{ "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": "

Predicting Likelihood of Building Exceeding Threshold Temperatures

\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": "

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.

\n

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.

\n

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.

\n

/

\n\n

/

\n

\"Image\"

\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 :24\ndefined class Event\neventsRDD: org.apache.spark.rdd.RDD[Event] = MapPartitionsRDD[60] at map at :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": 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are limited by 1000.", "comment": "Results are limited by 1000.", "msgTable": [ [ { "key": "Time", "value": "6/1/13" }, { "key": "Time", "value": "0:00:01" }, { "key": "Time", "value": "66.0" }, { "key": "Time", "value": "58.0" }, { "key": "Time", "value": "13" }, { "key": "Time", "value": "20" }, { "key": "Time", "value": "4" } ], [ { "key": "TargetTemp", "value": "6/2/13" }, { "key": "TargetTemp", "value": "1:00:01" }, { "key": "TargetTemp", "value": "69.0" }, { "key": "TargetTemp", "value": "68.0" }, { "key": "TargetTemp", "value": "3" }, { "key": "TargetTemp", "value": "20" }, { "key": "TargetTemp", "value": "17" } ], [ { "key": "ActualTemp", "value": "6/3/13" }, { "key": "ActualTemp", "value": "2:00:01" }, { "key": "ActualTemp", "value": "70.0" }, { "key": "ActualTemp", "value": "73.0" }, { "key": "ActualTemp", "value": "17" }, { "key": "ActualTemp", "value": "20" }, { "key": "ActualTemp", "value": "18" } ], [ { "key": "System", "value": "6/4/13" }, { "key": "System", "value": 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"%sql\n\nselect BuildingId, Date, (ActualTemp-TargetTemp) AS TempDIFF from tempSeries order by BuildingId ", "dateUpdated": "2016-02-04T08:12:17+0000", "config": { "graph": { "mode": "stackedAreaChart", "height": 300, "optionOpen": false, "keys": [{ "name": "Date", "index": 1, "aggr": "sum" }], "values": [{ "name": "TempDIFF", "index": 2, "aggr": "sum" }], "groups": [{ "name": "BuildingId", "index": 0, "aggr": "sum" }], "scatter": { "xAxis": { "name": "BuildingId", "index": 0, "aggr": "sum" } } }, "editorMode": "ace/mode/sql", "colWidth": 12, "editorHide": true, "enabled": true }, "settings": { "params": {}, "forms": {} }, "jobName": "paragraph_1453151476815_-2092662850", "id": "20160118-211116_935901274", "result": { "code": "SUCCESS", "type": "TABLE", "msg": 