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@paladini
Last active October 5, 2015 19:13
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{"values": [[1359788300000, 13.2], [1359788400000, 123], [1359788410000, 23.1]], "name": "teste"}
{"values": [[1438123834470, 2.4599999999999937], [1438123838470, 2], [1438123875470, 2.4200000000000017], [1438123879470, 2], [1438123883470, 2], [1438123919470, 2.469999999999999], [1438123922470, 2], [1438123926470, 2.469999999999999], [1438123930470, 2], [1438123944470, 2.489999999999995], [1438123948470, 2], [1438123982470, 2.4399999999999977], [1438123986470, 2], [1438123990470, 2.4399999999999977], [1438123994470, 2], [1438123998470, 2.4399999999999977], [1438124002470, 2], [1438124024470, 69], [1438124036470, 59.51], [1438124040470, 59], [1438124044470, 60.04], [1438124048470, 60], [1438124053470, 59], [1438124057470, 71.42], [1438124062470, 71], [1438124066470, 46], [1438183430470, 70.35], [1438183435470, 70], [1438183440470, 66.49000000000001], [1438183445470, 66], [1438183450470, 62.4], [1438183454470, 62], [1438183487470, 65], [1438183502470, 64], [1438183517470, 64.77000000000001], [1438183522470, 64], [1438183540470, 64.3], [1438183545470, 64], [1438183550470, 64.18], 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9.91], [1440371528171, 76.3], [1440371532171, 76], [1440371547171, 60], [1440374859044, 50], [1440416833212, 65], [1440525820046, 0], [1440525841163, 50], [1440525877973, 100], [1440525906223, 65], [1440529856044, 20], [1440530799252, 0], [1440531873984, 50], [1440535009276, 90], [1440535306306, 0], [1440604366938, 50], [1440638352580, 0], [1440638368580, 100], [1440638383194, 50], [1440638556474, 0], [1440638585285, 50], [1441214058065, 80.28], [1441214063065, 80], [1441214068065, 66], [1441222495065, 47.75], [1441222500065, 47], [1441222517065, 75.33], [1441222523065, 75], [1441222530065, 64], [1441222719065, 3.56], [1441222725065, 78.79], [1441222731065, 78], [1441223289065, 8.28], [1441223294065, 8], [1441223300065, 78.58], [1441223305065, 78], [1441223310065, 61], [1441223477065, 42.4], [1441223482065, 42], [1441223498065, 76], [1441223505065, 62], [1441225272065, 41], [1441225324065, 75], [1441225329065, 61], [1442318926725, 67.77], [1442318934725, 67], [1442514704759, 67.77], [1442514713759, 67], [1442700857152, 67.77], [1442700865152, 67], [1442701531152, 67.77], [1442701539152, 67], [1442775795847, 50], [1442775975257, 67.77], [1442775981257, 67], [1442776905239, 50], [1442780049803, 67], [1442780120803, 67.77], [1442780127803, 67], [1442780525177, 25], [1442780533877, 67], [1442780536577, 25], [1442780599589, 67], [1442780743627, 25], [1442780933509, 67.77], [1442780937009, 67], [1442781878337, 67.77], [1442781888337, 67], [1442782892051, 67], [1442782919769, 67.77], [1442782931051, 67], [1442783141646, 25], [1442783146315, 10], [1442783152770, 0], [1442783321211, 25], [1442783332110, 100], [1442783395949, 67.77], [1442783399949, 67], [1442783444067, 67.77], [1442783445949, 67], [1442786607492, 30.93], [1442786611492, 45.89], [1442786615492, 45], [1442786619492, 17], [1442786623492, 46.77], [1442786627492, 46], [1442786655492, 86.32], [1442786659492, 21.79], [1442786663492, 21], [1442786667492, 47], [1442787299492, 50], [1442787304492, 2.44], [1442787308492, 31.68], [1442787311492, 31], [1442787371492, 52.4], [1442787375492, 64.44], [1442787378492, 64], [1442787381492, 81], [1442787385492, 32.7], [1442787389492, 32], [1442787396492, 