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August 7, 2017 04:32
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| {"metadata":{"id":"6d347ea4-6ddf-4aeb-ba3c-f93e70a28fdf","name":"GraphTesting","user_save_timestamp":"1970-01-01T12:00:00.000Z","auto_save_timestamp":"1970-01-01T12:00:00.000Z","language_info":{"name":"scala","file_extension":"scala","codemirror_mode":"text/x-scala"},"trusted":true,"sparkNotebook":null,"customLocalRepo":null,"customRepos":null,"customDeps":null,"customImports":null,"customArgs":null,"customSparkConf":{"spark.jars":"/home/jmackenzie/src/Wynyard/ACTA/target/scala-2.11/actaproject.jar"},"customVars":null},"cells":[{"metadata":{"trusted":true,"input_collapsed":false,"collapsed":false,"id":"4FA13FEF74B2450D8B55FB5E4F4E1CE4"},"cell_type":"code","source":["val spark = sparkSession\n","import spark.implicits._\n","import org.apache.spark.sql.functions._\n","import org.apache.spark.sql.types._\n","// import com.telstra.acta.modules.ContextAnalyticsPatternAnalysis\n","// import com.telstra.research.configuration.ActaConfig\n","// import com.telstra.research.core.patternAnalysis.PatternAnalysisNouveau\n","// import com.telstra.research.core.patternAnalysis.PatternAnalysisNouveauActaConfig\n","// import com.telstra.research.core.patternAnalysis.PatternAnalysisNouveauDebugLocal\n"],"outputs":[{"name":"stdout","output_type":"stream","text":"spark: org.apache.spark.sql.SparkSession = org.apache.spark.sql.SparkSession@e028523\nimport spark.implicits._\nimport org.apache.spark.sql.functions._\nimport org.apache.spark.sql.types._\n"},{"metadata":{},"data":{"text/html":""},"output_type":"execute_result","execution_count":2,"time":"Took: 1.987s, at 2017-07-31 16:05"}]},{"metadata":{"trusted":true,"input_collapsed":false,"collapsed":false,"id":"C6E4304F9E914D1A8CC4C00D12CA1C4C"},"cell_type":"code","source":["// File locations, defines etc.\n","val ruleFileLocation = \"/tmp/pmThresholdsExperiment/pa-rules.parquet\"\n","val prefix = \"/tmp/pmThresholdsExperiment\"\n","\n","// Literals\n","val RULEIDCOL = \"ruleid\"\n","val ANTECEDENTCOL = \"antecedent\"\n","val CONSEQUENTCOL = \"consequent\"\n","val SUPPORTCOL = \"support\"\n","val CONFIDENCECOL = \"confidence\"\n","val LIFTCOL = \"lift\"\n","val EVENTTRAINCOUNTCOL = \"traineventscount\"\n","val ITEMSETFREQCOL = \"itemsetfreq\"\n","val ANTECEDENTFREQCOL = \"antecedentfreq\"\n","val CONSEQUENTTFREQCOL = \"consequentfreq\"\n","\n"],"outputs":[{"name":"stdout","output_type":"stream","text":"ruleFileLocation: String = /tmp/pmThresholdsExperiment/pa-rules.parquet\nprefix: String = /tmp/pmThresholdsExperiment\nRULEIDCOL: String = ruleid\nANTECEDENTCOL: String = antecedent\nCONSEQUENTCOL: String = consequent\nSUPPORTCOL: String = support\nCONFIDENCECOL: String = confidence\nLIFTCOL: String = lift\nEVENTTRAINCOUNTCOL: String = traineventscount\nITEMSETFREQCOL: String = itemsetfreq\nANTECEDENTFREQCOL: String = antecedentfreq\nCONSEQUENTTFREQCOL: String = consequentfreq\n"},{"metadata":{},"data":{"text/html":""},"output_type":"execute_result","execution_count":4,"time":"Took: 1.158s, at 2017-07-31 16:05"}]},{"metadata":{"trusted":true,"input_collapsed":false,"collapsed":false,"presentation":{"cell_width":12},"id":"6AE3447FAF2E48A89EFA9B1DAE022497"},"cell_type":"code","source":["val rulesRaw = spark.read.parquet(ruleFileLocation)\n","val numTrainEvents = rulesRaw.select(col(EVENTTRAINCOUNTCOL)).distinct.first.getLong(0)\n","val rulesWithSupportConfidenceLift = rulesRaw.select(\n","// col(RULEIDCOL),\n"," col(ANTECEDENTCOL),\n"," col(CONSEQUENTCOL),\n"," (col(ITEMSETFREQCOL).cast(DoubleType) / col(EVENTTRAINCOUNTCOL)).as(SUPPORTCOL),\n"," (col(ITEMSETFREQCOL).cast(DoubleType) / col(ANTECEDENTFREQCOL)).as(CONFIDENCECOL),\n"," ((col(ITEMSETFREQCOL) * col(EVENTTRAINCOUNTCOL)).cast(DoubleType) /\n"," (col(ANTECEDENTFREQCOL) * col(CONSEQUENTTFREQCOL))).as(LIFTCOL)\n"," )\n","rulesWithSupportConfidenceLift.show"],"outputs":[{"name":"stdout","output_type":"stream","text":"+--------------------+--------------------+--------------------+--------------------+------------------+\n| antecedent| consequent| support| confidence| | |