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"6/30/13", "4.0"], ["10", "6/21/13", "11.0"], ["10", "6/19/13", "-12.0"], ["10", "6/8/13", "-2.0"], ["10", "6/30/13", "-11.0"], ["10", "6/1/13", "-2.0"], ["10", "6/7/13", "1.0"], ["10", "6/9/13", "-14.0"], ["10", "6/4/13", "-6.0"], ["10", "6/27/13", "-1.0"], ["10", "6/22/13", "14.0"], ["10", "6/27/13", "2.0"], ["10", "6/13/13", "-4.0"], ["10", "6/14/13", "-5.0"], ["10", "6/5/13", "-6.0"], ["10", "6/26/13", "-5.0"], ["10", "6/2/13", "-7.0"], ["10", "6/10/13", "-11.0"], ["10", "6/7/13", "4.0"], ["10", "6/14/13", "-5.0"], ["10", "6/12/13", "15.0"], ["10", "6/4/13", "-13.0"], ["10", "6/25/13", "8.0"], ["10", "6/15/13", "-9.0"], ["10", "6/4/13", "-6.0"], ["10", "6/8/13", "15.0"], ["10", "6/29/13", "7.0"], ["10", "6/5/13", "11.0"], ["10", "6/13/13", "-3.0"], ["10", "6/21/13", "9.0"], ["10", "6/1/13", "-12.0"], ["10", "6/7/13", "8.0"], ["10", "6/4/13", "-4.0"], ["10", "6/7/13", "9.0"], ["11", "6/24/13", "1.0"], ["11", "6/21/13", "-11.0"], ["11", "6/10/13", "5.0"], ["11", "6/1/13", "8.0"], ["11", "6/11/13", "4.0"], ["11", "6/18/13", "12.0"], ["11", "6/24/13", "9.0"], ["11", "6/24/13", "-4.0"], ["11", "6/13/13", "-5.0"], ["11", "6/22/13", "9.0"], ["11", "6/26/13", "3.0"], ["11", "6/13/13", "6.0"], ["11", "6/4/13", "0.0"], ["11", "6/25/13", "-4.0"], ["11", "6/18/13", "-14.0"], ["11", "6/6/13", "-13.0"], ["11", "6/8/13", "7.0"], ["11", "6/1/13", "-7.0"], ["11", "6/23/13", "-5.0"], ["11", "6/30/13", "-6.0"], ["11", "6/27/13", "-6.0"], ["11", "6/27/13", "-4.0"], ["11", "6/22/13", "-4.0"], ["11", "6/16/13", "-9.0"], ["11", "6/17/13", "11.0"], ["11", "6/21/13", "8.0"], ["11", "6/24/13", "-11.0"], ["11", "6/28/13", "-12.0"], ["11", "6/15/13", "-3.0"], ["11", "6/1/13", "8.0"], ["11", "6/6/13", "9.0"], ["11", "6/3/13", "-4.0"], ["11", "6/9/13", "7.0"], ["11", "6/6/13", "-9.0"], ["11", "6/5/13", "10.0"], ["11", "6/13/13", "8.0"], ["11", "6/5/13", "-5.0"], ["11", "6/14/13", "3.0"], ["11", "6/6/13", "9.0"], ["11", "6/8/13", "-4.0"], ["11", "6/23/13", "-1.0"], ["11", "6/3/13", "-7.0"], ["11", "6/2/13", "12.0"], ["11", "6/3/13", "1.0"], ["11", "6/10/13", "2.0"], ["11", "6/30/13", "-9.0"], ["11", "6/25/13", "10.0"], ["11", "6/16/13", "-3.0"], ["11", "6/28/13", "14.0"], ["11", "6/19/13", "7.0"], ["11", "6/15/13", "-5.0"], ["11", "6/15/13", "6.0"], ["11", "6/16/13", "11.0"], ["11", "6/27/13", "2.0"], ["11", "6/30/13", "-8.0"], ["11", "6/20/13", "-8.0"], ["11", "6/28/13", "-6.0"], ["11", "6/20/13", "-10.0"], ["11", "6/14/13", "6.0"], ["11", "6/28/13", "-6.0"], ["11", "6/7/13", "12.0"], ["11", "6/16/13", "-9.0"], ["11", "6/15/13", "-1.0"], ["11", "6/26/13", "-4.0"], ["11", "6/9/13", "4.0"], ["11", "6/24/13", "1.0"], ["11", "6/12/13", "-12.0"], ["11", "6/9/13", "11.0"], ["11", "6/28/13", "9.0"], ["11", "6/16/13", "9.0"], ["11", "6/28/13", "1.0"], ["11", "6/24/13", "-13.0"], ["11", "6/18/13", "1.0"], ["11", "6/5/13", "-14.0"], ["11", "6/30/13", "-9.0"