47.56], [1442787399492, 47], [1442787413492, 66.63], [1442787417492, 81.86], [1442787421492, 81], [1442787425492, 21.93], [1442787428492, 47.4], [1442787432492, 47], [1442787792492, 31.37], [1442787799492, 31], [1442790809518, 50], [1442793063768, 36.05], [1442793067768, 36], [1442860101910, 73], [1442860107910, 98.42], [1442860113410, 98], [1442860118910, 3], [1442860124910, 80], [1442860131410, 55], [1442860136910, 73], [1442866262254, 68.88], [1442866271254, 68], [1442869494754, 27.58], [1442869501254, 72.77], [1442869508254, 72], [1442869515754, 47.74], [1442869522754, 47], [1442869615754, 73.56], [1442869622754, 73], [1442869663254, 51.89], [1442869669754, 51], [1442869939254, 74.56], [1442869945754, 74], [1442869966754, 57.37], [1442869973254, 57], [1442869980254, 73.53], [1442869987254, 73], [1442870080254, 37.54], [1442870087254, 37], [1442870094754, 52.33], [1442870101254, 52], [1442870121754, 2.4], [1442870128254, 2], [1442870625254, 66.44], [1442870631754, 66], [1442870638254, 24], [1442870644754, 74.75], [1442870651254, 74], [1442871468254, 89.75], [1442871475254, 89], [1442883014728, 89.74], [1442883028228, 89], [1442948800228, 78], [1442948837728, 5.26], [1442948843728, 5], [1442948863728, 95.63], [1442948869228, 95], [1442949436228, 50]], "name": "DP_058424"}
{"values": [[1359788300000, 13.2], [1359788400000, 123], [1359788410000, 23.1]], "name": "teste_gzip"}
{"values": [[1440532091016, 153.55], [1440532096016, 152.98], [1440532101016, 153.58], [1440532107016, 153.76], [1440532113016, 154.04], [1440532119016, 153.79], [1440532125016, 152.41], [1440532130016, 152.52], [1440532135016, 152.43], [1440532141016, 151.76], [1440532147016, 153.4], [1440532152016, 153.28], [1440532157016, 152.77], [1440532163016, 151.53], [1440532169016, 151.5], [1440532174016, 152.22], [1440532180016, 152.87], [1440532186016, 151.5], [1440532192016, 149.2], [1440532197016, 149.93], [1440532203016, 149.33], [1440532208016, 151.32], [1440532214016, 150.6], [1440532219016, 151.66], [1440532225016, 152.34], [1440532231016, 151.46], [1440532236016, 149.92], [1440532242016, 150.01], [1440532247016, 147.59], [1440532253016, 147.81], [1440532258016, 148.96], [1440532264016, 150.44], [1440532269016, 150.45], [1440532275016, 152.14], [1440532281016, 152.25], [1440532287016, 150.48], [1440532292016, 150.35], [1440532297016, 151.14], [1440532302016, 152.63], [1440532308016, 153.34], [1440532313016, 153.36], [1440532319016, 152.18], [1440532325016, 151.02], [1440532331016, 149.94], [1440532337016, 151.46], [1440532342016, 152.52], [1440532348016, 154.92], [1440532354016, 155.6], [1440532360016, 155.62], [1440532366016, 155.76], [1440532371016, 163.25], [1440532377016, 167.33], [1440532382016, 160.1], [1440532388016, 155.67], [1440532394016, 140.1], [1440532400016, 139.69], [1440532405016, 135.49], [1440532411016, 131.95], [1440532416016, 130.16], [1440532422016, 128.82], [1440532427016, 128.31], [1440532432016, 127.68], [1440532437016, 127.15], [1440532442016, 125.88], [1440532447016, 125.8], [1440532452016, 125.97], [1440532457016, 125.65], [1440532463016, 125.97], [1440532468016, 125.75], [1440532474016, 125.95], [1440532480016, 124.17], [1440532486016, 123.66], [1440532492016, 123.38], [1440532498016, 123.55], [1440532504016, 121.63], [1440532509016, 123.08], [1440532515016, 123.61], [1440532521016, 123], [1440532526016, 121.94], [1440532532016, 121.83], [1440532537016, 121.38], [1440532543016, 121.6], [1440532548016, 121.66], [1440532554016, 