{"cells":[{"cell_type":"markdown","source":["#Databricks with Python demo\n\nThis notebook is based on the following offical databricks notebook: https://docs.databricks.com/spark/latest/mllib/binary-classification-mllib-pipelines.html"],"metadata":{}},{"cell_type":"markdown","source":["## Getting and transforming the data\n\nIn this demo, we will use the adult data, which is a sample dataset included in databricks. We will read in the data in SQL using the CSV data source for Spark."],"metadata":{}},{"cell_type":"code","source":["%sql\nCREATE TABLE adult (\n age DOUBLE,\n workclass STRING,\n fnlwgt DOUBLE,\n education STRING,\n education_num DOUBLE,\n marital_status STRING,\n occupation STRING,\n relationship STRING,\n race STRING,\n sex STRING,\n capital_gain DOUBLE,\n capital_loss DOUBLE,\n hours_per_week DOUBLE,\n native_country STRING,\n income STRING)\nUSING CSV\nOPTIONS (path \"/databricks-datasets/adult/adult.data\", header \"true\")"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["\ncom.databricks.backend.common.rpc.DatabricksExceptions$SQLExecutionException: org.apache.spark.sql.AnalysisException: Table adult already exists.;\n\tat org.apache.spark.sql.execution.command.CreateDataSourceTableCommand.run(createDataSourceTables.scala:56)\n\tat org.apache.spark.sql.execution.command.ExecutedCommandExec.sideEffectResult$lzycompute(commands.scala:72)\n\tat org.apache.spark.sql.execution.command.ExecutedCommandExec.sideEffectResult(commands.scala:70)\n\tat org.apache.spark.sql.execution.command.ExecutedCommandExec.executeCollect(commands.scala:81)\n\tat org.apache.spark.sql.Dataset$$anonfun$6.apply(Dataset.scala:205)\n\tat org.apache.spark.sql.Dataset$$anonfun$6.apply(Dataset.scala:205)\n\tat org.apache.spark.sql.Dataset$$anonfun$54.apply(Dataset.scala:3430)\n\tat org.apache.spark.sql.Dataset$$anonfun$54.apply(Dataset.scala:3425)\n\tat org.apache.spark.sql.execution.SQLExecution$$anonfun$withCustomExecutionEnv$1.apply(SQLExecution.scala:111)\n\tat org.apache.spark.sql.execution.SQLExecution$.withSQLConfPropagated(SQLExecution.scala:240)\n\tat org.apache.spark.sql.execution.SQLExecution$.withCustomExecutionEnv(SQLExecution.scala:97)\n\tat org.apache.spark.sql.execution.SQLExecution$.withNewExecutionId(SQLExecution.scala:170)\n\tat org.apache.spark.sql.Dataset.org$apache$spark$sql$Dataset$$withAction(Dataset.scala:3425)\n\tat org.apache.spark.sql.Dataset.(Dataset.scala:205)\n\tat org.apache.spark.sql.Dataset$.ofRows(Dataset.scala:89)\n\tat org.apache.spark.sql.SparkSession.sql(SparkSession.scala:696)\n\tat org.apache.spark.sql.SQLContext.sql(SQLContext.scala:716)\n\tat com.databricks.backend.daemon.driver.SQLDriverLocal$$anonfun$1.apply(SQLDriverLocal.scala:88)\n\tat com.databricks.backend.daemon.driver.SQLDriverLocal$$anonfun$1.apply(SQLDriverLocal.scala:34)\n\tat scala.collection.TraversableLike$$anonfun$map$1.apply(TraversableLike.scala:234)\n\tat scala.collection.TraversableLike$$anonfun$map$1.apply(TraversableLike.scala:234)\n\tat scala.collection.immutable.List.foreach(List.scala:392)\n\tat scala.collection.TraversableLike$class.map(TraversableLike.scala:234)\n\tat scala.collection.immutable.List.map(List.scala:296)\n\tat com.databricks.backend.daemon.driver.SQLDriverLocal.executeSql(SQLDriverLocal.scala:34)\n\tat