], ["11", "6/4/13", "-4.0"], ["11", "6/15/13", "-6.0"], ["11", "6/17/13", "-11.0"], ["11", "6/4/13", "10.0"], ["11", "6/1/13", "-13.0"], ["11", "6/8/13", "-5.0"], ["11", "6/1/13", "-2.0"], ["11", "6/26/13", "-9.0"], ["11", "6/9/13", "10.0"], ["11", "6/4/13", "1.0"], ["11", "6/6/13", "-3.0"], ["11", "6/12/13", "9.0"], ["11", "6/6/13", "-6.0"], ["11", "6/3/13", "1.0"], ["11", "6/8/13", "10.0"], ["11", "6/1/13", "5.0"], ["11", "6/11/13", "-7.0"], ["11", "6/2/13", "-5.0"], ["11", "6/25/13", "6.0"], ["11", "6/16/13", "-9.0"], ["11", "6/12/13", "-1.0"], ["11", "6/15/13", "-12.0"], ["11", "6/7/13", "3.0"], ["11", "6/13/13", "2.0"], ["11", "6/17/13", "-10.0"], ["11", "6/10/13", "1.0"], ["11", "6/10/13", "10.0"], ["11", "6/12/13", "-3.0"], ["11", "6/16/13", "-10.0"], ["11", "6/13/13", "-3.0"], ["11", "6/19/13", "0.0"], ["11", "6/8/13", "-11.0"], ["11", "6/3/13", "5.0"], ["11", "6/6/13", "1.0"], ["11", "6/20/13", "0.0"], ["11", "6/3/13", "-6.0"], ["11", "6/1/13", "-4.0"], ["11", "6/4/13", "4.0"], ["11", "6/29/13", "-1.0"], ["11", "6/20/13", "-14.0"], ["11", "6/16/13", "-9.0"], ["11", "6/18/13", "-6.0"], ["11", "6/13/13", "7.0"], ["11", "6/24/13", "-3.0"], ["11", "6/1/13", "0.0"], ["11", "6/19/13", "6.0"], ["11", "6/11/13", "-11.0"], ["11", "6/22/13", "-7.0"], ["11", "6/16/13", "-9.0"], ["11", "6/23/13", "4.0"], ["11", "6/29/13", "10.0"], ["11", "6/30/13", "-8.0"], ["11", "6/8/13", "10.0"], ["11", "6/6/13", "-4.0"], ["11", "6/5/13", "0.0"], ["11", "6/29/13", "-9.0"], ["11", "6/2/13", "9.0"], ["11", "6/7/13", "-2.0"], ["11", "6/3/13", "-2.0"], ["11", "6/17/13", "3.0"], ["11", "6/5/13", "4.0"], ["11", "6/15/13", "11.0"], ["11", "6/6/13", "-1.0"], ["11", "6/17/13", "9.0"], ["11", "6/18/13", "1.0"], ["11", "6/11/13", "7.0"], ["11", "6/24/13", "0.0"], ["11", "6/11/13", "-2.0"], ["11", "6/18/13", "-11.0"], ["11", "6/29/13", "-5.0"], ["11", "6/28/13", "3.0"], ["11", "6/21/13", "-3.0"], ["11", "6/2/13", "0.0"], ["11", "6/2/13", "2.0"], ["11", "6/7/13", "3.0"], ["11", "6/16/13", "8.0"], ["11", "6/21/13", "6.0"], ["11", "6/2/13", "4.0"], ["11", "6/4/13", "-2.0"], ["11", "6/16/13", "-10.0"], ["11", "6/15/13", "1.0"], ["11", "6/25/13", "-6.0"], ["11", "6/9/13", "7.0"], ["11", "6/25/13", "5.0"], ["11", "6/18/13", "-5.0"], ["11", "6/29/13", "2.0"], ["11", "6/22/13", "-5.0"], ["11", "6/23/13", "-9.0"], ["11", "6/23/13", "6.0"], ["11", "6/9/13", "1.0"], ["11", "6/22/13", "-12.0"], ["11", "6/8/13", "3.0"], ["11", "6/7/13", "-14.0"], ["11", "6/18/13", "6.0"], ["11", "6/9/13", "5.0"], ["11", "6/4/13", "-8.0"], ["11", "6/17/13", "-1.0"], ["11", "6/26/13", "-11.0"], ["11", "6/24/13", "-8.0"], ["11", "6/26/13", "8.0"], ["11", "6/13/13", "-12.0"], ["11", "6/7/13", "5.0"], ["11", "6/17/13", "1.0"], ["11", "6/1/13", "-9.0"], ["11", "6/26/13", "2.0"], ["11", "6/25/13", "-12.0"], ["11", "6/16/13", "-4.0"] ] }, "dateCreated": "2016-01-18T09:11:16+0000", "dateStarted": "2016-02-03T01:02:42+0000", "dateFinished": "2016-02-03T01:02:43+0000", "status": "FINISHED", "progressUpdateIntervalMs": 