoin(otherKeyValueRDD).collect()\nkeyValueRDD.rightOuterJoin(otherKeyValueRDD).collect()\nkeyValueRDD.fullOuterJoin(otherKeyValueRDD).collect()","dateUpdated":"Apr 19, 2016 1:26:05 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461013057286_-745057269","id":"20160418-165737_1188058593","result":{"code":"SUCCESS","type":"TEXT","msg":"otherKeyValueRDD: org.apache.spark.rdd.RDD[(String, String)] = ParallelCollectionRDD[34] at parallelize at :29\nres43: Array[(String, (String, String))] = Array((Bacon,(Awesome,Amazing)))\nres45: Array[(String, (String, Option[String]))] = Array((PorkRoll,(Great,None)), (Tofu,(Bogus,None)), (Bacon,(Awesome,Some(Amazing))))\nres46: Array[(String, (Option[String], String))] = Array((Steak,(None,Fine)), (Lettuce,(None,Sad)), (Bacon,(Some(Awesome),Amazing)))\nres47: Array[(String, (Option[String], Option[String]))] = Array((PorkRoll,(Some(Great),None)), (Steak,(None,Some(Fine))), (Tofu,(Some(Bogus),None)), (Lettuce,(None,Some(Sad))), (Bacon,(Some(Awesome),Some(Amazing))))\n"},"dateCreated":"Apr 18, 2016 4:57:37 PM","dateStarted":"Apr 19, 2016 1:26:51 PM","dateFinished":"Apr 19, 2016 1:26:53 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:53"},{"text":"keyValueRDD.groupWith(otherKeyValueRDD).collect()\n","dateUpdated":"Apr 19, 2016 1:26:05 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461013155574_-1102534970","id":"20160418-165915_993773780","result":{"code":"SUCCESS","type":"TEXT","msg":"res49: Array[(String, (Iterable[String], Iterable[String]))] = Array((PorkRoll,(CompactBuffer(Great),CompactBuffer())), (Steak,(CompactBuffer(),CompactBuffer(Fine))), (Tofu,(CompactBuffer(Bogus),CompactBuffer())), (Lettuce,(CompactBuffer(),CompactBuffer(Sad))), (Bacon,(CompactBuffer(Awesome),CompactBuffer(Amazing))))\n"},"dateCreated":"Apr 18, 2016 4:59:15 PM","dateStarted":"Apr 19, 2016 1:26:52 PM","dateFinished":"Apr 19, 2016 1:26:53 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:54"},{"text":"keyValueRDD.cartesian(otherKeyValueRDD).collect()","dateUpdated":"Apr 19, 2016 1:26:06 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461035437842_-1263461216","id":"20160418-231037_1509099531","result":{"code":"SUCCESS","type":"TEXT","msg":"res51: Array[((String, String), (String, String))] = Array(((Bacon,Awesome),(Bacon,Amazing)), ((Bacon,Awesome),(Steak,Fine)), ((Bacon,Awesome),(Lettuce,Sad)), ((PorkRoll,Great),(Bacon,Amazing)), ((PorkRoll,Great),(Steak,Fine)), ((PorkRoll,Great),(Lettuce,Sad)), ((Tofu,Bogus),(Bacon,Amazing)), ((Tofu,Bogus),(Steak,Fine)), ((Tofu,Bogus),(Lettuce,Sad)))\n"},"dateCreated":"Apr 18, 2016 11:10:37 PM","dateStarted":"Apr 19, 2016 1:26:53 PM","dateFinished":"Apr 19, 2016 1:26:54 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:55"},{"text":"%sh cat SMS* | wc -l","dateUpdated":"Apr 19, 2016 1:26:06 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/sh"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461035689890_-367225618","id":"20160418-231449_1615250510","result":{"code":"SUCCESS","type":"TEXT","msg":" 5574\n"},"dateCreated":"Apr 18, 2016 11:14:49 PM","dateStarted":"Apr 19, 2016 1:26:06 PM","dateFinished":"Apr 19, 2016 1:26:06 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:56"},{"text":"keyValueRDD.pipe(\"cut -c2-4\").collect()\n\nkeyValueRDD.coalesce(1).collect()\n\nkeyValueRDD.repartition(2).collect()\n\n\n","dateUpdated":"Apr 19, 2016 1:26:06 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461036305040_-398165350","id":"20160418-232505_112344533","result":{"code":"SUCCESS","type":"TEXT","msg":"res53: Array[String] = Array(Bac, Por, Tof)\nres55: Array[(String, String)] = Array((Bacon,Awesome), (PorkRoll,Great), (Tofu,Bogus))\nres57: Array[(String, String)] = Array((Bacon,Awesome), (PorkRoll,Great), (Tofu,Bogus))\n"},"dateCreated":"Apr 18, 2016 11:25:05 PM","dateStarted":"Apr 19, 2016 1:26:53 PM","dateFinished":"Apr 19, 2016 1:26:55 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:57"},{"text":"val sqlContext = new org.apache.spark.sql.SQLContext(sc)\n\nval hereRDD = sc.textFile(\"here\")\nhereRDD.count\nval df = hereRDD.toDF()\ndf.registerTempTable(\"here\")\ndf.printSchema()","dateUpdated":"Apr 19, 2016 1:26:06 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461036375489_493205906","id":"20160418-232615_512612527","result":{"code":"SUCCESS","type":"TEXT","msg":"sqlContext: org.apache.spark.sql.SQLContext = org.apache.spark.sql.SQLContext@7105f0b2\nhereRDD: org.apache.spark.rdd.RDD[String] = MapPartitionsRDD[57] at textFile at :30\nres60: Long = 3\ndf: org.apache.spark.sql.DataFrame = [_1: string]\nroot\n |-- _1: string (nullable = true)\n\n"},"dateCreated":"Apr 18, 