{"paragraphs":[{"text":"%md\n## Predicting Likelihood of Building Exceeding Threshold Temperatures","dateUpdated":"2016-02-04T08:12:17+0000","config":{"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"editorMode":"ace/mode/scala","colWidth":12,"editorHide":true,"enabled":true},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1453148289227_938056786","id":"20160118-201809_1566845983","result":{"code":"SUCCESS","type":"HTML","msg":"<h2>Predicting Likelihood of Building Exceeding Threshold Temperatures</h2>\n"},"dateCreated":"2016-01-18T08:18:09+0000","dateStarted":"2016-01-19T01:43:48+0000","dateFinished":"2016-01-19T01:43:48+0000","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:511"},{"text":"%md\nYour machines know things. From connected cars, to equipment in the field, to machines on the assembly line floor—sensors stream low-cost, always-on data. Hadoop makes it easier for you to store and refine that data and identify meaningful patterns, providing you with the insight to make proactive business decisions using predictive analytics.\n\nIn this video, we show how Hadoop can be used to analyze heating, ventilation and air conditioning data to maintain ideal office temperatures and minimize expenses.\n\nUsing the data cleansing and transformation mentioned in the tutorial below, we can further our analysis by applying Logistic Regression to the generated data. We will then be able to predict based on features of the building and the heating system, what buildings have a likelihood of exceeding target temperature.\n\n/\n* Click on Image below to recap:\n\n/\n\n [![Image](http://i3.ytimg.com/vi/Op_5MmG7hIw/hqdefault.jpg)](http://www.youtube.com/watch?v=Op_5MmG7hIw)\n","dateUpdated":"2016-02-04T08:12:17+0000","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"editorMode":"ace/mode/markdown","editorHide":true,"enabled":true},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1454615001599_944357167","id":"20160204-194321_1627027446","result":{"code":"SUCCESS","type":"HTML","msg":"<p>Your machines know things. From connected cars, to equipment in the field, to machines on the assembly line floor—sensors stream low-cost, always-on data. Hadoop makes it easier for you to store and refine that data and identify meaningful patterns, providing you with the insight to make proactive business decisions using predictive analytics.</p>\n<p>In this video, we show how Hadoop can be used to analyze heating, ventilation and air conditioning data to maintain ideal office temperatures and minimize expenses.</p>\n<p>Using the data cleansing and transformation mentioned in the tutorial below, we can further our analysis by applying Logistic Regression to the generated data. We will then be able to predict based on features of the building and the heating system, what buildings have a likelihood of exceeding target temperature.</p>\n<p>/</p>\n<ul>\n<li>Click on Image below to recap:</li>\n</ul>\n<p>/</p>\n<p><a href=\"http://www.youtube.com/watch?v=Op_5MmG7hIw\"><img src=\"http://i3.ytimg.com/vi/Op_5MmG7hIw/hqdefault.jpg\" alt=\"Image\" /></a></p>\n"},"dateCreated":"2016-02-04T07:43:21+0000","dateStarted":"2016-02-04T08:12:13+0000","dateFinished":"2016-02-04T08:12:13+0000","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:512"},{"text":"%sh\n\nwget http://s3.amazonaws.com/hw-sandbox/tutorial14/SensorFiles.zip\nunzip SensorFiles.zip\nhadoop fs -mkdir -p /user/zeppelin/SensorDemo\nhadoop fs -copyFromLocal -f SensorFiles/HVAC.csv /user/zeppelin/SensorDemo/\nhadoop fs -tail /user/zeppelin/SensorDemo/HVAC.csv","dateUpdated":"2016-02-04T08:12:17+0000","config":{"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"editorMode":"ace/mode/sh","colWidth":12,"editorHide":true,"enabled":true},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1453146917461_-1687246947","id":"20160118-195517_2008728912","result":{"code":"SUCCESS","type":"TEXT","msg":"--2016-02-03 00:39:29--  http://s3.amazonaws.com/hw-sandbox/tutorial14/SensorFiles.zip\nResolving s3.amazonaws.com... 54.231.14.32\nConnecting to s3.amazonaws.com|54.231.14.32|:80... connected.\nHTTP request sent, awaiting response... 200 OK\nLength: 64777 (63K) [application/zip]\nSaving to: “SensorFiles.zip”\n\n     0K .......... .......... .......... .......... .......... 