500, "$$hashKey": "object:516" }, { "text": "%sql \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 ", "dateUpdated": "2016-02-04T08:12:17+0000", "config": { "graph": { "mode": "multiBarChart", "height": 300, "optionOpen": false, "keys": [{ "name": "BuildingId", "index": 0, "aggr": "sum" }], "values": [{ "name": "_c1", "index": 1, "aggr": "sum" }], "groups": [], "scatter": { "xAxis": { "name": "BuildingId", "index": 0, "aggr": "sum" } } }, "editorMode": "ace/mode/sql", "colWidth": 12, "editorHide": true, "enabled": true }, "settings": { "params": {}, "forms": {} }, "jobName": "paragraph_1453153386673_-572979148", "id": "20160118-214306_1992497908", "result": { "code": "SUCCESS", "type": "TABLE", "msg": "BuildingId\t_c1\n8\t21\n9\t37\n19\t18\n17\t17\n18\t25\n14\t13\n13\t21\n16\t30\n20\t20\n15\t19\n10\t21\n12\t23\n11\t24\n1\t25\n3\t26\n2\t35\n5\t22\n4\t24\n7\t24\n6\t23\n", "comment": "", "msgTable": [ [{ "key": "_c1", "value": "8" }, { "key": "_c1", "value": "21" }], [{ "value": "9" }, { "value": "37" }], [{ "value": "19" }, { "value": "18" }], [{ "value": "17" }, { "value": "17" }], [{ "value": "18" }, { "value": "25" }], [{ "value": "14" }, { "value": "13" }], [{ "value": "13" }, { "value": "21" }], [{ "value": "16" }, { "value": "30" }], [{ "value": "20" }, { "value": "20" }], [{ "value": "15" }, { "value": "19" }], [{ "value": "10" }, { "value": "21" }], [{ "value": "12" }, { "value": "23" }], [{ "value": "11" }, { "value": "24" }], [{ "value": "1" }, { "value": "25" }], [{ "value": "3" }, { "value": "26" }], [{ "value": "2" }, { "value": "35" }], [{ "value": "5" }, { "value": "22" }], [{ "value": "4" }, { "value": "24" }], [{ "value": "7" }, { "value": "24" }], [{ "value": "6" }, { "value": "23" }] ], "columnNames": [ { "name": "BuildingId", "index": 0, "aggr": "sum" }, { "name": "_c1", "index": 1, "aggr": "sum" } ], "rows": [ ["8", "21"], ["9", "37"], ["19", "18"], ["17", "17"], ["18", "25"], ["14", "13"], ["13", "21"], ["16", "30"], ["20", "20"], ["15", "19"], ["10", "21"], ["12", "23"], ["11", "24"], ["1", "25"], ["3", "26"], ["2", "35"], ["5", "22"], ["4", "24"], ["7", "24"], ["6", "23"] ] }, "dateCreated": "2016-01-18T09:43:06+0000", "dateStarted": "2016-02-03T01:02:45+0000", "dateFinished": "2016-02-03T01:02:46+0000", "status": "FINISHED", "progressUpdateIntervalMs": 500, "$$hashKey": "object:517" }, { "text": "%pyspark\n\n#You 