2016 11:26:15 PM","dateStarted":"Apr 19, 2016 1:26:54 PM","dateFinished":"Apr 19, 2016 1:26:57 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:58"},{"text":"%sql\n\nselect * from here","dateUpdated":"Apr 19, 2016 1:26:06 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/sql"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461038416335_827679107","id":"20160419-000016_437447433","result":{"code":"SUCCESS","type":"TABLE","msg":"_1\n(Bacon,Awesome)\n(PorkRoll,Great)\n(Tofu,Bogus)\n","comment":"","msgTable":[[{"value":"(Bacon,Awesome)"}],[{"value":"(PorkRoll,Great)"}],[{"value":"(Tofu,Bogus)"}]],"columnNames":[{"name":"_1","index":0,"aggr":"sum"}],"rows":[["(Bacon,Awesome)"],["(PorkRoll,Great)"],["(Tofu,Bogus)"]]},"dateCreated":"Apr 19, 2016 12:00:16 AM","dateStarted":"Apr 19, 2016 1:26:55 PM","dateFinished":"Apr 19, 2016 1:27:00 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:59"},{"text":" val logFile = sc.textFile(\"data/access3.log\")\n \n case class LogRecord( clientIp: String, clientIdentity: String, user: String, dateTime: String, request:String,\n statusCode:Int, bytesSent:Long, referer:String, userAgent:String )\n\n\n val PATTERN = \"\"\"^(\\S+) (\\S+) (\\S+) \\[([\\w:/]+\\s[+\\-]\\d{4})\\] \"(\\S+) (\\S+) (\\S+)\" (\\d{3}) (\\S+) \"(\\S+)\" \"([^\"]*)\"\"\"\".r\n\n def parseLogLine(log: String): LogRecord = {\n try {\n val res = PATTERN.findFirstMatchIn(log)\n\n if (res.isEmpty) {\n println(\"Rejected Log Line: \" + log)\n LogRecord(\"Empty\", \"-\", \"-\", \"\", \"\", -1, -1, \"-\", \"-\" )\n }\n else {\n val m = res.get\n // NOTE: HEAD does not have a content size.\n if (m.group(9).equals(\"-\")) {\n LogRecord(m.group(1), m.group(2), m.group(3), m.group(4),\n m.group(5), m.group(8).toInt, 0, m.group(10), m.group(11))\n }\n else {\n LogRecord(m.group(1), m.group(2), m.group(3), m.group(4),\n m.group(5), m.group(8).toInt, m.group(9).toLong, m.group(10), m.group(11))\n }\n }\n } catch\n {\n case e: Exception =>\n println(\"Exception on line:\" + log + \":\" + e.getMessage);\n LogRecord(\"Empty\", \"-\", \"-\", \"\", \"-\", -1, -1, \"-\", \"-\" )\n }\n }\n\n","dateUpdated":"Apr 19, 2016 1:58:52 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461038468507_-477327866","id":"20160419-000108_52836889","result":{"code":"SUCCESS","type":"TEXT","msg":"logFile: org.apache.spark.rdd.RDD[String] = MapPartitionsRDD[67] at textFile at :29\ndefined class LogRecord\nPATTERN: scala.util.matching.Regex = ^(\\S+) (\\S+) (\\S+) \\[([\\w:/]+\\s[+\\-]\\d{4})\\] \"(\\S+) (\\S+) (\\S+)\" (\\d{3}) (\\S+) \"(\\S+)\" \"([^\"]*)\"\nparseLogLine: (log: String)LogRecord\n"},"dateCreated":"Apr 19, 2016 12:01:08 AM","dateStarted":"Apr 19, 2016 1:58:53 PM","dateFinished":"Apr 19, 2016 1:58:53 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:60","focus":true},{"config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461084341753_-61040617","id":"20160419-124541_361907174","dateCreated":"Apr 19, 2016 12:45:41 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:61","dateUpdated":"Apr 19, 2016 1:59:19 PM","dateFinished":"Apr 19, 2016 1:59:19 PM","dateStarted":"Apr 19, 2016 1:59:19 PM","result":{"code":"SUCCESS","type":"TEXT","msg":"accessLogs: org.apache.spark.rdd.RDD[LogRecord] = MapPartitionsRDD[69] at filter at :37\n"},"text":" val accessLogs = logFile.map(parseLogLine).filter(!_.clientIp.equals(\"Empty\"))","focus":true},{"config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461088759169_-1581286455","id":"20160419-135919_410745066","dateCreated":"Apr 19, 2016 1:59:19 PM","status":"FINISHED","progressUpdateIntervalMs":500,"focus":true,"$$hashKey":"object:852","dateUpdated":"Apr 19, 2016 2:00:03 PM","dateFinished":"Apr 19, 2016 2:00:04 PM","dateStarted":"Apr 19, 2016 2:00:03 PM","result":{"code":"SUCCESS","type":"TEXT","msg":"res75: Array[LogRecord] = Array(LogRecord(194.187.168.230,-,-,20/Feb/2016:00:00:45 -0500,GET,200,187,-,Mozilla/5.0 (compatible; Qwantify/2.2w; +https://www.qwant.com/)/*), LogRecord(194.187.168.230,-,-,20/Feb/2016:00:00:46 -0500,GET,200,24810,-,Mozilla/5.0 (compatible; Qwantify/2.2w; +https://www.qwant.com/)/*), LogRecord(192.0.84.33,-,-,20/Feb/2016:00:01:56 -0500,HEAD,200,0,-,jetmon/1.0 (Jetpack Site Uptime Monitor by WordPress.com)), LogRecord(66.249.64.8,-,-,20/Feb/2016:00:02:13 -0500,GET,200,28486,-,Mozilla/5.0 (compatible; Googlebot/2.1; +http://www.google.com/bot.html)), LogRecord(192.0.84.33,-,-,20/Feb/2016:00:02:15 -0500,HEAD,200,0,-,jetmon/1.0 (Jetpack Site Uptime Monitor by WordPress.com)))\n"},"text":"accessLogs.take(5)"},{"config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461088794352_-841753096","id":"20160419-135954_1239955088","dateCreated":"Apr 