79%  397K 0s\n    50K .......... ...                                        100% 9.23M=0.1s\n\n2016-02-03 00:39:29 (497 KB/s) - “SensorFiles.zip” saved [64777/64777]\n\nArchive:  SensorFiles.zip\n  inflating: SensorFiles/building.csv  \n  inflating: SensorFiles/ExtremeTemps.hiv  \n  inflating: SensorFiles/HVAC.csv    \n  inflating: SensorFiles/JoinBuildingHVAC.hiv  \n\r6/17/13,20:43:51,68,70,8,10,20\r6/18/13,21:43:51,70,64,7,8,2\r6/19/13,22:43:51,68,76,19,17,20\r6/20/13,23:43:51,69,80,20,24,20\r6/21/13,0:13:20,66,55,17,25,11\r6/22/13,1:13:20,66,66,18,27,15\r6/23/13,2:13:20,69,74,17,12,18\r6/24/13,3:13:20,68,69,18,9,11\r6/25/13,4:13:20,67,69,13,28,7\r6/26/13,5:13:20,66,66,7,4,4\r6/27/13,6:13:20,69,71,9,24,11\r6/28/13,7:13:20,70,80,1,24,20\r6/29/13,8:13:20,70,79,17,21,12\r6/30/13,9:13:20,70,70,2,29,10\r6/1/13,10:13:20,67,77,9,3,5\r6/2/13,11:13:20,66,66,18,3,7\r6/3/13,12:13:20,68,57,5,7,16\r6/4/13,13:13:20,66,66,2,24,11\r6/5/13,14:13:20,67,68,4,22,20\r6/6/13,15:13:20,67,79,5,8,3\r6/7/13,16:13:20,67,62,9,14,2\r6/8/13,17:13:20,65,75,13,13,10\r6/9/13,18:13:20,67,65,4,17,13\r6/10/13,19:13:20,70,55,20,12,4\r6/11/13,20:13:20,65,68,15,2,14\r6/12/13,21:13:20,68,74,1,30,13\r6/13/13,22:13:20,66,61,4,15,20\r6/14/13,23:13:20,67,55,3,14,14\r6/15/13,0:33:07,70,60,2,9,19\r6/16/13,1:33:07,66,58,17,18,20\r6/17/13,2:33:07,68,72,17,27,12\r6/18/13,3:33:07,68,69,10,4,3\r6/19/13,4:33:07,65,63,7,23,20\r6/20/13,5:33:07,66,66,9,21,3"},"dateCreated":"2016-01-18T07:55:17+0000","dateStarted":"2016-02-03T12:39:28+0000","dateFinished":"2016-02-03T12:39:38+0000","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:513"},{"text":"/* Let's start by creating a RDD for the data we just imported. Once an RDD is created we can create Temporary Table with Schema that allows us to run SparkSQL. The results of SQL queries are DataFrames and support all the normal RDD operations.*/\n\nval sqlContext = new org.apache.spark.sql.SQLContext(sc)\n\nval eventsFile = sc.textFile(\"hdfs:///user/zeppelin/SensorDemo/HVAC.csv\")\n\ncase class Event(Date: String, \n                Time: String, \n                TargetTemp: Float, \n                ActualTemp: Float, \n                System: String, \n                SystemAge: Int, \n                BuildingID: String)\n\n\n\nval eventsRDD = eventsFile.mapPartitionsWithIndex { (idx, iter) => if (idx == 0) iter.drop(1) else iter }.map(s=> s.split(\",\")).map( \n    s => Event(s(0),\n            s(1), \n            s(2).toFloat, \n            s(3).toFloat, \n            s(4), \n            s(5).toInt, \n            s(6)\n        )\n    )\n\neventsRDD.count\n\neventsRDD.toDF().registerTempTable(\"tempSeries\")","dateUpdated":"2016-02-04T08:12:17+0000","config":{"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"editorMode":"ace/mode/scala","colWidth":12,"editorHide":true,"enabled":true},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1453148304027_-2024879169","id":"20160118-201824_1746472555","result":{"code":"SUCCESS","type":"TEXT","msg":"sqlContext: org.apache.spark.sql.SQLContext = org.apache.spark.sql.SQLContext@762109a9\neventsFile: org.apache.spark.rdd.RDD[String] = MapPartitionsRDD[57] at textFile at <console>:24\ndefined class Event\neventsRDD: org.apache.spark.rdd.RDD[Event] = MapPartitionsRDD[60] at map at <console>:30\nres123: Long = 8000\n"},"dateCreated":"2016-01-18T08:18:24+0000","dateStarted":"2016-02-03T01:02:29+0000","dateFinished":"2016-02-03T01:02:31+0000","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:514"},{"text":"%sql\n\nselect * from