122.66], [1440532559016, 121.65], [1440532565016, 121.67], [1440532571016, 121.96], [1440532576016, 121.98], [1440532582016, 121.52], [1440532587016, 122.67], [1440532592016, 123.11], [1440532597016, 123.1], [1440532603016, 123.3], [1440532608016, 123.78], [1440532613016, 124.1], [1440532619016, 124.27], [1440532625016, 123.33], [1440532631016, 123.69], [1440532637016, 123.9], [1440532642016, 122.86], [1440532648016, 121.84], [1440532654016, 122.73], [1440532660016, 123.32], [1440532665016, 123.6], [1440532671016, 124.55], [1440532676016, 124.61], [1440532681016, 124.04], [1440532687016, 123.76], [1440532693016, 123.43], [1440532699016, 123.87], [1440532705016, 123.83], [1440532710016, 124.02], [1440532715016, 123.62], [1440532720016, 123.31], [1440532726016, 123.7], [1440532731016, 124.02]], "name": "DP_063321"}
# Starting Spark Context and DataFrames
sc = SparkContext("local", appName="JSON to DataFrame")
sqlContext = SQLContext(sc)
dataframe = sqlContext.read.json("data.json")
dataframe.show()
[paladini@starstuff smartx-fontaine]$ spark-submit spark/examples/loading_dataframe_from_kairos.py
Using Spark's default log4j profile: org/apache/spark/log4j-defaults.properties
15/10/05 16:04:32 INFO SparkContext: Running Spark version 1.5.0
15/10/05 16:04:33 WARN NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable
15/10/05 16:04:33 INFO SecurityManager: Changing view acls to: paladini
15/10/05 16:04:33 INFO SecurityManager: Changing modify acls to: paladini
15/10/05 16:04:33 INFO SecurityManager: SecurityManager: authentication disabled; ui acls disabled; users with view permissions: Set(paladini); users with modify permissions: Set(paladini)
15/10/05 16:04:34 INFO Slf4jLogger: Slf4jLogger started
15/10/05 16:04:34 INFO Remoting: Starting remoting
15/10/05 16:04:34 INFO Remoting: Remoting started; listening on addresses :[akka.tcp://sparkDriver@192.168.1.111:35680]
15/10/05 16:04:34 INFO Utils: Successfully started service 'sparkDriver' on port 35680.
15/10/05 16:04:34 INFO SparkEnv: Registering MapOutputTracker
15/10/05 16:04:34 INFO SparkEnv: Registering BlockManagerMaster
15/10/05 16:04:34 INFO DiskBlockManager: Created local directory at /tmp/blockmgr-40087457-5737-4b1f-b821-77a4dd59e3a9
15/10/05 16:04:34 INFO MemoryStore: MemoryStore started with capacity 530.0 MB
15/10/05 16:04:34 INFO HttpFileServer: HTTP File server directory is /tmp/spark-fd210c43-0d33-4094-a669-1d477262040d/httpd-2fbdd9ed-7fb7-4bd3-843e-70d6cae3ea82
15/10/05 16:04:34 INFO HttpServer: Starting HTTP Server
15/10/05 16:04:34 INFO Utils: Successfully started service 'HTTP file server' on port 32822.
15/10/05 16:04:34 INFO SparkEnv: Registering OutputCommitCoordinator
15/10/05 16:04:34 INFO Utils: Successfully started service 'SparkUI' on port 4040.
15/10/05 16:04:34 INFO SparkUI: Started SparkUI at http://192.168.1.111:4040
15/10/05 16:04:34 INFO Utils: Copying /home/paladini/ufxc/lisha/smartx-fontaine/spark/examples/loading_dataframe_from_kairos.py to /tmp/spark-fd210c43-0d33-4094-a669-1d477262040d/userFiles-3a4ad2dc-6422-4ce4-8854-74e62817613b/loading_dataframe_from_kairos.py
15/10/05 16:04:34 INFO SparkContext: Added file file:/home/paladini/ufxc/lisha/smartx-fontaine/spark/examples/loading_dataframe_from_kairos.py at file:/home/paladini/ufxc/lisha/smartx-fontaine/spark/examples/loading_dataframe_from_kairos.py with timestamp 1444071874860
15/10/05 16:04:35 WARN MetricsSystem: Using default name DAGScheduler for source because spark.app.id is not set.