| lift|\n+--------------------+--------------------+--------------------+--------------------+------------------+\n|[alphaOnly(csuser...| [saction-TCP_HIT]|0.008964194633924826| 0.15085057224770934|1.2547257730492265|\n| [saction-TCP_HIT]|[alphaOnly(csuser...|0.008964194633924826| 0.07456124212340101|1.2547257730492265|\n|[alphaOnly(csuser...|[saction-TCP_HIT,...|0.005103239304966098| 0.08587794006142441| 1.517234954586006|\n| [saction-TCP_HIT]|[alphaOnly(csuser...|0.005103239304966098| 0.04244707717425325|1.4499913362024506|\n| [scstatus-200]|[alphaOnly(csuser...|0.005103239304966098|0.012756879752231354|1.4230926785049025|\n|[alphaOnly(csuser...| [scstatus-200]|0.005103239304966098| 0.569291443723565|1.4230926785049025|\n|[alphaOnly(csuser...| [saction-TCP_HIT]|0.005103239304966098| 0.17432655606395908|1.4499913362024506|\n|[saction-TCP_HIT,...|[alphaOnly(csuser...|0.005103239304966098| 0.09016067513465849| 1.517234954586006|\n|[alphaOnly(csuser...|[csuriport-80, sa...|0.005101120697125111| 0.0858422878675316|1.5172387578774433|\n| [csuriport-80]|[alphaOnly(csuser...|0.005101120697125111|0.008834300236296607|1.7311162005865006|\n| [saction-TCP_HIT]|[alphaOnly(csuser...|0.005101120697125111|0.042429455286437635|1.9893948908615917|\n| [scstatus-200]|[alphaOnly(csuser...|0.005101120697125111|0.012751583738492922| 1.423099774430966|\n|[alphaOnly(csuser...|[saction-TCP_HIT,...|0.005101120697125111| 0.1412461808103902| 2.495444610967822|\n|[alphaOnly(csuser...|[csuriport-80, sc...|0.005101120697125111| 0.569055102598957|2.2767638935631314|\n|[alphaOnly(csuser...|[csuriport-80, sa...|0.005101120697125111| 0.1742541844610421|1.4497877587927779|\n|[csuriport-80, sa...|[alphaOnly(csuser...|0.005101120697125111|0.042441117644838454|1.4497877587927779|\n|[csuriport-80, sc...|[alphaOnly(csuser...|0.005101120697125111|0.020409354677392414|2.2767638935631314|\n|[saction-TCP_HIT,...|[alphaOnly(csuser...|0.005101120697125111| 0.09012324496494195| 2.495444610967822|\n|[alphaOnly(csuser...| [scstatus-200]|0.005101120697125111| 0.5692942823651056| 1.423099774430966|\n|[alphaOnly(csuser...| [saction-TCP_HIT]|0.005101120697125111| 0.2391768497620289|1.9893948908615917|\n+--------------------+--------------------+--------------------+--------------------+------------------+\nonly showing top 20 rows\n\nrulesRaw: org.apache.spark.sql.DataFrame = [ruleid: string, timestamp: bigint ... 8 more fields]\nnumTrainEvents: Long = 1318318542\nrulesWithSupportConfidenceLift: org.apache.spark.sql.DataFrame = [antecedent: array<string>, consequent: array<string> ... 3 more fields]\n"},{"metadata":{},"data":{"text/html":""},"output_type":"execute_result","execution_count":103,"time":"Took: 1.956s, at 2017-08-01 10:36"}]},{"metadata":{"trusted":true,"input_collapsed":false,"collapsed":false,"id":"3A8087D51E2342538593313F9489E52C"},"cell_type":"code","source":["rulesWithSupportConfidenceLift.describe(SUPPORTCOL).show\n","val numEventsInSmallestSupport = 0.001000833985084 * numTrainEvents"],"outputs":[{"name":"stdout","output_type":"stream","text":"+-------+--------------------+\n|summary| support|\n+-------+--------------------+\n| count| 317828|\n| mean|0.008674920626954642|\n| stddev| 0.02038286351253273|\n| min|0.001000833985084...|\n| max| 0.5091544309023305|\n+-------+--------------------+\n\nnumEventsInSmallestSupport: Double = 1319417.9999999888\n"},{"metadata":{},"data":{"text/html":""},"output_type":"execute_result","execution_count":104,"time":"Took: 0.984s, at 2017-08-01 10:37"}]},{"metadata":{"trusted":true,"input_collapsed":false,"collapsed":false,"id":"75B06C8740884DA199EFC4D01D38140E"},"cell_type":"code","source":["val supBuckets = (0.0 to 0.02 by 0.001).toArray.map( x => x.*(10000).intValue.toDouble./(10000))"],"outputs":[{"name":"stdout","output_type":"stream","text":"supBuckets: Array[Double] = Array(0.0, 0.001, 0.002, 0.003, 0.004, 0.005, 0.006, 0.007, 0.008, 0.009, 0.01, 0.011, 0.012, 0.013, 0.014, 0.015, 0.016, 0.017, 0.018, 0.019, 0.02)\n"},{"metadata":{}," | |
| data":{"text/html":""},"output_type":"execute_result","execution_count":95,"time":"Took: 0.919s, at 2017-08-01 09:42"}]},{"metadata":{"trusted":true,"input_collapsed":false,"collapsed":false,"id":"57193772C6CA47A491EC8EFD66407212"},"cell_type":"code","source":["val supCount = rulesWithSupportConfidenceLift.\n"," select(col(SUPPORTCOL)).\n"," map(_.getDouble(0)).\n"," rdd.histogram(buckets = supBuckets, evenBuckets=true)"],"outputs":[{"name":"stdout","output_type":"stream","text":"supCount: Array[Long] = Array(0, 123708, 46706, 30424, 13778, 11342, 9356, 6386, 11756, 6072, 2736, 4370, 5238, 3154, 3176, 2658, 1164, 1606, 1284, 1650)\n"},{"metadata":{},"data":{"text/html":""},"output_type":"execute_result","execution_count":96,"time":"Took: 1.210s, at 2017-08-01 09:43"}]},{"metadata":{"trusted":true,"input_collapsed":false,"collapsed":false,"id":"E96067E9D3A14A1FB64C98AF8E7BD83A"},"cell_type":"code","source":["println(s\"Num buckets is ${supBuckets.size}, num counts is ${supCount.size}\")"],"outputs":[{"name":"stdout","output_type":"stream","text":"Num buckets is 21, num counts is 20\n"},{"metadata":{},"data":{"text/html":""},"output_type":"execute_result","execution_count":97,"time":"Took: 1.812s, at 2017-08-01 09:43"}]},{"metadata":{"trusted":true,"input_collapsed":false,"collapsed":false,"id":"AAE7E0DE6EAE42AF90175294A1AE8F11"},"cell_type":"code","source":["val supLabels = supBuckets.init.zipWithIndex.