tempSeries","dateUpdated":"2016-02-04T08:12:17+0000","config":{"graph":{"mode":"lineChart","height":300,"optionOpen":false,"keys":[{"name":"Date","index":0,"aggr":"sum"}],"values":[{"name":"TargetTemp","index":2,"aggr":"sum"},{"name":"ActualTemp","index":3,"aggr":"sum"}],"groups":[],"scatter":{"xAxis":{"name":"Date","index":0,"aggr":"sum"},"yAxis":{"name":"Time","index":1,"aggr":"sum"}}},"editorMode":"ace/mode/scala","colWidth":12,"editorHide":true,"enabled":true},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1453149632023_1750773990","id":"20160118-204032_1960084217","result":{"code":"SUCCESS","type":"TABLE","msg":"Date\tTime\tTargetTemp\tActualTemp\tSystem\tSystemAge\tBuildingID\n6/1/13\t0:00:01\t66.0\t58.0\t13\t20\t4\n6/2/13\t1:00:01\t69.0\t68.0\t3\t20\t17\n6/3/13\t2:00:01\t70.0\t73.0\t17\t20\t18\n6/4/13\t3:00:01\t67.0\t63.0\t2\t23\t15\n6/5/13\t4:00:01\t68.0\t74.0\t16\t9\t3\n6/6/13\t5:00:01\t67.0\t56.0\t13\t28\t4\n6/7/13\t6:00:01\t70.0\t58.0\t12\t24\t2\n6/8/13\t7:00:01\t70.0\t73.0\t20\t26\t16\n6/9/13\t8:00:01\t66.0\t69.0\t16\t9\t9\n6/10/13\t9:00:01\t65.0\t57.0\t6\t5\t12\n6/11/13\t10:00:01\t67.0\t70.0\t10\t17\t15\n6/12/13\t11:00:01\t69.0\t62.0\t2\t11\t7\n6/13/13\t12:00:01\t69.0\t73.0\t14\t2\t15\n6/14/13\t13:00:01\t65.0\t61.0\t3\t2\t6\n6/15/13\t14:00:01\t67.0\t59.0\t19\t22\t20\n6/16/13\t15:00:01\t65.0\t56.0\t19\t11\t8\n6/17/13\t16:00:01\t67.0\t57.0\t15\t7\t6\n6/18/13\t17:00:01\t66.0\t57.0\t12\t5\t13\n6/19/13\t18:00:01\t69.0\t58.0\t8\t22\t4\n6/20/13\t19:00:01\t67.0\t55.0\t17\t5\t7\n6/21/13\t20:00:01\t69.0\t72.0\t7\t5\t17\n6/22/13\t21:00:01\t66.0\t69.0\t6\t29\t9\n6/23/13\t22:00:01\t67.0\t65.0\t6\t18\t20\n6/24/13\t23:00:01\t67.0\t61.0\t15\t13\t6\n6/25/13\t0:13:19\t70.0\t71.0\t19\t14\t18\n6/26/13\t1:13:19\t67.0\t71.0\t1\t6\t8\n6/27/13\t2:13:19\t69.0\t68.0\t16\t14\t14\n6/28/13\t3:13:19\t65.0\t56.0\t8\t18\t15\n6/29/13\t4:13:19\t66.0\t77.0\t7\t6\t13\n6/30/13\t5:13:19\t70.0\t63.0\t7\t13\t5\n6/1/13\t6:13:19\t68.0\t66.0\t11\t15\t3\n6/2/13\t7:13:19\t69.0\t60.0\t14\t1\t18\n6/3/13\t8:13:19\t66.0\t65.0\t14\t18\t11\n6/4/13\t9:13:19\t67.0\t69.0\t1\t5\t9\n6/5/13\t10:13:19\t70.0\t78.0\t5\t5\t10\n6/6/13\t11:13:19\t67.0\t72.0\t16\t8\t19\n6/7/13\t12:13:19\t67.0\t73.0\t17\t30\t2\n6/8/13\t13:13:19\t65.0\t75.0\t4\t13\t10\n6/9/13\t14:13:19\t67.0\t68.0\t2\t17\t2\n6/10/13\t15:13:19\t65.0\t77.0\t15\t17\t6\n6/11/13\t16:13:19\t66.0\t67.0\t16\t24\t3\n6/12/13\t17:13:19\t69.0\t64.0\t18\t25\t2\n6/13/13\t18:13:19\t67.0\t68.0\t2\t14\t1\n6/14/13\t19:13:19\t68.0\t75.0\t9\t22\t5\n6/15/13\t20:13:19\t69.0\t58.0\t9\t6\t4\n6/16/13\t21:13:19\t69.0\t77.0\t19\t20\t9\n6/17/13\t22:13:19\t67.0\t73.0\t2\t4\t2\n6/18/13\t23:13:19\t66.0\t75.0\t1\t13\t12\n6/19/13\t0:43:51\t70.0\t65.0\t11\t9\t5\n6/20/13\t1:43:51\t69.0\t65.0\t7\t30\t2\n6/21/13\t2:43:51\t66.0\t56.0\t16\t28\t14\n6/22/13\t3:43:51\t69.0\t67.0\t3\t4\t9\n6/23/13\t4:43:51\t70.0\t68.0\t2\t12\t6\n6/24/13\t5:43:51\t70.0\t63.0\t15\t30\t20\n6/25/13\t6:43:51\t65.0\t63.0\t11\t13\t17\n6/26/13\t7:43:51\t67.0\t78.0\t13\t22\t18\n6/27/13\t8:43:51\t68.0\t61.0\t15\t28\t7\n6/28/13\t9:43:51\t66.0\t65.0\t4\t24\t2\n6/29/13\t10:43:51\t69.0\t59.0\t17\t25\t9\n6/30/13\t11:43:51\t68.0\t67.0\t8\t17\t6\n6/1/13\t12:43:51\t69.0\t79.0\t6\t15\t7\n6/2/13\t13:43:51\t65.0\t72.0\t20\t26\t12\n6/3/13\t14:43:51\t65.0\t57.0\t3\t24\t18\n6/4/13\t15:43:51\t66.0\t56.0\t20\t25\t6\n6/5/13\t16:43:51\t65.0\t71.0\t2\t14\t9\n6/6/13\t17:43:51\t67.0\t79.0\t1\t9\t10\n6/7/13\t18:43:51\t67.0\t72.0\t13\t29\t15\n6/8/13\t19:43:51\t69.0\t76.0\t11\t25\t11\n6/9/13\t20:43:51\t65.0\t67.0\t6\t21\t16\n6/10/13\t21:43:51\t67.0\t74.0\t3\t19\t14\n6/11/13\t22:43:51\t68.0\t76.0\t9\t28\t2\n6/12/13\t23:43:51\t68.0\t69.0\t7\t26\t20\n6/13/13\t0:13:20\t67.0\t77.0\t8\t19\t12\n6/14/13\t1:13:20\t70.0\t68.0\t6\t1\t1\n6/15/13\t2:13:20\t70.0\t57.0\t7\t12\t6\n6/16/13\t3:13:20\t67.0\t55.0\t11\t16\t12\n6/17/13\t4:13:20\t70.0\t55.0\t17\t17\t19\n6/18/13\t5:13:20\t70.0\t58.0\t6\t17\t19\n6/19/13\t6:13:20\t69.0\t75.0\t9\t21\t6\n6/20/13\t7:13:20\t69.0\t75.0\t13\t14\t16\n6/21/13\t8:13:20\t69.0\t55.0\t1\t8\t14\n6/22/13\t9:13:20\t65.0\t68.0\t15\t20\t3\n6/23/13\t10:13:20\t65.0\t63.0\t5\t22\t19\n6/24/13\t11:13:20\t65.0\t65.0\t19\t24\t2\n6/25/13\t12:13:20\t68.0\t55.0\t14\t5\t20\n6/26/13\t13:13:20\t68.0\t67.0\t18\t28\t9\n6/27/13\t14:13:20\t66.0\t75.0\t4\t30\t14\n6/28/13\t15:13:20\t65.0\t62.0\t8\t23\t17\n6/29/13\t16:13:20\t70.0\t77.0\t7\t24\t2\n6/30/13\t17:13:20\t65.0\t57.0\t17\t9\t12\n6/1/13\t18:13:20\t68.0\t65.0\t7\t21\t12\n6/2/13\t19:13:20\t65.0\t72.0\t4\t1\t13\n6/3/13\t20:13:20\t66.0\t67.0\t18\t20\t6\n6/4/13\t21:13:20\t68.0\t65.0\t4\t21\t15\n6/5/13\t22:13:20\t67.0\t73.0\t18\t19\t7\n6/6/13\t23:13:20\t70.0\t70.0\t13\t3\t5\n6/7/13\t0:33:07\t68.0\t72.0\t18\t8\t1\n6/8/13\t1:33:07\t70.0\t80.0\t16\t24\t9\n6/9/13\t2:33:07\t67.0\t76.0\t16\t23\t9\n6/10/13\t3:33:07\t69.0\t79.0\t10\t29\t15\n6/11/13\t4:33:07\t66.0\t70.0\t18\t18\t11\n6/12/13\t5:33:07\t65.0\t70.0\t17\t6\t6\n6/13/13\t6:33:07\t66.0\t78.0\t9\t11\t7\n6/14/13\t7:33:07\t65.0\t60.0\t13\t21\t16\n6/15/13\t8:33:07\t68.0\t65.0\t10\t20\t10\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BuildingId, Date, (ActualTemp-TargetTemp) AS TempDIFF from tempSeries order by BuildingId 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color=red>Results are limited by 1000.