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 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28\t0.0\n6\t4 19\t0.0\n1\t3 13\t1.0\n11\t5 5\t0.0\n13\t1 18\t0.0\n14\t5 2\t0.0\n20\t7 17\t0.0\n16\t6 3\t0.0\n10\t8 11\t0.0\n20\t3 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\nResults are limited by 1000.", "comment": "Results are limited by 1000.", "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": 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"11 28", "0.0"], ["3", "17 8", "1.0"], ["17", "6 16", "1.0"], ["7", "6 13", "1.0"], ["18", "10 23", "1.0"], ["13", "11 30", "1.0"], ["20", "4 26", "0.0"], ["2", "20 18", "0.0"], ["18", "17 27", "0.0"], ["15", "1 23", "0.0"], ["9", "13 7", "0.0"], ["1", "11 13", "0.0"], ["14", "18 14", "1.0"], ["4", "4 16", "1.0"], ["1", "7 24", "1.0"], ["15", "20 8", "0.0"], ["19", "4 10", "1.0"], ["18", "6 13", "0.0"], ["2", "5 30", "0.0"], ["16", "9 20", "0.0"], ["18", "2 7", "0.0"], ["4", "3 28", "0.0"], ["13", "5 18", "1.0"], ["9", "19 14", "0.0"], ["10", "8 26", "0.0"], ["2", "19 9", "1.0"], ["6", "8 22", "1.0"], ["7", "6 19", "1.0"], ["9", "13 9", "1.0"], ["4", "1 19", "0.0"], ["1", "3 29", "0.0"], ["13", "16 5", "0.0"], ["10", "13 24", "1.0"], ["3", "2 15", "1.0"], ["6", "10 5", "1.0"], ["19", "20 12", "0.0"], ["18", "4 22", "1.0"], ["11", "15 28", "0.0"], ["15", "17 21", "1.0"], ["12", "16 18", "0.0"], ["20", "3 22", "1.0"], ["8", "15 1", "1.0"], ["11", "7 7", "0.0"], ["15", "20 14", "0.0"], ["16", "17 30", "1.0"], ["18", "6 13", "0.0"], ["18", "20 17", "1.0"], ["5", "15 2", "1.0"], ["10", "20 13", "1.0"], ["6", "20 19", "0.0"], ["11", "13 11", "1.0"], ["11", "3 3", "1.0"], ["5", "8 24", "0.0"], ["16", "6 2", "0.0"], ["16", "3 15", "0.0"], ["16", "19 20", "1.0"], ["3", "11 6", "0.0"], ["11", "2 3", "1.0"], ["7", "10 13", "1.0"], ["9", "3 16", "1.0"], ["1", "3 2", "0.0"], ["4", "11 18", "0.0"], ["11", "1 27", "1.0"], ["20", "13 18", "0.0"], ["4", "15 28", "1.0"], ["11", "1 2", "1.0"], ["9", "11 27", "1.0"], ["2", "7 18", "1.0"], ["2", "14 10", "0.0"], ["5", "4 12", "1.0"], ["1", "18 21", "1.0"], ["4", "6 8", "0.0"], ["10", "4 5", "0.0"], ["12", "6 29", "1.0"], ["4", "3 17", "1.0"], ["4", "12 30", "1.0"], ["8", "10 9", "0.0"], ["11", "8 9", "1.0"], ["12", "10 1", "1.0"], ["20", "5 1", "1.0"], ["7", "13 6", "1.0"], ["18", "17 4", "1.0"], ["19", "4 26", "1.0"], ["12", "16 3", "1.0"], ["6", "16 4", "0.0"], ["2", "14 26", "1.0"], ["20", "4 13", "0.0"], ["11", "10 23", "0.0"], ["2", "11 30", "0.0"], ["3", "14 28", "1.0"], ["2", "18 26", "1.0"], ["6", "12 13", "0.0"], ["19", "12 9", "0.0"], ["10", "11 24", "0.0"], ["17", "19 4", "1.0"], ["17", "15 11", "0.0"], ["20", "11 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": {} }