\n","map{case(x,i) => s\"${x}-${supBuckets(i+1)}\"}\n","val supHist = supLabels.zip(supCount).toSeq.toDF(\"value\", \"data\")"],"outputs":[{"name":"stdout","output_type":"stream","text":"supLabels: Array[String] = Array(0.0-0.001, 0.001-0.002, 0.002-0.003, 0.003-0.004, 0.004-0.005, 0.005-0.006, 0.006-0.007, 0.007-0.008, 0.008-0.009, 0.009-0.01, 0.01-0.011, 0.011-0.012, 0.012-0.013, 0.013-0.014, 0.014-0.015, 0.015-0.016, 0.016-0.017, 0.017-0.018, 0.018-0.019, 0.019-0.02)\nsupHist: org.apache.spark.sql.DataFrame = [value: string, data: bigint]\n"},{"metadata":{},"data":{"text/html":""},"output_type":"execute_result","execution_count":98,"time":"Took: 1.124s, at 2017-08-01 09:43"}]},{"metadata":{"trusted":true,"input_collapsed":false,"collapsed":false,"id":"A553141086E14FD78BF6FD447C6C1B32"},"cell_type":"code","source":["val bar = CustomPlotlyChart(supHist, \n"," dataOptions=\"{type: 'bar'}\",\n"," dataSources=\"{x: 'value', y: 'data'}\")\n","bar"],"outputs":[{"name":"stdout","output_type":"stream","text":"bar: notebook.front.widgets.charts.CustomPlotlyChart[org.apache.spark.sql.DataFrame] = <CustomPlotlyChart widget>\nres149: notebook.front.widgets.charts.CustomPlotlyChart[org.apache.spark.sql.DataFrame] = <CustomPlotlyChart widget>\n"},{"metadata":{},"data":{"text/html":"<div>\n <script data-this=\"{"dataId":"anon24a7df637fb7e90bd764e263bb175439","dataInit":[{"value":"0.0-0.001","data":0},{"value":"0.001-0.002","data":123708},{"value":"0.002-0.003","data":46706},{"value":"0.003-0.004","data":30424},{"value":"0.004-0.005","data":13778},{"value":"0.005-0.006","data":11342},{"value":"0.006-0.007","data":9356},{"value":"0.007-0.008","data":6386},{"value":"0.008-0.009","data":11756},{"value":"0.009-0.01","data":6072},{"value":"0.01-0.011","data":2736},{"value":"0.011-0.012","data":4370},{"value":"0.012-0.013","data":5238},{"value":"0.013-0.014","data":3154},{"value":"0.014-0.015","data":3176},{"value":"0.015-0.016","data":2658},{"value":"0.016-0.017","data":1164},{"value":"0.017-0.018","data":1606},{" | |
| value":"0.018-0.019","data":1284},{"value":"0.019-0.02","data":1650}],"genId":"1503389308"}\" type=\"text/x-scoped-javascript\">/*<![CDATA[*/req(['../javascripts/notebook/playground','../javascripts/notebook/magic/customPlotlyChart'], \n function(playground, _magiccustomPlotlyChart) {\n // data ==> data-this (in observable.js's scopedEval) ==> this in JS => { dataId, dataInit, ... }\n // this ==> scope (in observable.js's scopedEval) ==> this.parentElement ==> div.container below (toHtml)\n\n playground.call(data,\n this\n ,\n {\n \"f\": _magiccustomPlotlyChart,\n \"o\": {\"js\":\"var layout = {}; var dataSources={x: 'value', y: 'data'}; var dataOptions = {type: 'bar'}; var extraOptions = {}\",\"headers\":[\"value\",\"data\"],\"height\":400}\n }\n \n \n \n );\n }\n );/*]]>*/</script>\n <div>\n <span class=\"chart-total-item-count\"><p data-bind=\"text: value\"><script data-this=\"{"valueId":"anonf2924a98f2581b2ca96f01171ad1dd02","initialValue":"20"}\" type=\"text/x-scoped-javascript\">/*<![CDATA[*/\nreq(\n['observable', 'knockout'],\nfunction (O, ko) {\n ko.applyBindings({\n value: O.makeObservable(valueId, initialValue)\n },\n this\n );\n});\n /*]]>*/</script></p> entries total</span>\n <span class=\"chart-sampling-warning\"><p data-bind=\"text: value\"><script data-this=\"{"valueId":"anon87e4a7484c05ff12983587de847ab041","initialValue":""}\" type=\"text/x-scoped-javascript\">/*<![CDATA[*/\nreq(\n['observable', 'knockout'],\nfunction (O, ko) {\n ko.applyBindings({\n value: O.makeObservable(valueId, initialValue)\n },\n this\n );\n});\n /*]]>*/</script></p></span>\n <div>\n </div>\n </div></div>"},"output_type":"execute_result","execution_count":99,"time":"Took: 1.419s, at 2017-08-01 09:43"}]},{"metadata":{"trusted":true,"input_collapsed":false,"collapsed":false,"id":"7D27CAF0EE6F43B59D5869D728946080"},"cell_type":"code","source":["val (supLableTwo, supCountTwo) = rulesWithSupportConfidenceLift.\n"," select(col(SUPPORTCOL)).\n"," map(_.getDouble(0)).