</font>","comment":"<font color=red>Results are limited by 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\n\nselect a.BuildingId, count(a.TempDIFF) from (\n    select BuildingId, (ActualTemp-TargetTemp) as TempDIFF from tempSeries LIMIT 1000) a\n    WHERE a.TempDIFF > 0 GROUP BY BuildingId 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must now load the data (hvac.csv), parse it, and use it to train the model. For this, you define a function that checks whether the actual temperature of the building is greater than the target temperature. If the actual temperature is greater, the building is hot, denoted by the value 1.0. If the actual temperature is lesser, the building is cold, denoted by the value 0.0.\n\n# List the structure of data for better understanding. Because the data will be\n# loaded as an array, this structure makes it easy to understand what each element\n# in the array corresponds to\n\n# 0 Date\n# 1 Time\n# 2 TargetTemp\n# 3 ActualTemp\n# 4 System\n# 5 SystemAge\n# 6 BuildingID\n\n\nfrom pyspark.ml import Pipeline\nfrom pyspark.ml.classification import LogisticRegression\nfrom pyspark.ml.feature import HashingTF, Tokenizer\nfrom pyspark.sql import Row, SQLContext\n\nimport os\nimport sys\nfrom pyspark import SparkConf\nfrom pyspark import SparkContext\nfrom pyspark.sql import SQLContext\nfrom pyspark.sql.types import *\n\nfrom pyspark.mllib.classification import LogisticRegressionWithSGD\nfrom pyspark.mllib.regression import LabeledPoint\nfrom numpy import array\n\nLabeledDocument = Row(\"BuildingID\", \"SystemInfo\", \"label\")\n\n# Define a function that parses the raw CSV file and returns an object of type LabeledDocument\n\ndef parseDocument(line):\n    values = [str(x) for x in line.split(',')]\n    if (values[3] > values[2]):\n        hot = 1.0\n    else:\n        hot = 0.0        \n\n    textValue = str(values[4]) + \" \" + str(values[5])\n\n    return LabeledDocument((values[6]), textValue, hot)\n\n# Load the raw HVAC.csv file, parse it using the function\ndata = sc.textFile(\"hdfs:///user/zeppelin/SensorDemo/HVAC.csv\")\n\ndocuments = data.filter(lambda s: \"Date\" not in s).map(parseDocument)\ntraining = documents.toDF()\n","dateUpdated":"2016-02-04T08:12:17+0000","config":{"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"editorMode":"ace/mode/scala","colWidth":12,"editorHide":true,"enabled":true},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1453147082184_1286117744","id":"20160118-195802_941356317","result":{"code":"SUCCESS","type":"TEXT","msg":""},"dateCreated":"2016-01-18T07:58:02+0000","dateStarted":"2016-02-03T01:08:26+0000","dateFinished":"2016-02-03T01:08:28+0000","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:518"},{"text":"%pyspark\n\n#Prepare a data set to run the trained model against. To do so, we would pass on a system ID and system age (denoted as SystemInfo in the training output), and the model would predict whether the building with that system ID and system age would be hotter (denoted by 1.0) or cooler (denoted by 0.0).\n\ntokenizer = Tokenizer(inputCol=\"SystemInfo\", outputCol=\"words\")\nhashingTF = HashingTF(inputCol=tokenizer.getOutputCol(), outputCol=\"features\")\nlr = LogisticRegression(maxIter=10, regParam=0.01)\npipeline = Pipeline(stages=[tokenizer, hashingTF, lr])","dateUpdated":"2016-02-04T08:12:17+0000","config":{"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"editorMode":"ace/mode/scala","colWidth":12,"editorHide":true,"enabled":true},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1453147452259_-106535356","id":"20160118-200412_944052238","result":{"code":"SUCCESS","type":"TEXT","msg":""},"dateCreated":"2016-01-18T08:04:12+0000","dateStarted":"2016-01-19T01:25:29+0000","dateFinished":"2016-01-19T01:25:30+0000","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:519"},{"text":"%pyspark\n\nmodel = pipeline.fit(training)\n#training.show()\ntraining.registerTempTable(\"eventStaging\")\n","dateUpdated":"2016-02-04T08:12:17+0000","config":{"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"colWidth":12,"editorHide":true,"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1453147462454_1854160363","id":"20160118-200422_1743833346","result":{"code":"SUCCESS","type":"TEXT","msg":""},"dateCreated":"2016-01-18T08:04:22+0000","dateStarted":"2016-01-19T01:50:40+0000","dateFinished":"2016-01-19T01:50:45+0000","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:520"},{"text":"%sql\n\nselect * from eventStaging","dateUpdated":"2016-02-04T08:12:17+0000","config":{"graph":{"mode":"multiBarChart","height":300,"optionOpen":false,"keys":[{"name":"SystemInfo","index":1,"aggr":"sum"}],"values":[{"name":"label","index":2,"aggr":"sum"}],"groups":[],"scatter":{"yAxis":{"name":"label","index":2,"aggr":"sum"},"xAxis":{"name":"SystemInfo","index":1,"aggr":"sum"}}},"editorMode":"ace/mode/sql","colWidth":12,"editorHide":true,"enabled":true},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1453167067121_2085463521","id":"20160119-013107_379337856","result":{"code":"SUCCESS","type":"TABLE","msg":"BuildingID\tSystemInfo\tlabel\n4\t13 20\t0.0\n17\t3 20\t0.0\n18\t17 20\t1.0\n15\t2 23\t0.0\n3\t16 9\t1.0\n4\t13 28\t0.0\n2\t12 24\t0.0\n16\t20 26\t1.0\n9\t16 9\t1.0\n12\t6 5\t0.0\n15\t10 17\t1.0\n7\t2 11\t0.0\n15\t14 2\t1.0\n6\t3 2\t0.0\n20\t19 22\t0.0\n8\t19 11\t0.0\n6\t15 7\t0.0\n13\t12 5\t0.0\n4\t8 22\t0.0\n7\t17 5\t0.0\n17\t7 5\t1.0\n9\t6 29\t1.0\n20\t6 18\t0.0\n6\t15 13\t0.0\n18\t19 14\t1.0\n8\t1 6\t1.0\n14\t16 14\t0.0\n15\t8 18\t0.0\n13\t7 6\t1.0\n5\t7 13\t0.0\n3\t11 15\t0.0\n18\t14 1\t0.0\n11\t14 18\t0.0\n9\t1 5\t1.0\n10\t5 5\t1.0\n19\t16 8\t1.0\n2\t17 30\t1.0\n10\t4 13\t1.0\n2\t2 17\t1.0\n6\t15 17\t1.0\n3\t16 24\t1.0\n2\t18 25\t0.0\n1\t2 14\t1.0\n5\t9 22\t1.0\n4\t9 6\t0.0\n9\t19 20\t1.0\n2\t2 4\t1.0\n12\t1 13\t1.0\n5\t11 9\t0.0\n2\t7 30\t0.0\n14\t16 28\t0.0\n9\t3 4\t0.0\n6\t2 12\t0.0\n20\t15 30\t0.0\n17\t11 13\t0.0\n18\t13 22\t1.0\n7\t15 28\t0.0\n2\t4 24\t0.0\n9\t17 25\t0.0\n6\t8 17\t0.0\n7\t6 15\t1.0\n12\t20 26\t1.0\n18\t3 24\t0.0\n6\t20 25\t0.0\n9\t2 14\t1.0\n10\t1 9\t1.0\n15\t13 29\t1.0\n11\t11 25\t1.0\n16\t6 21\t1.0\n14\t3 19\t1.0\n2\t9 28\t1.0\n20\t7 26\t1.0\n12\t8 19\t1.0\n1\t6 1\t0.0\n6\t7 12\t0.0\n12\t11 16\t0.0\n19\t17 17\t0.0\n19\t6 17\t0.0\n6\t9 21\t1.0\n16\t13 14\t1.0\n14\t1 8\t0.0\n3\t15 20\t1.0\n19\t5 22\t0.0\n2\t19 24\t0.0\n20\t14 5\t0.0\n9\t18 28\t0.0\n14\t4 30\t1.0\n17\t8 23\t0.0\n2\t7 24\t1.0\n12\t17 9\t0.0\n12\t7 21\t0.0\n13\t4 1\t1.0\n6\t18 20\t1.0\n15\t4 21\t0.0\n7\t18 19\t1.0\n5\t13 3\t0.0\n1\t18 8\t1.0\n9\t16 24\t1.0\n9\t16 23\t1.0\n15\t10 29\t1.0\n11\t18 18\t1.0\n6\t17 6\t1.0\n7\t9 11\t1.0\n16\t13 21\t0.0\n10\t10 20\t0.0\n13\t7 8\t1.0\n16\t4 25\t0.0\n13\t1 9\t0.0\n10\t7 5\t0.0\n3\t2 15\t0.0\n3\t8 17\t0.0\n11\t6 9\t1.0\n16\t7 1\t0.0\n17\t6 28\t1.0\n12\t20 20\t0.0\n19\t11 12\t0.0\n9\t5 4\t1.0\n14\t4 21\t1.0\n6\t6 12\t0.0\n2\t10 9\t0.0\n7\t5 8\t0.0\n16\t3 10\t1.0\n15\t4 13\t1.0\n7\t13 28\t1.0\n3\t2 26\t0.0\n11\t15 8\t0.0\n13\t3 27\t0.0\n19\t17 6\t1.0\n4\t12 17\t1.0\n17\t2 8\t0.0\n4\t11 29\t0.0\n7\t14 6\t0.0\n6\t19 16\t0.0\n2\t6 26\t1.0\n6\t7 4\t1.0\n14\t18 5\t0.0\n12\t16 4\t0.0\n1\t10 25\t0.0\n10\t20 5\t0.0\n15\t1 10\t1.0\n9\t14 29\t1.0\n4\t9 7\t1.0\n17\t17 24\t0.0\n19\t15 16\t1.0\n9\t4 13\t0.0\n2\t7 15\t0.0\n17\t9 8\t0.0\n20\t20 27\t0.0\n20\t13 5\t1.0\n9\t10 20\t0.0\n7\t9 28\t0.0\n7\t15 2\t1.0\n20\t4 5\t0.0\n5\t1 6\t0.0\n19\t20 15\t1.0\n18\t8 20\t1.0\n4\t20 10\t0.0\n17\t7 18\t0.0\n7\t5 9\t1.0\n17\t2 1\t0.0\n3\t19 29\t0.0\n1\t20 9\t0.0\n4\t1 18\t1.0\n7\t3 25\t0.0\n1\t8 18\t0.0\n5\t20 27\t0.0\n1\t14 16\t1.0\n1\t20 30\t1.0\n2\t16 10\t0.0\n11\t16 24\t0.0\n16\t16 25\t1.0\n17\t18 13\t1.0\n19\t2 10\t0.0\n8\t14 22\t0.0\n16\t5 12\t1.0\n4\t17 15\t1.0\n17\t20 19\t0.0\n11\t2 25\t0.0\n6\t3 19\t0.0\n20\t2 27\t0.0\n3\t9 12\t0.0\n19\t5 21\t1.0\n11\t19 27\t1.0\n20\t15 16\t1.0\n12\t19 15\t0.0\n20\t9 2\t1.0\n18\t18 25\t1.0\n20\t19 15\t1.0\n1\t14 15\t0.0\n10\t15 16\t1.0\n9\t8 2\t1.0\n5\t16 2\t0.0\n9\t1 9\t1.0\n15\t19 26\t0.0\n16\t6 28\t0.0\n5\t17 22\t1.0\n2\t13 1\t0.0\n6\t19 10\t0.0\n10\t19 18\t1.0\n14\t2 