19, 2016 1:59:54 PM","status":"FINISHED","progressUpdateIntervalMs":500,"focus":true,"$$hashKey":"object:873","dateUpdated":"Apr 19, 2016 2:20:01 PM","dateFinished":"Apr 19, 2016 2:20:05 PM","dateStarted":"Apr 19, 2016 2:20:01 PM","result":{"code":"SUCCESS","type":"TEXT","msg":"res77: Array[LogRecord] = Array(LogRecord(220.181.108.86,-,-,23/Mar/2016:11:37:47 -0400,GET,200,35296,http://www.mongodbdev.com/what-we-do/,Mozilla/5.0 (Windows NT 5.1; rv:6.0.2) Gecko/20100101 Firefox/6.0.2), LogRecord(192.0.86.104,-,-,07/Mar/2016:10:03:05 -0500,GET,200,38655,-,Photon/1.0), LogRecord(104.131.39.118,-,-,20/Feb/2016:07:31:52 -0500,GET,404,8472,http://www.agilemobiledeveloper.com/category/maven/,Mozilla/5.0 (compatible; spbot/5.0; +http://OpenLinkProfiler.org/bot )), LogRecord(188.165.196.25,-,-,12/Mar/2016:03:35:19 -0500,GET,404,8472,-,Mozilla/5.0 (X11; Linux i686) AppleWebKit/534.30 (KHTML, like Gecko) Ubuntu/11.04 Chromium/12.0.742.112 Chrome/12.0.742.112 Safari/534.30), LogRecord(207.46.13.18,-,-,02/Mar/2016:12:16:10 -0500,GET,404,8472,-,Mozilla/5.0 (compatible; bingb..."},"text":"accessLogs.takeSample(true,5,7634184)\n"},{"config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461090001055_991505894","id":"20160419-142001_298371613","dateCreated":"Apr 19, 2016 2:20:01 PM","status":"FINISHED","progressUpdateIntervalMs":500,"focus":true,"$$hashKey":"object:910","dateUpdated":"Apr 19, 2016 2:26:15 PM","dateFinished":"Apr 19, 2016 2:26:20 PM","dateStarted":"Apr 19, 2016 2:26:15 PM","result":{"code":"SUCCESS","type":"TEXT","msg":"df: org.apache.spark.sql.DataFrame = [clientIp: string, clientIdentity: string, user: string, dateTime: string, request: string, statusCode: int, bytesSent: bigint, referer: string, userAgent: string]\nroot\n |-- clientIp: string (nullable = true)\n |-- clientIdentity: string (nullable = true)\n |-- user: string (nullable = true)\n |-- dateTime: string (nullable = true)\n |-- request: string (nullable = true)\n |-- statusCode: integer (nullable = false)\n |-- bytesSent: long (nullable = false)\n |-- referer: string (nullable = true)\n |-- userAgent: string (nullable = true)\n\nres83: Long = 206857\n"},"text":"val df = accessLogs.toDF()\ndf.registerTempTable(\"accesslogs\")\n\ndf.printSchema()\ndf.count()\nsqlContext.tableNames().foreach(println)\n"},{"config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[{"name":"clientIp","index":0,"aggr":"sum"}],"values":[{"name":"dateTime","index":1,"aggr":"sum"}],"groups":[],"scatter":{"xAxis":{"name":"clientIp","index":0,"aggr":"sum"}}},"enabled":true,"editorMode":"ace/mode/sql"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461090302560_1272386270","id":"20160419-142502_1704157414","dateCreated":"Apr 19, 2016 2:25:02 PM","status":"FINISHED","progressUpdateIntervalMs":500,"focus":true,"$$hashKey":"object:938","dateUpdated":"Apr 19, 2016 2:31:26 PM","dateFinished":"Apr 19, 2016 2:30:54 PM","dateStarted":"Apr 19, 2016 2:30:52 PM","result":{"code":"SUCCESS","type":"TABLE","msg":"clientIp\tdateTime\tstatusCode\tbytesSent\treferer\tuserAgent\n1.152.96.194\t17/Mar/2016:00:35:19 -0400\t404\t8472\thttp://www.agilemobiledeveloper.com\tMozilla/5.0 (X11; Li\n1.152.96.194\t17/Mar/2016:00:35:19 -0400\t404\t8472\thttp://www.agilemobiledeveloper.com\tMozilla/5.0 (X11; Li\n1.152.96.194\t17/Mar/2016:00:37:17 -0400\t404\t8472\thttp://www.agilemobiledeveloper.com\tMozilla/5.0 (X11; Li\n1.152.96.194\t17/Mar/2016:00:37:17 -0400\t404\t8472\thttp://www.agilemobiledeveloper.com\tMozilla/5.0 (X11; Li\n1.152.96.194\t17/Mar/2016:00:37:19 -0400\t404\t8472\thttp://www.agilemobiledeveloper.com\tMozilla/5.0 (X11; Li\n1.161.122.119\t13/Mar/2016:09:21:25 -0400\t403\t3414\thttp://sparkdeveloper.com/\tOpera/9.80 (Windows \n1.39.87.114\t27/Mar/2016:15:44:50 -0400\t404\t8472\thttp://www.agilemobiledeveloper.com\tMozilla/5.0 (Windows\n1.39.87.114\t27/Mar/2016:15:44:51 -0400\t404\t8472\thttp://www.agilemobiledeveloper.com\tMozilla/5.0 (Windows\n100.43.81.134\t03/Mar/2016:10:38:24 -0500\t404\t8472\t-\tMozilla/5.0 (compati\n100.43.81.134\t03/Mar/2016:07:39:36 -0500\t404\t8472\t-\tMozilla/5.0 (compati\n100.43.81.136\t21/Feb/2016:09:01:59 -0500\t404\t8472\t-\tMozilla/5.0 (compati\n100.43.81.140\t03/Mar/2016:07:01:09 -0500\t404\t8472\t-\tMozilla/5.0 (compati\n100.43.81.142\t20/Feb/2016:07:15:13 -0500\t404\t8472\t-\tMozilla/5.0 (compati\n100.43.85.12\t25/Feb/2016:01:11:30 -0500\t404\t8472\t-\tMozilla/5.0 (compati\n100.43.85.12\t05/Mar/2016:04:49:45 -0500\t404\t8472\t-\tMozilla/5.0 (compati\n100.43.85.15\t25/Feb/2016:22:24:28 -0500\t404\t19249\t-\tMozilla/5.0 (compati\n100.43.85.15\t07/Mar/2016:04:34:02 -0500\t404\t8472\t-\tMozilla/5.0 (compati\n100.43.85.15\t09/Mar/2016:13:07:11 -0500\t404\t8472\t-\tMozilla/5.0 (iPhone;\n100.43.85.15\t10/Mar/2016:16:50:05 -0500\t404\t8472\t-\tMozilla/5.0 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and bytesSent > 500\norder by clientIp asc, statusCode asc, dateTime asc"},{"config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1461090394888_1948560298","id":"20160419-142634_1047567470","dateCreated":"Apr 19, 2016 2:26:34 PM","status":"READY","progressUpdateIntervalMs":500,"focus":true,"$$hashKey":"object:963"}],"name":"Logs","id":"2BK3QYP3A","angularObjects":{"2BFPZ7VPB":[],"2BJ2H4UMU":[],"2BHW3NB2A":[],"2BHU8AK4R":[],"2BG47HRRQ":[],"2BFW2ZBXQ":[],"2BHWJK9CQ":[],"2BGHABJF5":[],"2BKKMDAEP":[],"2BJ7T3PDN":[],"2BG4H7JWC":[],"2BK7Q514A":[],"2BKJAMWS7":[],"2BFYT7ZRD":[]},"config":{"looknfeel":"default"},"info":{}} \ No newline at end of file diff --git a/README.md b/README.md index 07b7830..6be681c 100644 --- a/README.md +++ b/README.md @@ -1,2 +1,52 @@ # SparkTransformations Meetup + +Tim Spann + +ex-Pivotal Senior Field Engineer +DZONE MVB and Zone Leader +ex-Startup Senior Engineer / Team Lead + +http://www.slideshare.net/bunkertor +http://sparkdeveloper.com/ +http://www.twitter.com/PaasDev + + +Setup + +Java JDK 8, Scala 2.10, SBT 0.13, Maven 3., Spark 1.6.0 +http://www.oracle.com/technetwork/java/javase/downloads/index.html  +http://www.scala-lang.org/download/2.10.6.html +http://www.scala-lang.org/download/install.html +http://www.scala-sbt.org/download.html  +http://apache.claz.org/maven/maven-3/3.3.9/binaries/apache-maven-3.3.9-bin.zip +http://spark.apache.org/downloads.html  +http://d3kbcqa49mib13.cloudfront.net/spark-1.6.0-bin-hadoop2.6.tgz +http://www.apache.org/dyn/closer.cgi/incubator/zeppelin/0.5.6-incubating/zeppelin-0.5.6-incubating-bin-all.tgz +For Mac (brew install sbt) + + + + +Running Zeppelin + +https://zeppelin.incubator.apache.org/docs/0.5.6-incubating/install/install.html +https://github.com/hortonworks-gallery/zeppelin-notebooks + +Download the Apache Zeppelin binary (Mac and Linux) +zeppelin-0.5.6-incubating-bin-all +Unzip +Run +cd zeppelin-0.5.6-incubating-bin-all +./bin/zeppelin-daemon.sh start +http://localhost:8080/ + +export SPARK_MASTER_IP=127.0.0.1 +export SPARK_LOCAL_IP=127.0.0.1 +export SCALA_HOME={YOURDIR}/scala-2.10.6 +export PATH=$PATH:$SCALA_HOME/bin + +For Windows, use SET instead of EXPORT and ; and not :. + + + diff --git a/access.log.zip b/access.log.zip new file mode 100644 index 0000000..42e2f83 Binary files /dev/null and b/access.log.zip differ diff --git a/access2.log b/access2.log new file mode 100644 index 0000000..a521ef4 --- /dev/null +++ b/access2.log @@ -0,0 +1,20309 @@ +192.0.84.33 - - [24/Feb/2016:00:02:12 -0500] "HEAD / HTTP/1.1" 200 - "-" "jetmon/1.0 (Jetpack Site Uptime Monitor by WordPress.com)" +192.0.84.33 - - [24/Feb/2016:00:02:15 -0500] "HEAD / HTTP/1.1" 200 - "-" "jetmon/1.0 (Jetpack Site Uptime Monitor by WordPress.com)" +192.0.101.226 - - [24/Feb/2016:00:02:38 -0500] "HEAD / HTTP/1.1" 200 - "-" "jetmon/1.0 (Jetpack Site 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WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/49.0.2623.54 Safari/537.36" +114.200.179.85 - - [24/Feb/2016:00:10:02 -0500] "GET /wp-content/plugins/jetpack/css/jetpack.css?ver=3.9.1 HTTP/1.1" 200 57220 "http://sparkdeveloper.com/" "Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/49.0.2623.54 Safari/537.36" +114.200.179.85 - - [24/Feb/2016:00:10:02 -0500] "GET /wp-includes/js/jquery/jquery.js?ver=1.11.3 HTTP/1.1" 200 95977 "http://sparkdeveloper.com/" "Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/49.0.2623.54 Safari/537.36" +114.200.179.85 - - [24/Feb/2016:00:10:02 -0500] "GET /wp-includes/js/jquery/jquery-migrate.min.js?ver=1.2.1 HTTP/1.1" 200 7200 "http://sparkdeveloper.com/" "Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/49.0.2623.54 Safari/537.36" +114.200.179.85 - - [24/Feb/2016:00:10:02 -0500] "GET /wp-content/plugins/sociable/js/sociable.js?ver=4.4.2 HTTP/1.1" 200 1959 "http://sparkdeveloper.com/" "Mozilla/5.0 (Windows NT 10.0; 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WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/49.0.2623.54 Safari/537.36" +114.200.179.85 - - [24/Feb/2016:00:10:03 -0500] "GET /wp-content/plugins/jetpack/modules/tiled-gallery/tiled-gallery/tiled-gallery.js?ver=4.4.2 HTTP/1.1" 200 5407 "http://sparkdeveloper.com/" "Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/49.0.2623.54 Safari/537.36" +114.200.179.85 - - [24/Feb/2016:00:10:03 -0500] "GET /wp-content/plugins/jetpack/modules/infinite-scroll/infinity.js?ver=20141016 