\n"," rdd.histogram(600)\n","val supHistTwo = supLableTwo.sliding(2).map(x => s\"${x(0)}-${x(1)}\").toSeq.zip(supCountTwo).toDF(\"value\", \"data\")\n","val bar = CustomPlotlyChart(supHistTwo, \n"," dataOptions=\"{type: 'bar'}\",\n"," dataSources=\"{x: 'value', y: 'data'}\")\n","bar"],"outputs":[{"name":"stdout","output_type":"stream","text":"supLableTwo: Array[Double] = Array(0.0010008339850840085, 0.0018477566466127528, 0.002694679308141497, 0.003541601969670241, 0.004388524631198985, 0.005235447292727729, 0.006082369954256474, 0.006929292615785218, 0.007776215277313962, 0.008623137938842706, 0.00947006060037145, 0.010316983261900194, 0.01116390592342894, 0.012010828584957682, 0.012857751246486427, 0.01370467390801517, 0.014551596569543915, 0.015398519231072659, 0.016245441892601402, 0.017092364554130147, 0.017939287215658888, 0.018786209877187633, 0.019633132538716378, 0.02048005520024512, 0.021326977861773868, 0.022173900523302613, 0.023020823184831354, 0.0238677458463601, 0.024714668507888844, 0.02556159116941759, 0.02640851383094633, 0.027255436492475076, 0.02810235915400382, 0.028949281815532562, 0.029796204477061307,..."},{"metadata":{},"data":{"text/html":"<div>\n <script data-this=\"{"dataId":"anon04f3bbe88732462348ddcec7417d1466","dataInit":[{"value":"0.0010008339850840085-0.0018477566466127528","data":114532},{"value":"0.0018477566466127528-0.002694679308141497","data":44618},{"value":"0.002694679308141497-0.003541601969670241","data":29902},{"value":"0.003541601969670241-0. | |
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| 500685204287043-0.5015321269485719","data":0},{"value":"0.5015321269485719-0.5023790496101005","data":0},{"value":"0.5023790496101005-0.5032259722716294","data":0},{"value":"0.5032259722716294-0.504072894933158","data":0},{"value":"0.504072894933158-0.5049198175946867","data":0},{"value":"0.5049198175946867-0.5057667402562155","data":0},{"value":"0.5057667402562155-0.5066136629177442","data":0},{"value":"0.5066136629177442-0.507460585579273","data":0},{"value":"0.507460585579273-0.5083075082408017","data":0},{"value":"0.5083075082408017-0.5091544309023305","data":2}],"genId":"159471988"}\" type=\"text/x-scoped-javascript\">/*<![CDATA[*/req(['../javascripts/notebook/playground','../javascripts/notebook/magic/customPlotlyChart'], \n function(playground, _magiccustomPlotlyChart) {\n // data ==> data-this (in observable.js's scopedEval) ==> this in JS => { dataId, dataInit, ... }\n // this ==> scope (in observable.js's scopedEval) ==> this.parentElement ==> div.container below (toHtml)\n\n playground.call(data,\n this\n ,\n {\n \"f\": _magiccustomPlotlyChart,\n \"o\": {\"js\":\"var layout = {}; var dataSources={x: 'value', y: 'data'}; var dataOptions = {type: 'bar'}; var extraOptions = {}\",\"headers\":[\"value\",\"data\"],\"height\":400}\n }\n \n \n \n );\n }\n );/*]]>*/</script>\n <div>\n <span class=\"chart-total-item-count\"><p data-bind=\"text: value\"><script data-this=\"{"valueId":"anon516e33d2e09106bb1108da5973ca09a1","initialValue":"600"}\" type=\"text/x-scoped-javascript\">/*<![CDATA[*/\nreq(\n['observable', 'knockout'],\nfunction (O, ko) {\n ko.applyBindings({\n value: O.makeObservable(valueId, initialValue)\n },\n this\n );\n});\n /*]]>*/</script></p> entries total</span>\n <span class=\"chart-sampling-warning\"><p data-bind=\"text: value\"><script data-this=\"{"valueId":"anon61a8999f644f81b00717d51813ba0fe7","initialValue":""}\" type=\"text/x-scoped-javascript\">/*<![CDATA[*/\nreq(\n['observable', 'knockout'],\nfunction (O, ko) {\n ko.applyBindings({\n value: O.makeObservable(valueId, initialValue)\n },\n this\n );\n});\n /*]]>*/</script></p></span>\n <div>\n </div>\n </div></div>"},"output_type":"execute_result","execution_count":59,"time":"Took: 1.412s, at 2017-07-31 16:41"}]},{"metadata":{"trusted":true,"input_collapsed":false,"collapsed":false,"presentation":{"tabs_state":"{\n \"tab_id\": \"#tab1008684618-0\"\n}","pivot_chart_state":"{\n \"hiddenAttributes\": [],\n \"menuLimit\": 200,\n \"cols\": [],\n \"rows\": [],\n \"vals\": [],\n \"exclusions\": {},\n \"inclusions\": {},\n \"unusedAttrsVertical\": 85,\n \"autoSortUnusedAttrs\": false,\n \"inclusionsInfo\": {},\n \"aggregatorName\": \"Count\",\n \"rendererName\": \"Table\"\n}"},"id":"5DEF72ADFCEF433CA96BFD717A2B3B1B"},"cell_type":"code","source":["val (confLabel, confCount) = rulesWithSupportConfidenceLift.\n"," select(col(CONFIDENCECOL)).\n"," map(_.getDouble(0)).\n"," rdd.histogram(100)\n","val confHist = confLabel.sliding(2).map(x => s\"${x(0)}-${x(1)}\").toSeq.zip(confCount).toDF(\"value\", \"data\")\n","val confBar = CustomPlotlyChart(confHist, \n"," dataOptions=\"{type: 'bar'}\",\n"," dataSources=\"{x: 'value', y: 'data'}\")\n","confBar"],"outputs":[{"name":"stdout","output_type":"stream","text":"confLabel: Array[Double] = Array(0.0015322596852454645, 0.01151693708839301, 0.021501614491540557, 0.0314862918946881, 0.04147096929783565, 0.05145564670098319, 0. | |