10\t0.0\n14\t19 26\t0.0\n6\t13 17\t1.0\n12\t1 1\t0.0\n5\t1 12\t0.0\n1\t1 3\t0.0\n15\t7 21\t0.0\n4\t10 23\t0.0\n18\t8 10\t0.0\n12\t12 8\t1.0\n8\t1 7\t0.0\n8\t9 5\t1.0\n10\t11 29\t0.0\n11\t2 2\t0.0\n12\t7 1\t1.0\n5\t13 16\t1.0\n9\t14 25\t0.0\n17\t11 19\t1.0\n9\t3 11\t0.0\n8\t20 18\t1.0\n20\t15 15\t1.0\n19\t17 11\t0.0\n17\t3 12\t0.0\n4\t12 28\t0.0\n2\t16 21\t1.0\n16\t14 27\t0.0\n20\t14 10\t1.0\n17\t12 8\t1.0\n7\t8 29\t0.0\n19\t13 9\t0.0\n1\t6 14\t1.0\n2\t6 1\t0.0\n9\t8 3\t0.0\n9\t4 26\t1.0\n1\t6 19\t0.0\n6\t14 12\t1.0\n20\t8 21\t0.0\n15\t4 14\t1.0\n3\t19 29\t1.0\n16\t16 5\t1.0\n8\t14 1\t1.0\n17\t14 6\t0.0\n3\t5 19\t1.0\n12\t7 21\t1.0\n14\t2 6\t1.0\n10\t15 30\t1.0\n3\t11 5\t1.0\n17\t18 1\t1.0\n11\t11 7\t1.0\n4\t17 24\t1.0\n13\t7 15\t0.0\n9\t2 5\t0.0\n13\t1 30\t1.0\n9\t6 2\t1.0\n13\t1 13\t0.0\n9\t6 2\t1.0\n12\t4 22\t1.0\n1\t19 10\t0.0\n13\t18 17\t1.0\n2\t2 27\t0.0\n5\t6 4\t1.0\n9\t2 1\t1.0\n12\t13 12\t1.0\n19\t15 17\t1.0\n2\t2 22\t1.0\n16\t10 5\t1.0\n9\t4 30\t1.0\n3\t9 23\t1.0\n19\t9 15\t1.0\n18\t1 14\t0.0\n8\t15 19\t0.0\n16\t2 3\t1.0\n19\t3 24\t1.0\n2\t8 22\t1.0\n15\t3 28\t0.0\n11\t12 10\t1.0\n10\t7 3\t1.0\n13\t2 15\t1.0\n1\t20 19\t1.0\n1\t7 1\t0.0\n13\t12 7\t1.0\n18\t16 26\t0.0\n14\t17 3\t0.0\n3\t13 23\t0.0\n14\t14 14\t0.0\n3\t10 23\t0.0\n15\t17 24\t0.0\n11\t9 15\t1.0\n7\t3 7\t1.0\n15\t7 3\t0.0\n8\t8 23\t1.0\n10\t6 23\t0.0\n19\t15 30\t0.0\n1\t12 24\t1.0\n10\t17 7\t0.0\n18\t9 21\t0.0\n12\t6 6\t0.0\n17\t11 1\t0.0\n16\t2 26\t0.0\n15\t6 14\t0.0\n10\t6 5\t0.0\n8\t12 25\t1.0\n17\t3 3\t1.0\n4\t6 17\t1.0\n5\t14 17\t0.0\n5\t9 30\t0.0\n1\t8 4\t1.0\n16\t7 26\t1.0\n15\t2 16\t1.0\n16\t14 18\t1.0\n2\t5 26\t1.0\n20\t9 28\t1.0\n5\t11 7\t0.0\n6\t3 24\t0.0\n1\t14 3\t1.0\n14\t11 2\t1.0\n2\t4 23\t1.0\n9\t18 20\t0.0\n18\t6 20\t1.0\n20\t6 2\t1.0\n6\t14 5\t0.0\n5\t8 6\t1.0\n14\t10 30\t0.0\n9\t8 1\t0.0\n5\t20 17\t1.0\n6\t8 14\t1.0\n12\t20 9\t0.0\n10\t7 13\t1.0\n17\t10 30\t1.0\n2\t11 3\t1.0\n12\t14 26\t0.0\n1\t11 30\t1.0\n9\t19 21\t0.0\n1\t13 2\t1.0\n19\t16 30\t0.0\n2\t5 27\t1.0\n4\t15 11\t0.0\n8\t9 28\t1.0\n19\t14 4\t1.0\n18\t1 15\t1.0\n12\t5 9\t1.0\n8\t11 6\t1.0\n4\t12 13\t1.0\n1\t17 8\t0.0\n5\t14 21\t0.0\n3\t10 29\t1.0\n19\t3 20\t1.0\n10\t9 4\t0.0\n8\t8 7\t0.0\n13\t8 19\t0.0\n10\t15 28\t1.0\n20\t14 12\t0.0\n1\t8 7\t0.0\n18\t2 2\t0.0\n16\t3 6\t0.0\n3\t20 2\t1.0\n16\t16 24\t0.0\n2\t10 15\t1.0\n8\t4 16\t0.0\n13\t6 9\t0.0\n16\t12 14\t1.0\n12\t18 8\t0.0\n13\t20 26\t0.0\n18\t12 1\t0.0\n2\t11 10\t0.0\n11\t20 14\t1.0\n17\t20 26\t1.0\n14\t16 25\t1.0\n17\t2 17\t1.0\n4\t18 19\t0.0\n14\t3 16\t1.0\n15\t3 28\t1.0\n5\t8 22\t1.0\n13\t8 5\t1.0\n1\t14 30\t0.0\n17\t6 13\t0.0\n9\t6 14\t1.0\n17\t14 28\t0.0\n4\t11 4\t0.0\n8\t6 30\t0.0\n19\t14 10\t1.0\n8\t2 22\t1.0\n17\t1 12\t0.0\n3\t13 2\t1.0\n5\t17 14\t1.0\n13\t18 5\t0.0\n9\t12 2\t1.0\n9\t2 22\t0.0\n15\t15 26\t1.0\n14\t11 30\t0.0\n6\t18 13\t1.0\n3\t2 18\t0.0\n15\t13 12\t1.0\n8\t9 30\t0.0\n3\t12 13\t0.0\n16\t17 12\t0.0\n13\t9 17\t0.0\n13\t8 21\t0.0\n8\t16 22\t1.0\n19\t18 7\t0.0\n13\t11 14\t0.0\n11\t8 2\t0.0\n17\t5 10\t0.0\n18\t4 7\t1.0\n14\t10 25\t0.0\n11\t19 13\t1.0\n4\t13 27\t1.0\n11\t15 19\t0.0\n10\t1 16\t0.0\n1\t3 20\t0.0\n8\t19 16\t0.0\n8\t18 6\t1.0\n17\t12 25\t0.0\n17\t9 14\t1.0\n10\t15 27\t0.0\n12\t2 7\t0.0\n11\t19 23\t0.0\n12\t19 23\t0.0\n7\t8 5\t1.0\n13\t16 25\t1.0\n15\t4 1\t0.0\n6\t5 6\t1.0\n8\t12 16\t0.0\n5\t3 29\t0.0\n10\t16 21\t0.0\n3\t15 16\t1.0\n1\t8 20\t0.0\n19\t19 27\t0.0\n7\t12 3\t1.0\n18\t14 13\t0.0\n16\t6 2\t0.0\n14\t7 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12\t0.0\n12\t6 17\t0.0\n6\t16 3\t1.0\n1\t16 7\t1.0\n12\t7 5\t1.0\n7\t19 15\t0.0\n16\t2 23\t1.0\n12\t19 30\t0.0\n6\t17 27\t0.0\n12\t3 9\t1.0\n10\t5 11\t1.0\n2\t4 17\t0.0\n8\t11 19\t1.0\n1\t1 4\t1.0\n14\t19 10\t0.0\n8\t3 22\t1.0\n18\t8 12\t1.0\n16\t14 11\t1.0\n6\t13 7\t1.0\n18\t4 21\t0.0\n7\t16 5\t1.0\n19\t2 14\t0.0\n18\t8 3\t1.0\n17\t5 4\t1.0\n10\t11 19\t1.0\n6\t18 16\t0.0\n15\t2 5\t0.0\n6\t19 24\t1.0\n5\t5 23\t0.0\n8\t2 27\t1.0\n7\t6 3\t0.0\n\n<font color=red>Results are limited by 1000.</font>","comment":"<font color=red>Results are limited by 1000.