com.databricks.backend.daemon.driver.SQLDriverLocal.repl(SQLDriverLocal.scala:141)\n\tat com.databricks.backend.daemon.driver.DriverLocal$$anonfun$execute$8.apply(DriverLocal.scala:368)\n\tat com.databricks.backend.daemon.driver.DriverLocal$$anonfun$execute$8.apply(DriverLocal.scala:345)\n\tat com.databricks.logging.UsageLogging$$anonfun$withAttributionContext$1.apply(UsageLogging.scala:238)\n\tat scala.util.DynamicVariable.withValue(DynamicVariable.scala:58)\n\tat com.databricks.logging.UsageLogging$class.withAttributionContext(UsageLogging.scala:233)\n\tat com.databricks.backend.daemon.driver.DriverLocal.withAttributionContext(DriverLocal.scala:48)\n\tat com.databricks.logging.UsageLogging$class.withAttributionTags(UsageLogging.scala:271)\n\tat com.databricks.backend.daemon.driver.DriverLocal.withAttributionTags(DriverLocal.scala:48)\n\tat com.databricks.backend.daemon.driver.DriverLocal.execute(DriverLocal.scala:345)\n\tat com.databricks.backend.daemon.driver.DriverWrapper$$anonfun$tryExecutingCommand$2.apply(DriverWrapper.scala:644)\n\tat com.databricks.backend.daemon.driver.DriverWrapper$$anonfun$tryExecutingCommand$2.apply(DriverWrapper.scala:644)\n\tat scala.util.Try$.apply(Try.scala:192)\n\tat com.databricks.backend.daemon.driver.DriverWrapper.tryExecutingCommand(DriverWrapper.scala:639)\n\tat com.databricks.backend.daemon.driver.DriverWrapper.getCommandOutputAndError(DriverWrapper.scala:485)\n\tat com.databricks.backend.daemon.driver.DriverWrapper.executeCommand(DriverWrapper.scala:597)\n\tat com.databricks.backend.daemon.driver.DriverWrapper.runInnerLoop(DriverWrapper.scala:390)\n\tat com.databricks.backend.daemon.driver.DriverWrapper.runInner(DriverWrapper.scala:337)\n\tat com.databricks.backend.daemon.driver.DriverWrapper.run(DriverWrapper.scala:219)\n\tat java.lang.Thread.run(Thread.java:748)\n\n\tat com.databricks.backend.daemon.driver.SQLDriverLocal.executeSql(SQLDriverLocal.scala:126)\n\tat com.databricks.backend.daemon.driver.SQLDriverLocal.repl(SQLDriverLocal.scala:141)\n\tat com.databricks.backend.daemon.driver.DriverLocal$$anonfun$execute$8.apply(DriverLocal.scala:368)\n\tat com.databricks.backend.daemon.driver.DriverLocal$$anonfun$execute$8.apply(DriverLocal.scala:345)\n\tat com.databricks.logging.UsageLogging$$anonfun$withAttributionContext$1.apply(UsageLogging.scala:238)\n\tat scala.util.DynamicVariable.withValue(DynamicVariable.scala:58)\n\tat com.databricks.logging.UsageLogging$class.withAttributionContext(UsageLogging.scala:233)\n\tat com.databricks.backend.daemon.driver.DriverLocal.withAttributionContext(DriverLocal.scala:48)\n\tat com.databricks.logging.UsageLogging$class.withAttributionTags(UsageLogging.scala:271)\n\tat com.databricks.backend.daemon.driver.DriverLocal.withAttributionTags(DriverLocal.scala:48)\n\tat com.databricks.backend.daemon.driver.DriverLocal.execute(DriverLocal.scala:345)\n\tat com.databricks.backend.daemon.driver.DriverWrapper$$anonfun$tryExecutingCommand$2.apply(DriverWrapper.scala:644)\n\tat com.databricks.backend.daemon.driver.DriverWrapper$$anonfun$tryExecutingCommand$2.apply(DriverWrapper.scala:644)\n\tat scala.util.Try$.apply(Try.scala:192)\n\tat com.databricks.backend.daemon.driver.DriverWrapper.tryExecutingCommand(DriverWrapper.scala:639)\n\tat