| 061440324104130736, 0.07142500150727828, 0.08140967891042583, 0.09139435631357337, 0.10137903371672091, 0.11136371111986847, 0.12134838852301601, 0.13133306592616353, 0.14131774332931107, 0.15130242073245861, 0.16128709813560618, 0.1712717755387537, 0.18125645294190126, 0.1912411303450488, 0.20122580774819634, 0.2112104851513439, 0.22119516255449145, 0.23117983995763897, 0.24116451736078653, 0.2511491947639341, 0.2611338721670816, 0.2711185495702292, 0.2811032269733767, 0.29108790437652426, 0.3010725817796718, 0.31105725918281935, 0.3210419365859669, 0.3310266139891144, 0.34101129139226194, 0.35099596879540956, 0.3609806461985..."},{"metadata":{},"data":{"text/html":"<div>\n <script data-this=\"{"dataId":"anonfc5358b54cc12e1745c7d96699a03542","dataInit":[{"value":"0.0015322596852454645-0.01151693708839301","data":48724},{"value":"0.01151693708839301-0.021501614491540557","data":24416},{"value":"0.021501614491540557-0.0314862918946881","data":17264},{"value":"0.0314862918946881-0.04147096929783565","data":14290},{"value":"0.04147096929783565-0.05145564670098319","data":10728},{"value":"0.05145564670098319-0.061440324104130736","data":9173},{"value":"0.061440324104130736-0.07142500150727828","data":7248},{"value":"0.07142500150727828-0.08140967891042583","data":6127},{"value":"0.08140967891042583-0.09139435631357337","data":5132},{"value":"0.09139435631357337-0.10137903371672091","data":5062},{"value":"0.10137903371672091-0.11136371111986847","data":4083},{"value":"0.11136371111986847-0.12134838852301601","data":4393},{"value":"0.12134838852301601-0.13133306592616353","data":3614},{"value":"0.13133306592616353-0.14131774332931107","data":3382},{"value":"0.14131774332931107-0.15130242073245861","data":3295},{"value":"0.15130242073245861-0.16128709813560618","data":2905},{"value":"0.16128709813560618-0.1712717755387537","data":2708},{"value":"0.1712717755387537-0.18125645294190126","data":2947},{"value":"0.18125645294190126-0.1912411303450488","data":3491},{"value":"0.1912411303450488-0.20122580774819634","data":2718},{"value":"0.20122580774819634-0.2112104851513439","data":2464},{"value":"0.2112104851513439-0.22119516255449145","data":2207},{"value":"0.22119516255449145-0.23117983995763897","data":2292},{"value":"0.23117983995763897-0.24116451736078653","data":2183},{"value":"0.24116451736078653-0.2511491947639341","data":2292},{"value":"0.2511491947639341-0.2611338721670816","data":2118},{"value":"0.2611338721670816-0.2711185495702292","data":1958},{"value":"0.2711185495702292-0.2811032269733767","data":2358},{"value":"0.2811032269733767-0.29108790437652426","data":2202},{"value":"0.29108790437652426-0.3010725817796718","data":1888},{"value":"0.3010725817796718-0.31105725918281935","data":1760},{"value":"0.31105725918281935-0.3210419365859669","data":2141},{"value":"0.3210419365859669-0.3310266139891144","data":2056},{"value":"0.3310266139891144-0.34101129139226194","data":1822},{"value":"0.34101129139226194-0.35099596879540956","data":1667},{"value& | |
| quot;:"0.35099596879540956-0.3609806461985571","data":1749},{"value":"0.3609806461985571-0.37096532360170464","data":1687},{"value":"0.37096532360170464-0.38095000100485216","data":1560},{"value":"0.38095000100485216-0.39093467840799967","data":1678},{"value":"0.39093467840799967-0.40091935581114724","data":1438},{"value":"0.40091935581114724-0.41090403321429475","data":1612},{"value":"0.41090403321429475-0.4208887106174424","data":1700},{"value":"0.4208887106174424-0.4308733880205899","data":1641},{"value":"0.4308733880205899-0.44085806542373746","data":1589},{"value":"0.44085806542373746-0.45084274282688497","data":1242},{"value":"0.45084274282688497-0.4608274202300325","data":1152},{"value":"0.4608274202300325-0.47081209763318005","data":1133},{"value":"0.47081209763318005-0.4807967750363276","data":1146},{"value":"0.4807967750363276-0.4907814524394752","data":1269},{"value":"0.4907814524394752-0.5007661298426227","data":1467},{"value":"0.5007661298426227-0.5107508072457704","data":1273},{"value":"0.5107508072457704-0.5207354846489178","data":1279},{"value":"0.5207354846489178-0.5307201620520654","data":1442},{"value":"0.5307201620520654-0.540704839455213","data":1355},{"value":"0.540704839455213-0.5506895168583604","data":1194},{"value":"0.5506895168583604-0.560674194261508","data":1302},{"value":"0.560674194261508-0.5706588716646556","data":1225},{"value":"0.5706588716646556-0.5806435490678031","data":1620},{"value":"0.5806435490678031-0.5906282264709507","data":1750},{"value":"0.5906282264709507-0.6006129038740982","data":1199},{"value":"0.6006129038740982-0.6105975812772457","data":986},{"value":"0.6105975812772457-0.6205822586803933","data":1389},{"value