</font>","msgTable":[[{"key":"SystemInfo","value":"4"},{"key":"SystemInfo","value":"13 20"},{"key":"SystemInfo","value":"0.0"}],[{"key":"label","value":"17"},{"key":"label","value":"3 20"},{"key":"label","value":"0.0"}],[{"value":"18"},{"value":"17 20"},{"value":"1.0"}],[{"value":"15"},{"value":"2 23"},{"value":"0.0"}],[{"value":"3"},{"value":"16 9"},{"value":"1.0"}],[{"value":"4"},{"value":"13 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1","0.0"],["10","9 19","1.0"],["14","15 5","0.0"],["13","3 28","1.0"],["20","16 3","1.0"],["17","15 27","0.0"],["1","5 8","1.0"],["11","15 24","1.0"],["1","7 13","0.0"],["4","11 24","0.0"],["6","17 23","0.0"],["7","2 22","0.0"],["7","14 4","1.0"],["19","16 2","0.0"],["4","17 2","0.0"],["18","7 14","0.0"],["3","8 27","0.0"],["11","2 6","0.0"],["11","3 29","0.0"],["12","16 26","0.0"],["18","18 23","1.0"],["8","4 22","0.0"],["1","8 21","1.0"],["4","14 25","0.0"],["9","18 19","1.0"],["17","1 6","0.0"],["16","12 28","0.0"],["13","19 28","0.0"],["4","11 22","1.0"],["4","14 4","1.0"],["4","2 14","1.0"],["8","20 13","0.0"],["10","6 15","0.0"],["14","11 1","0.0"],["2","3 5","0.0"],["3","7 8","1.0"],["15","20 25","0.0"],["13","4 6","0.0"],["10","12 24","1.0"],["3","13 4","0.0"],["17","6 8","0.0"],["13","1 12","1.0"],["4","5 3","1.0"],["13","4 8","0.0"],["1","20 11","1.0"],["3","18 23","0.0"],["12","13 17","0.0"],["18","1 9","0.0"],["19","17 25","1.0"],["18","11 22","1.0"],["1","17 13","0.0"],["5","20 20","1.0"],["9","18 30","0.0"],["13","8 28","1.0"],["11","6 1","0.0"],["16","7 12","0.0"],["14","6 29","0.0"],["4","16 5","0.0"],["16","4 11","1.0"],["9","3 27","0.0"],["8","7 2","1.0"],["18","10 16","1.0"],["10","11 17","0.0"],["20","1 26","0.0"],["2","12 4","1.0"],["7","14 26","1.0"],["6","16 28","0.0"],["6","4 19","0.0"],["1","3 13","1.0"],["11","5 5","0.0"],["13","1 18","0.0"],["14","5 2","0.0"],["20","7 17","0.0"],["16","6 3","0.0"],["10","8 11","0.0"],["20","3 12","0.0"],["12","6 17","0.0"],["6","16 3","1.0"],["1","16 7","1.0"],["12","7 5","1.0"],["7","19 15","0.0"],["16","2 23","1.0"],["12","19 30","0.0"],["6","17 27","0.0"],["12","3 9","1.0"],["10","5 11","1.0"],["2","4 17","0.0"],["8","11 19","1.0"],["1","1 4","1.0"],["14","19 10","0.0"],["8","3 22","1.0"],["18","8 12","1.0"],["16","14 11","1.0"],["6","13 7","1.0"],["18","4 21","0.0"],["7","16 5","1.0"],["19","2 14","0.0"],["18","8 3","1.0"],["17","5 4","1.0"],["10","11 19","1.0"],["6","18 16","0.0"],["15","2 5","0.0"],["6","19 24","1.0"],["5","5 23","0.0"],["8","2 27","1.0"],["7","6 3","0.0"]]},"dateCreated":"2016-01-19T01:31:07+0000","dateStarted":"2016-01-19T01:31:23+0000","dateFinished":"2016-01-19T01:31:23+0000","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:521"},{"text":"%pyspark\n\n# SystemInfo here is a combination of system ID followed by system age\nDocument = Row(\"id\", \"SystemInfo\")\ntest = sc.parallelize([(1L, \"20 25\"),\n              (2L, \"4 15\"),\n              (3L, \"16 9\"),\n              (4L, \"9 22\"),\n              (5L, \"17 10\"),\n              (6L, \"7 22\")]) \\\n    .map(lambda x: Document(*x)).toDF() \n    ","dateUpdated":"2016-02-04T08:12:17+0000","config":{"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"editorMode":"ace/mode/scala","colWidth":12,"editorHide":true,"enabled":true},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1453147497385_-158583727","id":"20160118-200457_479182447","result":{"code":"SUCCESS","type":"TEXT","msg":""},"dateCreated":"2016-01-18T08:04:57+0000","dateStarted":"2016-01-19T01:25:42+0000","dateFinished":"2016-01-19T01:25:42+0000","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:522"},{"text":"%pyspark\n\n#Prepare a data set to run the trained model against. To do so, we would pass on a system ID and system age (denoted as SystemInfo in the training output), and the model would predict whether the building with that system ID and system age would be hotter (denoted by 1.0) or cooler (denoted by 0.0).