HTTP/1.1" 200 20844 "http://sparkdeveloper.com/" "Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/49.0.2623.54 Safari/537.36" +114.200.179.85 - - [24/Feb/2016:00:10:03 -0500] "GET /wp-content/plugins/jetpack/modules/shortcodes/js/jquery.cycle.js?ver=2.9999.8 HTTP/1.1" 200 52470 "http://sparkdeveloper.com/" "Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/49.0.2623.54 Safari/537.36" +114.200.179.85 - - [24/Feb/2016:00:10:03 -0500] "GET /wp-content/plugins/jetpack/modules/shortcodes/js/slideshow-shortcode.js?ver=20121214.1 HTTP/1.1" 200 5579 "http://sparkdeveloper.com/" "Mozilla/5.0 (Windows NT 10.0; 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Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/48.0.2564.116 Safari/537.36" +80.35.196.103 - - [24/Feb/2016:04:58:26 -0500] "GET /wp-content/themes/Melos_Pro/styles/style-responsive.css?ver=1.1.10 HTTP/1.1" 200 11573 "http://www.mongodbdev.com/2015/06/26/mongodb-injection-security/" "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/48.0.2564.116 Safari/537.36" +80.35.196.103 - - [24/Feb/2016:04:58:26 -0500] "GET /wp-content/plugins/jetpack/_inc/genericons/genericons/genericons.css?ver=3.1 HTTP/1.1" 200 28266 "http://www.mongodbdev.com/2015/06/26/mongodb-injection-security/" "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/48.0.2564.116 Safari/537.36" +80.35.196.103 - - [24/Feb/2016:04:58:26 -0500] "GET /wp-content/plugins/jetpack/css/jetpack.css?ver=3.9.1 HTTP/1.1" 200 57220 "http://www.mongodbdev.com/2015/06/26/mongodb-injection-security/" "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/48.0.2564.116 Safari/537.36" +80.35.196.103 - - [24/Feb/2016:04:58:26 -0500] "GET /wp-includes/js/jquery/jquery-migrate.min.js?ver=1.2.1 HTTP/1.1" 200 7200 "http://www.mongodbdev.com/2015/06/26/mongodb-injection-security/" "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/48.0.2564.116 Safari/537.36" +80.35.196.103 - - [24/Feb/2016:04:58:26 -0500] "GET /wp-includes/js/jquery/jquery.js?ver=1.11.3 HTTP/1.1" 200 95977 "http://www.mongodbdev.com/2015/06/26/mongodb-injection-security/" "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/48.0.2564.116 Safari/537.36" +80.35.196.103 - - [24/Feb/2016:04:58:26 -0500] "GET /wp-content/plugins/jetpack/modules/related-posts/related-posts.js?ver=20150408 HTTP/1.1" 200 6094 "http://www.mongodbdev.com/2015/06/26/mongodb-injection-security/" "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/48.0.2564.116 Safari/537.36" +80.35.196.103 - - [24/Feb/2016:04:58:26 -0500] "GET /wp-content/themes/Melos_Pro/lib/scripts/plugins/sticky/jquery.sticky.js?ver=true HTTP/1.1" 200 4376 "http://www.mongodbdev.com/2015/06/26/mongodb-injection-security/" "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/48.0.2564.116 Safari/537.36" +80.35.196.103 - - [24/Feb/2016:04:58:26 -0500] "GET /wp-content/themes/Melos_Pro/lib/scripts/plugins/videoBG/jquery.videoBG.js?ver=0.2 HTTP/1.1" 200 7890 "http://www.mongodbdev.com/2015/06/26/mongodb-injection-security/" "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/48.0.2564.116 Safari/537.36" +80.35.196.103 - - [24/Feb/2016:04:58:26 -0500] "GET /wp-content/themes/Melos_Pro/lib/widgets/twitterfeed/js/jquery.tweetscroll.js?ver=4.4.2 HTTP/1.1" 200 6691 "http://www.mongodbdev.com/2015/06/26/mongodb-injection-security/" "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/48.0.2564.116 Safari/537.36" +80.35.196.103 - - [24/Feb/2016:04:58:26 -0500] "GET /wp-content/themes/Melos_Pro/lib/extentions/post-like/post-like.js?ver=1.0 HTTP/1.1" 200 1022 "http://www.mongodbdev.com/2015/06/26/mongodb-injection-security/" "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/48.0.2564.116 Safari/537.36" +80.35.196.103 - - [24/Feb/2016:04:58:26 -0500] "GET /wp-content/plugins/jetpack/modules/photon/photon.js?ver=20130122 HTTP/1.1" 200 1378 "http://www.mongodbdev.com/2015/06/26/mongodb-injection-security/" "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/48.0.2564.116 Safari/537.36" +80.35.196.103 - - [24/Feb/2016:04:58:26 -0500] "GET /wp-content/plugins/akismet/_inc/form.js?ver=3.1.7 HTTP/1.1" 200 700 "http://www.mongodbdev.com/2015/06/26/mongodb-injection-security/" "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/48.0.2564.116 Safari/537.36" +80.35.196.103 - - [24/Feb/2016:04:58:26 -0500] "GET /wp-content/plugins/contact-form-7/includes/js/jquery.form.min.js?ver=3.51.0-2014.06.20 HTTP/1.1" 200 15248 "http://www.mongodbdev.com/2015/06/26/mongodb-injection-security/" "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/48.0.2564.116 Safari/537.36" +80.35.196.103 - - [24/Feb/2016:04:58:26 -0500] "GET /wp-content/plugins/contact-form-7/includes/js/scripts.js?ver=4.4 HTTP/1.1" 200 11819 "http://www.mongodbdev.com/2015/06/26/mongodb-injection-security/" "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/48.0.2564.116 Safari/537.36" +80.35.196.103 - - [24/Feb/2016:04:58:26 -0500] "GET /wp-content/plugins/jetpack/modules/wpgroho.js?ver=4.4.2 HTTP/1.1" 200 1015 "http://www.mongodbdev.com/2015/06/26/mongodb-injection-security/" "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/48.0.2564.116 Safari/537.36" +80.35.196.103 - - [24/Feb/2016:04:58:26 -0500] "GET /wp-content/themes/Melos_Pro/lib/scripts/plugins/imagesloaded/imagesloaded.js?ver=1.3.4 HTTP/1.1" 200 27336 "http://www.mongodbdev.com/2015/06/26/mongodb-injection-security/" "Mozilla/5.0 (X11; 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Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/48.0.2564.116 Safari/537.36" +80.35.196.103 - - [24/Feb/2016:04:58:26 -0500] "GET /wp-content/themes/Melos_Pro/lib/scripts/modernizr.js?ver=2.6.2 HTTP/1.1" 200 51537 "http://www.mongodbdev.com/2015/06/26/mongodb-injection-security/" "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/48.0.2564.116 Safari/537.36" +80.35.196.103 - - [24/Feb/2016:04:58:26 -0500] "GET /wp-content/themes/Melos_Pro/lib/scripts/plugins/waypoints/waypoints-sticky.min.js?ver=2.0.3 HTTP/1.1" 200 1079 "http://www.mongodbdev.com/2015/06/26/mongodb-injection-security/" "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/48.0.2564.116 Safari/537.36" +80.35.196.103 - - [24/Feb/2016:04:58:26 -0500] "GET /wp-content/themes/Melos_Pro/lib/scripts/plugins/scrollup/jquery.scrollUp.min.js?ver=2.3.3 HTTP/1.1" 200 2151 "http://www.mongodbdev.com/2015/06/26/mongodb-injection-security/" "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/48.0.2564.116 Safari/537.36" +80.35.196.103 - - [24/Feb/2016:04:58:26 -0500] "GET /wp-includes/js/comment-reply.min.js?ver=4.4.2 HTTP/1.1" 200 1078 "http://www.mongodbdev.com/2015/06/26/mongodb-injection-security/" "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/48.0.2564.116 Safari/537.36" +80.35.196.103 - - [24/Feb/2016:04:58:27 -0500] "GET /wp-content/themes/Melos_Pro/lib/scripts/plugins/carouFredSel/jquery.carouFredSel-6.2.1.js?ver=4.4.2 HTTP/1.1" 200 95344 "http://www.mongodbdev.com/2015/06/26/mongodb-injection-security/" "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/48.0.2564.116 Safari/537.36" +80.35.196.103 - - [24/Feb/2016:04:58:27 -0500] "GET /wp-content/themes/Melos_Pro/lib/scripts/plugins/ResponsiveSlides/responsiveslides.min.js?ver=1.54 HTTP/1.1" 200 3405 "http://www.mongodbdev.com/2015/06/26/mongodb-injection-security/" "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/48.0.2564.116 Safari/537.36" +80.35.196.103 - - [24/Feb/2016:04:58:27 -0500] "GET /wp-content/themes/Melos_Pro/lib/scripts/plugins/ResponsiveSlides/responsiveslides-call.js?ver=1.1.10 HTTP/1.1" 200 10889 "http://www.mongodbdev.com/2015/06/26/mongodb-injection-security/" "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/48.0.2564.116 Safari/537.36" +80.35.196.103 - - [24/Feb/2016:04:58:27 -0500] "GET /wp-includes/js/wp-embed.min.js?ver=4.4.2 HTTP/1.1" 200 1518 "http://www.mongodbdev.com/2015/06/26/mongodb-injection-security/" "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/48.0.2564.116 Safari/537.36" +80.35.196.103 - - [24/Feb/2016:04:58:27 -0500] "GET /wp-content/themes/Melos_Pro/lib/scripts/plugins/knob/jquery.knob.js?ver=1.2.8 HTTP/1.1" 200 26427 "http://www.mongodbdev.com/2015/06/26/mongodb-injection-security/" "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/48.0.2564.116 Safari/537.36" +80.35.196.103 - - [24/Feb/2016:04:58:27 -0500] "GET /wp-content/plugins/jetpack/_inc/postmessage.js?ver=3.9.1 HTTP/1.1" 200 19615 "http://www.mongodbdev.com/2015/06/26/mongodb-injection-security/" "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/48.0.2564.116 Safari/537.36" +80.35.196.103 - - [24/Feb/2016:04:58:27 -0500] "GET /wp-content/plugins/jetpack/_inc/jquery.inview.js?ver=3.9.1 HTTP/1.1" 200 5590 "http://www.mongodbdev.com/2015/06/26/mongodb-injection-security/" "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/48.0.2564.116 Safari/537.36" +80.35.196.103 - - [24/Feb/2016:04:58:27 -0500] "GET /wp-content/plugins/jetpack/modules/likes/queuehandler.js?ver=3.9.1 HTTP/1.1" 200 7709 "http://www.mongodbdev.com/2015/06/26/mongodb-injection-security/" "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/48.0.2564.116 Safari/537.36" +80.35.196.103 - - [24/Feb/2016:04:58:27 -0500] "GET /wp-content/plugins/jetpack/_inc/jquery.jetpack-resize.js?ver=3.9.1 HTTP/1.1" 200 8104 "http://www.mongodbdev.com/2015/06/26/mongodb-injection-security/" "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/48.0.2564.116 Safari/537.36" +80.35.196.103 - - [24/Feb/2016:04:58:27 -0500] "GET /wp-content/plugins/jetpack/modules/sharedaddy/sharing.js?ver=3.9.1 HTTP/1.1" 200 15152 "http://www.mongodbdev.com/2015/06/26/mongodb-injection-security/" "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/48.0.2564.116 Safari/537.36" +80.35.196.103 - - [24/Feb/2016:04:58:27 -0500] "GET /wp-content/themes/Melos_Pro/lib/extentions/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0 HTTP/1.1" 200 65452 "http://www.mongodbdev.com/wp-content/themes/Melos_Pro/lib/extentions/font-awesome/css/font-awesome.css?ver=4.2.0" "Mozilla/5.0 (X11; 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- [23/Mar/2016:17:27:48 -0400] "GET /wp-content/themes/bhost/css/meanmenu.css?ver=4.4.2 HTTP/1.1" 200 3352 "http://www.agilemobiledeveloper.com/2014/05/28/quick-tip-spring-rest-utility-for-current-http-request/" "Opera/9.80 (Windows NT 5.1) Presto/2.12.388 Version/12.16" +5.166.129.100 - - [23/Mar/2016:17:27:48 -0400] "GET /wp-content/themes/bhost/css/font-awesome.min.css?ver=4.4.2 HTTP/1.1" 200 26711 "http://www.agilemobiledeveloper.com/2014/05/28/quick-tip-spring-rest-utility-for-current-http-request/" "Opera/9.80 (Windows NT 5.1) Presto/2.12.388 Version/12.16" +5.166.129.100 - - [23/Mar/2016:17:27:48 -0400] "GET /wp-content/themes/bhost/css/bootstrap.min.css?ver=4.4.2 HTTP/1.1" 200 123603 "http://www.agilemobiledeveloper.com/2014/05/28/quick-tip-spring-rest-utility-for-current-http-request/" "Opera/9.80 (Windows NT 5.1) Presto/2.12.388 Version/12.16" +5.166.129.100 - - [23/Mar/2016:17:27:48 -0400] "GET /wp-content/plugins/jetpack/css/jetpack.css?ver=3.9.4 HTTP/1.1" 200 57204 "http://www.agilemobiledeveloper.com/2014/05/28/quick-tip-spring-rest-utility-for-current-http-request/" "Opera/9.80 (Windows NT 5.1) Presto/2.12.388 Version/12.16" +5.166.129.100 - - [23/Mar/2016:17:27:48 -0400] "GET /wp-includes/js/jquery/jquery-migrate.min.js?ver=1.2.1 HTTP/1.1" 200 7200 "http://www.agilemobiledeveloper.com/2014/05/28/quick-tip-spring-rest-utility-for-current-http-request/" "Opera/9.80 (Windows NT 5.1) Presto/2.12.388 Version/12.16" +5.166.129.100 - - [23/Mar/2016:17:27:48 -0400] "GET /wp-includes/js/jquery/jquery.js?ver=1.11.3 HTTP/1.1" 200 95977 "http://www.agilemobiledeveloper.com/2014/05/28/quick-tip-spring-rest-utility-for-current-http-request/" "Opera/9.80 (Windows NT 5.1) Presto/2.12.388 Version/12.16" +5.166.129.100 - - [23/Mar/2016:17:27:48 -0400] "GET /wp-content/plugins/jetpack/modules/photon/photon.js?ver=20130122 HTTP/1.1" 200 1378 "http://www.agilemobiledeveloper.com/2014/05/28/quick-tip-spring-rest-utility-for-current-http-request/" "Opera/9.80 (Windows NT 5.1) Presto/2.12.388 Version/12.16" +5.166.129.100 - - [23/Mar/2016:17:27:48 -0400] "GET /wp-includes/js/comment-reply.min.js?ver=4.4.2 HTTP/1.1" 200 1078 "http://www.agilemobiledeveloper.com/2014/05/28/quick-tip-spring-rest-utility-for-current-http-request/" "Opera/9.80 (Windows NT 5.1) Presto/2.12.388 Version/12.16" +5.166.129.100 - - [23/Mar/2016:17:27:48 -0400] "GET /wp-includes/js/wp-embed.min.js?ver=4.4.2 HTTP/1.1" 200 1518 "http://www.agilemobiledeveloper.com/2014/05/28/quick-tip-spring-rest-utility-for-current-http-request/" "Opera/9.80 (Windows NT 5.1) Presto/2.12.388 Version/12.16" +5.166.129.100 - - [23/Mar/2016:17:27:48 -0400] "GET /wp-content/themes/bhost/js/skip-link-focus-fix.js?ver=20130115 HTTP/1.1" 200 658 "http://www.agilemobiledeveloper.com/2014/05/28/quick-tip-spring-rest-utility-for-current-http-request/" "Opera/9.80 (Windows NT 5.1) Presto/2.12.388 Version/12.16" +5.166.129.100 - - [23/Mar/2016:17:27:48 -0400] "GET /wp-content/themes/bhost/js/custom.js?ver=20130118 HTTP/1.1" 200 196 "http://www.agilemobiledeveloper.com/2014/05/28/quick-tip-spring-rest-utility-for-current-http-request/" "Opera/9.80 (Windows NT 5.1) Presto/2.12.388 Version/12.16" +5.166.129.100 - - [23/Mar/2016:17:27:48 -0400] "GET /wp-content/plugins/akismet/_inc/form.js?ver=3.1.8 HTTP/1.1" 200 700 "http://www.agilemobiledeveloper.com/2014/05/28/quick-tip-spring-rest-utility-for-current-http-request/" "Opera/9.80 (Windows NT 5.1) Presto/2.12.388 Version/12.16" +5.166.129.100 - - [23/Mar/2016:17:27:48 -0400] "GET /wp-content/plugins/jetpack/modules/wpgroho.js?ver=4.4.2 HTTP/1.1" 200 1015 "http://www.agilemobiledeveloper.com/2014/05/28/quick-tip-spring-rest-utility-for-current-http-request/" "Opera/9.80 (Windows NT 5.1) Presto/2.12.388 Version/12.16" +5.166.129.100 - - [23/Mar/2016:17:27:48 -0400] "GET /wp-content/themes/bhost/js/jquery.meanmenu.min.js?ver=20130116 