com.databricks.backend.daemon.driver.DriverWrapper.getCommandOutputAndError(DriverWrapper.scala:485)\n\tat com.databricks.backend.daemon.driver.DriverWrapper.executeCommand(DriverWrapper.scala:597)\n\tat com.databricks.backend.daemon.driver.DriverWrapper.runInnerLoop(DriverWrapper.scala:390)\n\tat com.databricks.backend.daemon.driver.DriverWrapper.runInner(DriverWrapper.scala:337)\n\tat com.databricks.backend.daemon.driver.DriverWrapper.run(DriverWrapper.scala:219)\n\tat java.lang.Thread.run(Thread.java:748)"]}}],"execution_count":3},{"cell_type":"code","source":["sparkdf = spark.table(\"adult\")\ndisplay(sparkdf)"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["
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24.0 Private43323.0 HS-grad9.0 Never-married Other-service Not-in-family White Female0.01762.040.0 United-States <=50K
38.0 Self-emp-not-inc120985.0 HS-grad9.0 Married-civ-spouse Craft-repair Husband White Male4386.00.035.0 United-States <=50K
37.0 Private254202.0 Bachelors13.0 Married-civ-spouse Sales Husband White Male0.00.050.0 United-States <=50K
46.0 Private146195.0 Assoc-acdm12.0 Divorced Tech-support Not-in-family Black Female0.00.036.0 United-States <=50K
38.0 Federal-gov125933.0 Masters14.0 Married-civ-spouse Prof-specialty Husband White Male0.00.040.0 Iran >50K
43.0 Self-emp-not-inc56920.0 HS-grad9.0 Married-civ-spouse Craft-repair Husband White Male0.00.060.0 United-States <=50K
27.0 Private163127.0 Assoc-voc11.0 Married-civ-spouse Adm-clerical Wife White Female0.00.035.0 United-States <=50K
20.0 Private34310.0 Some-college10.0 Never-married Sales Own-child White Male0.00.020.0 United-States <=50K
49.0 Private81973.0 Some-college10.0 Married-civ-spouse Craft-repair Husband Asian-Pac-Islander Male0.00.040.0 United-States >50K
61.0 Self-emp-inc66614.0 HS-grad9.0 Married-civ-spouse Craft-repair Husband White Male0.00.040.0 United-States <=50K
27.0 Private232782.0 Some-college10.0 Never-married Sales Own-child White Female0.00.040.0 United-States <=50K
19.0 Private316868.0 Some-college10.0 Never-married Other-service Own-child White Male0.00.030.0 Mexico <=50K
45.0 Private196584.0 Assoc-voc11.0 Never-married Prof-specialty Not-in-family White Female0.01564.040.0 United-States >50K
70.0 Private105376.0 Some-college10.0 Never-married Tech-support Other-relative White Male0.00.040.0 United-States <=50K
31.0 Private185814.0 HS-grad9.0 Never-married Transport-moving Unmarried Black Female0.00.030.0 United-States <=50K
22.0 Private175374.0 Some-college10.0 Married-civ-spouse Other-service Husband White Male0.00.024.0 United-States <=50K
36.0 Private108293.0 HS-grad9.0 Widowed Other-service Unmarried White Female0.00.024.0 United-States <=50K
64.0 Private181232.0 11th7.0 Married-civ-spouse Craft-repair Husband White Male0.02179.040.0 United-States <=50K
43.0 ?174662.0 Some-college10.0 Divorced ? Not-in-family White Female0.00.040.0 United-States <=50K
47.0 Local-gov186009.0 Some-college10.0 Divorced Adm-clerical Unmarried White Female0.00.038.0 Mexico <=50K
34.0 Private198183.0 HS-grad9.0 Never-married Adm-clerical Not-in-family White Female0.00.040.0 United-States <=50K
33.0 Private163003.0 Bachelors13.0 Never-married Exec-managerial Other-relative Asian-Pac-Islander Female0.00.040.0 Philippines <=50K