\n\n\n# Make predictions on test documents and print columns of interest\nprediction = model.transform(test)\nselected = prediction.select(\"SystemInfo\", \"prediction\", \"probability\")\nfor row in selected.collect():\n    print row","dateUpdated":"2016-02-04T08:12:17+0000","config":{"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"editorMode":"ace/mode/scala","colWidth":12,"editorHide":true,"enabled":true},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1453147520292_-47760720","id":"20160118-200520_419639750","result":{"code":"SUCCESS","type":"TEXT","msg":"Row(SystemInfo=u'20 25', prediction=0.0, probability=DenseVector([0.5001, 0.4999]))\nRow(SystemInfo=u'4 15', prediction=0.0, probability=DenseVector([0.5018, 0.4982]))\nRow(SystemInfo=u'16 9', prediction=1.0, probability=DenseVector([0.4787, 0.5213]))\nRow(SystemInfo=u'9 22', prediction=1.0, probability=DenseVector([0.455, 0.545]))\nRow(SystemInfo=u'17 10', prediction=1.0, probability=DenseVector([0.4927, 0.5073]))\nRow(SystemInfo=u'7 22', prediction=0.0, probability=DenseVector([0.5017, 0.4983]))\n"},"dateCreated":"2016-01-18T08:05:20+0000","dateStarted":"2016-01-19T01:25:46+0000","dateFinished":"2016-01-19T01:25:46+0000","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:523"},{"text":"%pyspark\n\nselected.registerTempTable(\"predictedEvents\")","dateUpdated":"2016-02-04T08:12:17+0000","config":{"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"editorMode":"ace/mode/scala","colWidth":12,"editorHide":true,"enabled":true},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1453167213735_-916900713","id":"20160119-013333_1702476164","result":{"code":"SUCCESS","type":"TEXT","msg":""},"dateCreated":"2016-01-19T01:33:33+0000","dateStarted":"2016-01-19T01:34:07+0000","dateFinished":"2016-01-19T01:34:07+0000","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:524"},{"text":"%sql\n\nselect * from predictedEvents","dateUpdated":"2016-02-04T08:12:17+0000","config":{"graph":{"mode":"multiBarChart","height":300,"optionOpen":false,"keys":[{"name":"SystemInfo","index":0,"aggr":"sum"}],"values":[{"name":"prediction","index":1,"aggr":"sum"}],"groups":[],"scatter":{"xAxis":{"name":"SystemInfo","index":0,"aggr":"sum"},"yAxis":{"name":"prediction","index":1,"aggr":"sum"}}},"editorMode":"ace/mode/sql","colWidth":12,"editorHide":true,"enabled":true},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1453158478227_1202900229","id":"20160118-230758_801568937","result":{"code":"SUCCESS","type":"TABLE","msg":"SystemInfo\tprediction\tprobability\n20 25\t0.0\t[0.5001380589015282,0.4998619410984719]\n4 15\t0.0\t[0.5018468263478701,0.4981531736521298]\n16 9\t1.0\t[0.4786709532413958,0.5213290467586043]\n9 22\t1.0\t[0.45504802607218514,0.5449519739278149]\n17 10\t1.0\t[0.49270080242078623,0.5072991975792137]\n7 22\t0.0\t[0.5017017284633886,0.49829827153661155]\n","comment":"","msgTable":[[{"key":"prediction","value":"20 25"},{"key":"prediction","value":"0.0"},{"key":"prediction","value":"[0.5001380589015282,0.4998619410984719]"}],[{"key":"probability","value":"4 15"},{"key":"probability","value":"0.0"},{"key":"probability","value":"[0.5018468263478701,0.4981531736521298]"}],[{"value":"16 9"},{"value":"1.0"},{"value":"[0.4786709532413958,0.5213290467586043]"}],[{"value":"9 22"},{"value":"1.0"},{"value":"[0.45504802607218514,0.5449519739278149]"}],[{"value":"17 10"},{"value":"1.0"},{"value":"[0.49270080242078623,0.5072991975792137]"}],[{"value":"7 22"},{"value":"0.0"},{"value":"[0.5017017284633886,0.49829827153661155]"}]],"columnNames":[{"name":"SystemInfo","index":0,"aggr":"sum"},{"name":"prediction","index":1,"aggr":"sum"},{"name":"probability","index":2,"aggr":"sum"}],"rows":[["20 25","0.0","[0.5001380589015282,0.4998619410984719]"],["4 15","0.0","[0.5018468263478701,0.4981531736521298]"],["16 9","1.0","[0.4786709532413958,0.5213290467586043]"],["9 22","1.0","[0.45504802607218514,0.5449519739278149]"],["17 10","1.0","[0.49270080242078623,0.5072991975792137]"],["7 22","0.0","[0.5017017284633886,0.49829827153661155]"]]},"dateCreated":"2016-01-18T11:07:58+0000","dateStarted":"2016-01-19T01:34:21+0000","dateFinished":"2016-01-19T01:34:21+0000","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:525"},{"dateUpdated":"2016-02-04T08:12:17+0000","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"editorHide":true,"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1453167261003_-71379161","id":"20160119-013421_1743833346","dateCreated":"2016-01-19T01:34:21+0000","status":"READY","progressUpdateIntervalMs":500,"$$hashKey":"object:526"}],"name":"Demos / IoT / Sensors & Machines Predictive Analysis","id":"2BAVUZ7NA","angularObjects":{},"config":{"looknfeel":"default"},"info":{}}