":"0.6205822586803933-0.6305669360835409","data":1149},{"value":"0.6305669360835409-0.6405516134866884","data":1164},{"value":"0.6405516134866884-0.650536290889836","data":1236},{"value":"0.650536290889836-0.6605209682929835","data":1197},{"value":"0.6605209682929835-0.670505645696131","data":1207},{"value":"0.670505645696131-0.6804903230992785","data":966},{"value":"0.6804903230992785-0.6904750005024262","data":1422},{"value":"0.6904750005024262-0.7004596779055737","data":1091},{"value":"0.7004596779055737-0.7104443553087212","data":1230},{"value":"0.7104443553087212-0.7204290327118688","data":972},{"value":"0.7204290327118688-0.7304137101150162","data":934},{"value":"0.7304137101150162-0.7403983875181639","data":1164},{"value":"0.7403983875181639-0.7503830649213113","data":949},{"value":"0.7503830649213113-0.7603677423244589","data":798},{"value":"0.7603677423244589-0.7703524197276065","data":902},{"value":"0.7703524197276065-0.7803370971307539","data":1163},{"value":"0.7803370971307539-0.7903217745339016","data":903},{"value":"0.7903217745339016-0. | |
| 8003064519370491","data":1108},{"value":"0.8003064519370491-0.8102911293401966","data":1268},{"value":"0.8102911293401966-0.8202758067433441","data":948},{"value":"0.8202758067433441-0.8302604841464918","data":400},{"value":"0.8302604841464918-0.8402451615496394","data":716},{"value":"0.8402451615496394-0.8502298389527868","data":785},{"value":"0.8502298389527868-0.8602145163559344","data":737},{"value":"0.8602145163559344-0.8701991937590818","data":884},{"value":"0.8701991937590818-0.8801838711622295","data":945},{"value":"0.8801838711622295-0.8901685485653771","data":754},{"value":"0.8901685485653771-0.9001532259685245","data":723},{"value":"0.9001532259685245-0.9101379033716721","data":527},{"value":"0.9101379033716721-0.9201225807748196","data":1007},{"value":"0.9201225807748196-0.9301072581779672","data":1146},{"value":"0.9301072581779672-0.9400919355811147","data":1039},{"value":"0.9400919355811147-0.9500766129842623","data":1241},{"value":"0.9500766129842623-0.9600612903874098","data":1897},{"value":"0.9600612903874098-0.9700459677905573","data":1758},{"value":"0.9700459677905573-0.980030645193705","data":2246},{"value":"0.980030645193705-0.9900153225968524","data":3229},{"value":"0.9900153225968524-1.0","data":24838}],"genId":"769885966"}\" type=\"text/x-scoped-javascript\">/*<![CDATA[*/req(['../javascripts/notebook/playground','../javascripts/notebook/magic/customPlotlyChart'], \n function(playground, _magiccustomPlotlyChart) {\n // data ==> data-this (in observable.js's scopedEval) ==> this in JS => { dataId, dataInit, ... }\n // this ==> scope (in observable.js's scopedEval) ==> this.parentElement ==> div.container below (toHtml)\n\n playground.call(data,\n this\n ,\n {\n \"f\": _magiccustomPlotlyChart,\n \"o\": {\"js\":\"var layout = {}; var dataSources={x: 'value', y: 'data'}; var dataOptions = {type: 'bar'}; var extraOptions = {}\",\"headers\":[\"value\",\"data\"],\"height\":400}\n }\n \n \n \n );\n }\n );/*]]>*/</script>\n <div>\n <span class=\"chart-total-item-count\"><p data-bind=\"text: value\"><script data-this=\"{"valueId":"anoncad0f40d2d1c5f1dfff6f0d04e2cfb26","initialValue":"100"}\" type=\"text/x-scoped-javascript\">/*<![CDATA[*/\nreq(\n['observable', 'knockout'],\nfunction (O, ko) {\n ko.applyBindings({\n value: O.makeObservable(valueId, initialValue)\n },\n this\n );\n});\n /*]]>*/</script></p> entries total</span>\n <span class=\"chart-sampling-warning\"><p data-bind=\"text: value\"><script data-this=\"{"valueId":"anonba90653891c5fb5b5937879fdba95e5e","initialValue":""}\" type=\"text/x-scoped-javascript\">/*<![CDATA[*/\nreq(\n['observable', 'knockout'],\nfunction (O, ko) {\n ko.applyBindings({\n value: O.makeObservable(valueId, initialValue)\n },\n this\n );\n});\n /*]]>*/</script></p></span>\n <div>\n </div>\n </div></div>"},"output_type":"execute_result","execution_count":82,"time":"Took: 2.168s, at 2017-07-31 16:47"}]},{"metadata":{"trusted":true,"input_collapsed":false,"collapsed":false,"id":"99B8CA25E6044FF5AA9F1934605A657C"},"cell_type":"code","source":["val (liftLabel, liftCount) = rulesWithSupportConfidenceLift.\n"," select(col(LIFTCOL)).\n"," | |