15/10/05 16:04:35 INFO Executor: Starting executor ID driver on host localhost
15/10/05 16:04:35 INFO Utils: Successfully started service 'org.apache.spark.network.netty.NettyBlockTransferService' on port 46437.
15/10/05 16:04:35 INFO NettyBlockTransferService: Server created on 46437
15/10/05 16:04:35 INFO BlockManagerMaster: Trying to register BlockManager
15/10/05 16:04:35 INFO BlockManagerMasterEndpoint: Registering block manager localhost:46437 with 530.0 MB RAM, BlockManagerId(driver, localhost, 46437)
15/10/05 16:04:35 INFO BlockManagerMaster: Registered BlockManager
15/10/05 16:04:36 INFO JSONRelation: Listing file:/home/paladini/ufxc/lisha/smartx-fontaine/data.json on driver
15/10/05 16:04:36 INFO MemoryStore: ensureFreeSpace(213992) called with curMem=0, maxMem=555755765
15/10/05 16:04:36 INFO MemoryStore: Block broadcast_0 stored as values in memory (estimated size 209.0 KB, free 529.8 MB)
15/10/05 16:04:36 INFO MemoryStore: ensureFreeSpace(19910) called with curMem=213992, maxMem=555755765
15/10/05 16:04:36 INFO MemoryStore: Block broadcast_0_piece0 stored as bytes in memory (estimated size 19.4 KB, free 529.8 MB)
15/10/05 16:04:36 INFO BlockManagerInfo: Added broadcast_0_piece0 in memory on localhost:46437 (size: 19.4 KB, free: 530.0 MB)
15/10/05 16:04:36 INFO SparkContext: Created broadcast 0 from json at NativeMethodAccessorImpl.java:-2
15/10/05 16:04:36 INFO FileInputFormat: Total input paths to process : 1
15/10/05 16:04:36 INFO SparkContext: Starting job: json at NativeMethodAccessorImpl.java:-2
15/10/05 16:04:36 INFO DAGScheduler: Got job 0 (json at NativeMethodAccessorImpl.java:-2) with 1 output partitions
15/10/05 16:04:36 INFO DAGScheduler: Final stage: ResultStage 0(json at NativeMethodAccessorImpl.java:-2)
15/10/05 16:04:36 INFO DAGScheduler: Parents of final stage: List()
15/10/05 16:04:36 INFO DAGScheduler: Missing parents: List()
15/10/05 16:04:36 INFO DAGScheduler: Submitting ResultStage 0 (MapPartitionsRDD[3] at json at NativeMethodAccessorImpl.java:-2), which has no missing parents
15/10/05 16:04:36 INFO MemoryStore: ensureFreeSpace(4368) called with curMem=233902, maxMem=555755765
15/10/05 16:04:36 INFO MemoryStore: Block broadcast_1 stored as values in memory (estimated size 4.3 KB, free 529.8 MB)
15/10/05 16:04:36 INFO MemoryStore: ensureFreeSpace(2460) called with curMem=238270, maxMem=555755765
15/10/05 16:04:36 INFO MemoryStore: Block broadcast_1_piece0 stored as bytes in memory (estimated size 2.4 KB, free 529.8 MB)
15/10/05 16:04:36 INFO BlockManagerInfo: Added broadcast_1_piece0 in memory on localhost:46437 (size: 2.4 KB, free: 530.0 MB)
15/10/05 16:04:36 INFO SparkContext: Created broadcast 1 from broadcast at DAGScheduler.scala:861
15/10/05 16:04:36 INFO DAGScheduler: Submitting 1 missing tasks from ResultStage 0 (MapPartitionsRDD[3] at json at NativeMethodAccessorImpl.java:-2)
15/10/05 16:04:36 INFO TaskSchedulerImpl: Adding task set 0.0 with 1 tasks
15/10/05 16:04:36 INFO TaskSetManager: Starting task 0.0 in stage 0.0 (TID 0, localhost, PROCESS_LOCAL, 2269 bytes)
15/10/05 16:04:36 INFO Executor: Running task 0.0 in stage 0.0 (TID 0)
15/10/05 16:04:37 INFO Executor: Fetching file:/home/paladini/ufxc/lisha/smartx-fontaine/spark/examples/loading_dataframe_from_kairos.py with timestamp 1444071874860