21.0 Private296158.0 HS-grad9.0 Never-married Craft-repair Own-child White Male0.00.035.0 United-States <=50K
52.0 ?252903.0 HS-grad9.0 Divorced ? Not-in-family White Male0.00.045.0 United-States >50K
48.0 Private187715.0 HS-grad9.0 Married-civ-spouse Craft-repair Husband White Male0.00.046.0 United-States <=50K
23.0 Private214542.0 Bachelors13.0 Never-married Handlers-cleaners Not-in-family White Male0.00.040.0 United-States <=50K
71.0 Self-emp-not-inc494223.0 Some-college10.0 Separated Sales Unmarried Black Male0.01816.02.0 United-States <=50K
29.0 Private191535.0 HS-grad9.0 Divorced Craft-repair Not-in-family White Male0.00.060.0 United-States <=50K
42.0 Private228456.0 Bachelors13.0 Separated Other-service Other-relative Black Male0.00.050.0 United-States <=50K
68.0 ?38317.0 1st-4th2.0 Divorced ? Not-in-family White Female0.00.020.0 United-States <=50K
25.0 Private252752.0 HS-grad9.0 Never-married Other-service Unmarried White Female0.00.040.0 United-States <=50K
44.0 Self-emp-inc78374.0 Masters14.0 Divorced Exec-managerial Unmarried Asian-Pac-Islander Female0.00.040.0 United-States <=50K
28.0 Private88419.0 HS-grad9.0 Never-married Exec-managerial Not-in-family Asian-Pac-Islander Female0.00.040.0 England <=50K
45.0 Self-emp-not-inc201080.0 Masters14.0 Married-civ-spouse Sales Husband White Male0.00.040.0 United-States >50K
36.0 Private207157.0 Some-college10.0 Divorced Other-service Unmarried White Female0.00.040.0 Mexico <=50K
39.0 Federal-gov235485.0 Assoc-acdm12.0 Never-married Exec-managerial Not-in-family White Male0.00.042.0 United-States <=50K
46.0 State-gov102628.0 Masters14.0 Widowed Protective-serv Unmarried White Male0.00.040.0 United-States <=50K
18.0 Private25828.0 11th7.0 Never-married Handlers-cleaners Own-child White Male0.00.016.0 United-States <=50K
66.0 Local-gov54826.0 Assoc-voc11.0 Widowed Prof-specialty Not-in-family White Female0.00.020.0 United-States <=50K
27.0 Private124953.0 HS-grad9.0 Never-married Other-service Not-in-family White Male0.01980.040.0 United-States <=50K
28.0 State-gov175325.0 HS-grad9.0 Married-civ-spouse Protective-serv Husband White Male0.00.040.0 United-States <=50K
51.0 Private96062.0 Some-college10.0 Married-civ-spouse Sales Husband White Male0.01977.040.0 United-States >50K
27.0 Private428030.0 Bachelors13.0 Never-married Craft-repair Not-in-family White Male0.00.050.0 United-States <=50K
28.0 State-gov149624.0 Bachelors13.0 Married-civ-spouse Prof-specialty Husband White Male0.00.040.0 United-States >50K
27.0 Private253814.0 HS-grad9.0 Married-spouse-absent Sales Unmarried White Female0.00.025.0 United-States <=50K
21.0 Private312956.0 HS-grad9.0 Never-married Craft-repair Own-child Black Male0.00.040.0 United-States <=50K
34.0 Private483777.0 HS-grad9.0 Never-married Handlers-cleaners Not-in-family Black Male0.00.040.0 United-States <=50K
18.0 Private183930.0 HS-grad9.0 Never-married Other-service Own-child White Male0.00.012.0 United-States <=50K
33.0 Private37274.0 Bachelors13.0 Married-civ-spouse Prof-specialty Husband White Male0.00.065.0 United-States <=50K
44.0 Local-gov181344.0 Some-college10.0 Married-civ-spouse Exec-managerial Husband Black Male0.00.038.0 United-States >50K
43.0 Private114580.0 Some-college10.0 Divorced Adm-clerical Not-in-family White Female0.00.040.0 United-States <=50K