HTTP/1.1" 200 4019 "http://www.agilemobiledeveloper.com/2014/05/28/quick-tip-spring-rest-utility-for-current-http-request/" "Opera/9.80 (Windows NT 5.1) Presto/2.12.388 Version/12.16" +5.166.129.100 - - [23/Mar/2016:17:27:48 -0400] "GET /wp-content/themes/bhost/js/bootstrap.min.js?ver=20120205 HTTP/1.1" 200 37055 "http://www.agilemobiledeveloper.com/2014/05/28/quick-tip-spring-rest-utility-for-current-http-request/" "Opera/9.80 (Windows NT 5.1) Presto/2.12.388 Version/12.16" +5.166.129.100 - - [23/Mar/2016:17:27:48 -0400] "GET /wp-includes/js/wp-emoji-release.min.js?ver=4.4.2 HTTP/1.1" 200 33713 "http://www.agilemobiledeveloper.com/2014/05/28/quick-tip-spring-rest-utility-for-current-http-request/" "Opera/9.80 (Windows NT 5.1) Presto/2.12.388 Version/12.16" +95.26.234.237 - - [23/Mar/2016:17:27:48 -0400] "GET /wp-content/plugins/jetpack/css/jetpack.css?ver=3.9.4 HTTP/1.1" 200 57204 "http://www.agilemobiledeveloper.com/" "Mozilla/5.0 (Windows NT 6.1; WOW64; rv:25.0) Gecko/20100101 Firefox/25.0" +95.26.234.237 - - [23/Mar/2016:17:27:48 -0400] "GET /wp-content/themes/bhost/css/font-awesome.min.css?ver=4.4.2 HTTP/1.1" 200 26711 "http://www.agilemobiledeveloper.com/" "Mozilla/5.0 (Windows NT 6.1; WOW64; rv:25.0) Gecko/20100101 Firefox/25.0" +95.26.234.237 - - [23/Mar/2016:17:27:48 -0400] "GET /wp-content/plugins/wp-to-twitter/css/twitter-feed.css?ver=4.4.2 HTTP/1.1" 200 1552 "http://www.agilemobiledeveloper.com/" "Mozilla/5.0 (Windows NT 6.1; WOW64; rv:25.0) Gecko/20100101 Firefox/25.0" +95.26.234.237 - - [23/Mar/2016:17:27:48 -0400] "GET /wp-includes/js/jquery/jquery-migrate.min.js?ver=1.2.1 HTTP/1.1" 200 7200 "http://www.agilemobiledeveloper.com/" "Mozilla/5.0 (Windows NT 6.1; WOW64; rv:25.0) Gecko/20100101 Firefox/25.0" +95.26.234.237 - - [23/Mar/2016:17:27:48 -0400] "GET /wp-content/themes/bhost/style.css?ver=4.4.2 HTTP/1.1" 200 26358 "http://www.agilemobiledeveloper.com/" "Mozilla/5.0 (Windows NT 6.1; WOW64; rv:25.0) Gecko/20100101 Firefox/25.0" +95.26.234.237 - - [23/Mar/2016:17:27:48 -0400] "GET /wp-content/themes/bhost/css/meanmenu.css?ver=4.4.2 HTTP/1.1" 200 3352 "http://www.agilemobiledeveloper.com/" "Mozilla/5.0 (Windows NT 6.1; WOW64; rv:25.0) Gecko/20100101 Firefox/25.0" +95.26.234.237 - - [23/Mar/2016:17:27:48 -0400] "GET /wp-content/themes/bhost/css/bootstrap.min.css?ver=4.4.2 HTTP/1.1" 200 123603 "http://www.agilemobiledeveloper.com/" "Mozilla/5.0 (Windows NT 6.1; WOW64; rv:25.0) Gecko/20100101 Firefox/25.0" +95.26.234.237 - - [23/Mar/2016:17:27:48 -0400] "GET /wp-includes/js/jquery/jquery.js?ver=1.11.3 HTTP/1.1" 200 95977 "http://www.agilemobiledeveloper.com/" "Mozilla/5.0 (Windows NT 6.1; WOW64; rv:25.0) Gecko/20100101 Firefox/25.0" +5.166.129.100 - - [23/Mar/2016:17:27:48 -0400] "GET /wp-content/uploads/2015/03/battle.jpg HTTP/1.1" 200 90966 "http://www.agilemobiledeveloper.com/2014/05/28/quick-tip-spring-rest-utility-for-current-http-request/" "Opera/9.80 (Windows NT 5.1) Presto/2.12.388 Version/12.16" +95.26.234.237 - - [23/Mar/2016:17:27:48 -0400] "GET /wp-includes/js/wp-emoji-release.min.js?ver=4.4.2 HTTP/1.1" 200 33713 "http://www.agilemobiledeveloper.com/" "Mozilla/5.0 (Windows NT 6.1; WOW64; rv:25.0) Gecko/20100101 Firefox/25.0" +95.26.234.237 - 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- [23/Mar/2016:17:27:49 -0400] "GET /wp-includes/js/jquery/jquery-migrate.min.js?ver=1.2.1 HTTP/1.1" 200 7200 "http://www.agilemobiledeveloper.com/2013/10/03/eclipse-update-sites/" "Mozilla/5.0 (Windows NT 5.1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/28.0.1500.95 YaBrowser/13.10.1500.9323 Safari/537.36" +94.180.137.28 - - [23/Mar/2016:17:27:49 -0400] "GET /wp-includes/js/jquery/jquery.js?ver=1.11.3 HTTP/1.1" 200 95977 "http://www.agilemobiledeveloper.com/2013/10/03/eclipse-update-sites/" "Mozilla/5.0 (Windows NT 5.1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/28.0.1500.95 YaBrowser/13.10.1500.9323 Safari/537.36" +94.180.137.28 - - [23/Mar/2016:17:27:49 -0400] "GET /wp-includes/js/wp-emoji-release.min.js?ver=4.4.2 HTTP/1.1" 200 33713 "http://www.agilemobiledeveloper.com/2013/10/03/eclipse-update-sites/" "Mozilla/5.0 (Windows NT 5.1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/28.0.1500.95 YaBrowser/13.10.1500.9323 Safari/537.36" +94.180.137.28 - - [23/Mar/2016:17:27:49 -0400] "GET /wp-content/uploads/2015/03/battle.jpg HTTP/1.1" 200 90966 "http://www.agilemobiledeveloper.com/2013/10/03/eclipse-update-sites/" "Mozilla/5.0 (Windows NT 5.1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/28.0.1500.95 YaBrowser/13.10.1500.9323 Safari/537.36" +94.180.137.28 - 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