15/10/05 16:04:37 INFO Utils: /home/paladini/ufxc/lisha/smartx-fontaine/spark/examples/loading_dataframe_from_kairos.py has been previously copied to /tmp/spark-fd210c43-0d33-4094-a669-1d477262040d/userFiles-3a4ad2dc-6422-4ce4-8854-74e62817613b/loading_dataframe_from_kairos.py
15/10/05 16:04:37 INFO HadoopRDD: Input split: file:/home/paladini/ufxc/lisha/smartx-fontaine/data.json:0+12565
15/10/05 16:04:37 INFO deprecation: mapred.tip.id is deprecated. Instead, use mapreduce.task.id
15/10/05 16:04:37 INFO deprecation: mapred.task.id is deprecated. Instead, use mapreduce.task.attempt.id
15/10/05 16:04:37 INFO deprecation: mapred.task.is.map is deprecated. Instead, use mapreduce.task.ismap
15/10/05 16:04:37 INFO deprecation: mapred.task.partition is deprecated. Instead, use mapreduce.task.partition
15/10/05 16:04:37 INFO deprecation: mapred.job.id is deprecated. Instead, use mapreduce.job.id
15/10/05 16:04:38 INFO Executor: Finished task 0.0 in stage 0.0 (TID 0). 3706 bytes result sent to driver
15/10/05 16:04:38 INFO TaskSetManager: Finished task 0.0 in stage 0.0 (TID 0) in 1076 ms on localhost (1/1)
15/10/05 16:04:38 INFO TaskSchedulerImpl: Removed TaskSet 0.0, whose tasks have all completed, from pool
15/10/05 16:04:38 INFO DAGScheduler: ResultStage 0 (json at NativeMethodAccessorImpl.java:-2) finished in 1.099 s
15/10/05 16:04:38 INFO DAGScheduler: Job 0 finished: json at NativeMethodAccessorImpl.java:-2, took 1.177533 s
15/10/05 16:04:38 INFO MemoryStore: ensureFreeSpace(63280) called with curMem=240730, maxMem=555755765
15/10/05 16:04:38 INFO MemoryStore: Block broadcast_2 stored as values in memory (estimated size 61.8 KB, free 529.7 MB)
15/10/05 16:04:38 INFO MemoryStore: ensureFreeSpace(19788) called with curMem=304010, maxMem=555755765
15/10/05 16:04:38 INFO MemoryStore: Block broadcast_2_piece0 stored as bytes in memory (estimated size 19.3 KB, free 529.7 MB)
15/10/05 16:04:38 INFO BlockManagerInfo: Added broadcast_2_piece0 in memory on localhost:46437 (size: 19.3 KB, free: 530.0 MB)
15/10/05 16:04:38 INFO SparkContext: Created broadcast 2 from showString at NativeMethodAccessorImpl.java:-2
15/10/05 16:04:38 INFO MemoryStore: ensureFreeSpace(213992) called with curMem=323798, maxMem=555755765
15/10/05 16:04:38 INFO MemoryStore: Block broadcast_3 stored as values in memory (estimated size 209.0 KB, free 529.5 MB)
15/10/05 16:04:38 INFO MemoryStore: ensureFreeSpace(19910) called with curMem=537790, maxMem=555755765
15/10/05 16:04:38 INFO MemoryStore: Block broadcast_3_piece0 stored as bytes in memory (estimated size 19.4 KB, free 529.5 MB)
15/10/05 16:04:38 INFO BlockManagerInfo: Added broadcast_3_piece0 in memory on localhost:46437 (size: 19.4 KB, free: 530.0 MB)
15/10/05 16:04:38 INFO SparkContext: Created broadcast 3 from showString at NativeMethodAccessorImpl.java:-2
15/10/05 16:04:38 INFO FileInputFormat: Total input paths to process : 1
15/10/05 16:04:38 INFO SparkContext: Starting job: showString at NativeMethodAccessorImpl.java:-2
15/10/05 16:04:38 INFO DAGScheduler: Got job 1 (showString at NativeMethodAccessorImpl.java:-2) with 1 output partitions
15/10/05 16:04:38 INFO DAGScheduler: Final stage: ResultStage 1(showString at NativeMethodAccessorImpl.java:-2)