| filter(col(LIFTCOL) <=3.0).\n"," map(_.getDouble(0)).\n"," rdd.histogram(100)\n","val liftHist = liftLabel.sliding(2).map(x => s\"${x(0)}-${x(1)}\").toSeq.zip(liftCount).toDF(\"value\", \"data\")\n","val liftBar = CustomPlotlyChart(liftHist, \n"," dataOptions=\"{type: 'bar'}\",\n"," dataSources=\"{x: 'value', y: 'data'}\")\n","liftBar"],"outputs":[{"name":"stdout","output_type":"stream","text":"liftLabel: Array[Double] = Array(0.008877839221478176, 0.0387879123546596, 0.06869798548784103, 0.09860805862102247, 0.12851813175420387, 0.1584282048873853, 0.18833827802056674, 0.21824835115374816, 0.24815842428692958, 0.278068497420111, 0.3079785705532924, 0.33788864368647387, 0.3677987168196553, 0.3977087899528367, 0.42761886308601815, 0.4575289362191996, 0.487439009352381, 0.5173490824855624, 0.5472591556187439, 0.5771692287519253, 0.6070793018851067, 0.6369893750182882, 0.6668994481514696, 0.6968095212846511, 0.7267195944178325, 0.7566296675510138, 0.7865397406841953, 0.8164498138173768, 0.8463598869505582, 0.8762699600837396, 0.9061800332169211, 0.9360901063501026, 0.9660001794832839, 0.9959102526164653, 1.0258203257496465, 1.0557303988828282, 1.0856404720160096, 1.11555054514919..."},{"metadata":{},"data":{"text/html":"<div>\n <script data-this=\"{"dataId":"anon22d39825d698cd2937f1e344fd1a0ca5","dataInit":[{"value":"0.008877839221478176-0.0387879123546596","data":128},{"value":"0.0387879123546596-0.06869798548784103","data":72},{"value":"0.06869798548784103-0.09860805862102247","data":150},{"value":"0.09860805862102247-0.12851813175420387","data":78},{"value":"0.12851813175420387-0.1584282048873853","data":206},{"value":"0.1584282048873853-0.18833827802056674","data":184},{"value":"0.18833827802056674-0.21824835115374816","data":208},{"value":"0.21824835115374816-0.24815842428692958","data":368},{"value":"0.24815842428692958-0.278068497420111","data":402},{"value":"0.278068497420111-0.3079785705532924","data":344},{"value":"0.3079785705532924-0.33788864368647387","data":724},{"value":"0.33788864368647387-0.3677987168196553","data":744},{"value":"0.3677987168196553-0.3977087899528367","data":770},{"value":"0.3977087899528367-0.42761886308601815","data":796},{"value":"0.42761886308601815-0.4575289362191996","data":606},{"value":"0.4575289362191996-0.487439009352381","data":810},{"value":"0.487439009352381-0.5173490824855624","data":1160},{"value":"0.5173490824855624-0.5472591556187439","data":1470},{"value":"0.5472591556187439-0.5771692287519253","data":1196},{"value":"0.5771692287519253-0.6070793018851067","data":1294},{"value":"0.6070793018851067-0.6369893750182882","data":1056},{"value":"0.6369893750182882-0.6668994481514696","data":1330},{"value":"0.6668994481514696-0.6968095212846511","data":1298},{"value":"0.6968095212846511-0.7267195944178325","data":1242},{"value":"0.7267195944178325-0.7566296675510138","data":1654},{"value":"0.7566296675510138-0.7865397406841953","data":1790},{"value":"0.7865397406841953-0.8164498138173768","data":1648},{"value":"0.8164498138173768-0.8463598869505582","data":1626},{"value":"0.8463598869505582-0.8762699600837396","data":1820},{"value& | |
| quot;:"0.8762699600837396-0.9061800332169211","data":1862},{"value":"0.9061800332169211-0.9360901063501026","data":1942},{"value":"0.9360901063501026-0.9660001794832839","data":1974},{"value":"0.9660001794832839-0.9959102526164653","data":1932},{"value":"0.9959102526164653-1.0258203257496465","data":2100},{"value":"1.0258203257496465-1.0557303988828282","data":2202},{"value":"1.0557303988828282-1.0856404720160096","data":2240},{"value":"1.0856404720160096-1.115550545149191","data":2260},{"value":"1.115550545149191-1.1454606182823723","data":2224},{"value":"1.1454606182823723-1.175370691415554","data":2360},{"value":"1.175370691415554-1.2052807645487351","data":2700},{"value":"1.2052807645487351-1.2351908376819165","data":2270},{"value":"1.2351908376819165-1.2651009108150981","data":2176},{"value":"1.2651009108150981-1.2950109839482795","data":2390},{"value":"1.2950109839482795-1.324921057081461","data":2170},{"value":"1.324921057081461-1.3548311302146423","data":2426},{"value":"1.3548311302146423-1.384741203347824","data":2326},{"value":"1.384741203347824-1.4146512764810053","data":2792},{"value":"1.4146512764810053-1.4445613496141867","data":2582},{"value":"1.4445613496141867-1.474471422747368","data":2272},{"value":"1.474471422747368-1.5043814958805493","data":2194},{"value":"1.5043814958805493-1.5342915690137309","data":4080},{"value":"1.5342915690137309-1.5642016421469123","data":2144},{"value":"1.5642016421469123-1.5941117152800937","data":2170},{"value":"1.5941117152800937-1.6240217884132753","data":1990},{"value":"1.6240217884132753-1.6539318615464567","data":2384},{"value":"1.6539318615464567-1.683841934679638","data":2568},{"value":"1.683841934679638-1.7137520078128194","data":2548},{"value":"1.7137520078128194-1.7436620809460008","data":9252},{"value":"1.7436620809460008-1.7735721540791825","data":2012},{"value":"1.7735721540791825-1.8034822272123638","data":2228},{"value":"1.8034822272123638-1.833392300345545","data":2238},{