15/10/05 16:04:38 INFO DAGScheduler: Parents of final stage: List()
15/10/05 16:04:38 INFO DAGScheduler: Missing parents: List()
15/10/05 16:04:38 INFO DAGScheduler: Submitting ResultStage 1 (MapPartitionsRDD[7] at showString at NativeMethodAccessorImpl.java:-2), which has no missing parents
15/10/05 16:04:38 INFO MemoryStore: ensureFreeSpace(4800) called with curMem=557700, maxMem=555755765
15/10/05 16:04:38 INFO MemoryStore: Block broadcast_4 stored as values in memory (estimated size 4.7 KB, free 529.5 MB)
15/10/05 16:04:38 INFO MemoryStore: ensureFreeSpace(2715) called with curMem=562500, maxMem=555755765
15/10/05 16:04:38 INFO MemoryStore: Block broadcast_4_piece0 stored as bytes in memory (estimated size 2.7 KB, free 529.5 MB)
15/10/05 16:04:38 INFO BlockManagerInfo: Added broadcast_4_piece0 in memory on localhost:46437 (size: 2.7 KB, free: 529.9 MB)
15/10/05 16:04:38 INFO SparkContext: Created broadcast 4 from broadcast at DAGScheduler.scala:861
15/10/05 16:04:38 INFO DAGScheduler: Submitting 1 missing tasks from ResultStage 1 (MapPartitionsRDD[7] at showString at NativeMethodAccessorImpl.java:-2)
15/10/05 16:04:38 INFO TaskSchedulerImpl: Adding task set 1.0 with 1 tasks
15/10/05 16:04:38 INFO TaskSetManager: Starting task 0.0 in stage 1.0 (TID 1, localhost, PROCESS_LOCAL, 2269 bytes)
15/10/05 16:04:38 INFO Executor: Running task 0.0 in stage 1.0 (TID 1)
15/10/05 16:04:38 INFO HadoopRDD: Input split: file:/home/paladini/ufxc/lisha/smartx-fontaine/data.json:0+12565
15/10/05 16:04:38 INFO Executor: Finished task 0.0 in stage 1.0 (TID 1). 26671 bytes result sent to driver
15/10/05 16:04:38 INFO DAGScheduler: ResultStage 1 (showString at NativeMethodAccessorImpl.java:-2) finished in 0.116 s
15/10/05 16:04:38 INFO TaskSetManager: Finished task 0.0 in stage 1.0 (TID 1) in 122 ms on localhost (1/1)
15/10/05 16:04:38 INFO TaskSchedulerImpl: Removed TaskSet 1.0, whose tasks have all completed, from pool
15/10/05 16:04:38 INFO DAGScheduler: Job 1 finished: showString at NativeMethodAccessorImpl.java:-2, took 0.145138 s
+----------+--------------------+
| name| values|
+----------+--------------------+
| teste|[WrappedArray(1.3...|
| DP_058424|[WrappedArray(1.4...|
|teste_gzip|[WrappedArray(1.3...|
| DP_063321|[WrappedArray(1.4...|
+----------+--------------------+
15/10/05 16:04:38 INFO SparkContext: Invoking stop() from shutdown hook
15/10/05 16:04:38 INFO SparkUI: Stopped Spark web UI at http://192.168.1.111:4040
15/10/05 16:04:38 INFO DAGScheduler: Stopping DAGScheduler
15/10/05 16:04:38 INFO MapOutputTrackerMasterEndpoint: MapOutputTrackerMasterEndpoint stopped!
15/10/05 16:04:38 INFO MemoryStore: MemoryStore cleared
15/10/05 16:04:38 INFO BlockManager: BlockManager stopped
15/10/05 16:04:38 INFO BlockManagerMaster: BlockManagerMaster stopped
15/10/05 16:04:38 INFO OutputCommitCoordinator$OutputCommitCoordinatorEndpoint: OutputCommitCoordinator stopped!
15/10/05 16:04:38 INFO SparkContext: Successfully stopped SparkContext
15/10/05 16:04:38 INFO ShutdownHookManager: Shutdown hook called
15/10/05 16:04:38 INFO ShutdownHookManager: Deleting directory /tmp/spark-fd210c43-0d33-4094-a669-1d477262040d
[paladini@starstuff smartx-fontaine]$
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