"value":"1.833392300345545-1.8633023734787268","data":2368},{"value":"1.8633023734787268-1.893212446611908","data":2578},{"value":"1.893212446611908-1.9231225197450894","data":2754},{"value":"1.9231225197450894-1.9530325928782708","data":8668},{"value":"1.9530325928782708-1.9829426660114522","data":3862},{"value":"1.9829426660114522-2.012852739144634","data":1868},{"value":"2.012852739144634-2.042762812277815","data":4014},{"value":"2.042762812277815-2.0726728854109964","data":3722},{"value":"2.0726728854109964-2.102582958544178","data":2192},{"value":"2.102582958544178-2.1324930316773596","data":1490},{"value":"2.1324930316773596-2.162403104810541","data":1624},{"value":"2.162403104810541-2.1923131779437224","data":1590},{"value":"2.1923131779437224-2.2222232510769038","data" | |
| :1678},{"value":"2.2222232510769038-2.252133324210085","data":1844},{"value":"2.252133324210085-2.2820433973432666","data":1726},{"value":"2.2820433973432666-2.311953470476448","data":1624},{"value":"2.311953470476448-2.34186354360963","data":1596},{"value":"2.34186354360963-2.3717736167428107","data":1860},{"value":"2.3717736167428107-2.401683689875992","data":4110},{"value":"2.401683689875992-2.4315937630091735","data":3560},{"value":"2.4315937630091735-2.461503836142355","data":1746},{"value":"2.461503836142355-2.4914139092755367","data":1832},{"value":"2.4914139092755367-2.521323982408718","data":3694},{"value":"2.521323982408718-2.5512340555418995","data":1490},{"value":"2.5512340555418995-2.581144128675081","data":1618},{"value":"2.581144128675081-2.611054201808262","data":1284},{"value":"2.611054201808262-2.6409642749414437","data":1380},{"value":"2.6409642749414437-2.6708743480746255","data":1268},{"value":"2.6708743480746255-2.7007844212078065","data":1600},{"value":"2.7007844212078065-2.730694494340988","data":1414},{"value":"2.730694494340988-2.7606045674741697","data":1772},{"value":"2.7606045674741697-2.7905146406073507","data":1484},{"value":"2.7905146406073507-2.8204247137405325","data":1456},{"value":"2.8204247137405325-2.8503347868737134","data":1378},{"value":"2.8503347868737134-2.8802448600068953","data":1542},{"value":"2.8802448600068953-2.9101549331400767","data":1310},{"value":"2.9101549331400767-2.940065006273258","data":1284},{"value":"2.940065006273258-2.9699750794064395","data":1116},{"value":"2.9699750794064395-2.999885152539621","data":1090}],"genId":"1143936175"}\" type=\"text/x-scoped-javascript\">/*<![CDATA[*/req(['../javascripts/notebook/playground','../javascripts/notebook/magic/customPlotlyChart'], \n function(playground, _magiccustomPlotlyChart) {\n // data ==> data-this (in observable.js's scopedEval) ==> this in JS => { dataId, dataInit, ... }\n // this ==> scope (in observable.js's scopedEval) ==> this.parentElement ==> div.container below (toHtml)\n\n playground.call(data,\n this\n ,\n {\n \"f\": _magiccustomPlotlyChart,\n \"o\": {\"js\":\"var layout = {}; var dataSources={x: 'value', y: 'data'}; var dataOptions = {type: 'bar'}; var extraOptions = {}\",\"headers\":[\"value\",\"data\"],\"height\":400}\n }\n \n \n \n );\n }\n );/*]]>*/</script>\n <div>\n <span class=\"chart-total-item-count\"><p data-bind=\"text: value\"><script data-this=\"{"valueId":"anon4544cb28b9ee52d75c7dbd08065e3255","initialValue":"100"}\" type=\"text/x-scoped-javascript\">/*<![CDATA[*/\nreq(\n['observable', 'knockout'],\nfunction (O, ko) {\n ko.applyBindings({\n value: O.makeObservable(valueId, initialValue)\n },\n this\n );\n});\n /*]]>*/</script></p> entries total</span>\n <span class=\"chart-sampling-warning\"><p data-bind=\"text: value\"><script data-this=\"{"valueId":"anon89b7d66b0e3ee676c4d67e879fe8c697","initialValue":""}\" type=\"text/x-scoped-javascript\">/*<![CDATA[*/\nreq(\n['observable', 'knockout'],\nfunction (O, ko) {\n ko. | |
| applyBindings({\n value: O.makeObservable(valueId, initialValue)\n },\n this\n );\n});\n /*]]>*/</script></p></span>\n <div>\n </div>\n </div></div>"},"output_type":"execute_result","execution_count":85,"time":"Took: 1.740s, at 2017-07-31 16:50"}]},{"metadata":{"trusted":true,"input_collapsed":false,"collapsed":true,"id":"D6351AC5A1914ECA916F6A8EFAEE40CF"},"cell_type":"code","source":["rulesWithSupportConfidenceLift.count\n"],"outputs":[]},{"metadata":{"trusted":true,"input_collapsed":false,"collapsed":true,"id":"CA7BA5AA9EDA44C1BB17F8F5D35BD4E6"},"cell_type":"code","source":["import io.continuum.bokeh._"],"outputs":[]},{"metadata":{"trusted":true,"input_collapsed":false,"collapsed":true,"id":"9B0FE2E2ECAC4CBF9E803CD72C7F0E81"},"cell_type":"code","source":[""],"outputs":[]}],"nbformat":4} |
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