30.0 Private633742.0 Some-college10.0 Never-married Craft-repair Not-in-family Black Male0.00.045.0 United-States <=50K
40.0 Private286370.0 7th-8th4.0 Married-civ-spouse Machine-op-inspct Husband White Male0.00.040.0 Mexico >50K
37.0 Federal-gov29054.0 Some-college10.0 Married-civ-spouse Adm-clerical Husband White Male0.00.042.0 United-States >50K
34.0 Private304030.0 HS-grad9.0 Married-civ-spouse Adm-clerical Husband Black Male0.00.040.0 United-States <=50K
41.0 Self-emp-not-inc143129.0 Bachelors13.0 Divorced Exec-managerial Not-in-family White Female0.00.040.0 United-States <=50K
53.0 ?135105.0 Bachelors13.0 Divorced ? Not-in-family White Female0.00.050.0 United-States <=50K
31.0 Private99928.0 Masters14.0 Married-civ-spouse Prof-specialty Wife White Female0.00.050.0 United-States <=50K
58.0 State-gov109567.0 Doctorate16.0 Married-civ-spouse Prof-specialty Husband White Male0.00.01.0 United-States >50K
38.0 Private155222.0 Some-college10.0 Divorced Machine-op-inspct Not-in-family Black Female0.00.028.0 United-States <=50K
24.0 Private159567.0 Some-college10.0 Married-civ-spouse Machine-op-inspct Husband White Male0.00.040.0 United-States <=50K
41.0 Local-gov523910.0 Bachelors13.0 Married-civ-spouse Craft-repair Husband Black Male0.00.040.0 United-States <=50K
47.0 Private120939.0 Some-college10.0 Married-civ-spouse Tech-support Husband White Male0.00.045.0 United-States <=50K
41.0 Federal-gov130760.0 Bachelors13.0 Married-civ-spouse Tech-support Husband White Male0.00.024.0 United-States <=50K
23.0 Private197387.0 5th-6th3.0 Married-civ-spouse Transport-moving Other-relative White Male0.00.040.0 Mexico <=50K
36.0 Private99374.0 Some-college10.0 Divorced Craft-repair Not-in-family White Male0.00.040.0 United-States <=50K
40.0 Federal-gov56795.0 Masters14.0 Never-married Exec-managerial Not-in-family White Female14084.00.055.0 United-States >50K
35.0 Private138992.0 Masters14.0 Married-civ-spouse Prof-specialty Other-relative White Male7298.00.040.0 United-States >50K
24.0 Self-emp-not-inc32921.0 HS-grad9.0 Never-married Sales Not-in-family White Male0.00.040.0 United-States <=50K
26.0 Private397317.0 Masters14.0 Never-married Prof-specialty Not-in-family White Female0.01876.040.0 United-States <=50K
19.0 ?170653.0 HS-grad9.0 Never-married ? Own-child White Male0.00.040.0 Italy <=50K
51.0 Private259323.0 Bachelors13.0 Married-civ-spouse Exec-managerial Husband White Male0.00.050.0 United-States >50K
42.0 Local-gov254817.0 Some-college10.0 Never-married Prof-specialty Not-in-family White Female0.01340.040.0 United-States <=50K
37.0 State-gov48211.0 HS-grad9.0 Divorced Adm-clerical Unmarried White Female0.00.035.0 United-States <=50K
18.0 Private140164.0 11th7.0 Never-married Sales Own-child White Female0.00.040.0 United-States <=50K
36.0 Private128757.0 Bachelors13.0 Married-civ-spouse Other-service Husband Black Male7298.00.036.0 United-States >50K
35.0 Private36270.0 HS-grad9.0 Divorced Craft-repair Not-in-family White Male0.00.060.0 United-States <=50K
58.0 Self-emp-inc210563.0 HS-grad9.0 Married-civ-spouse Sales Wife White Female15024.00.035.0 United-States >50K
17.0 Private65368.0 11th7.0 Never-married Sales Own-child White Female0.00.012.0 United-States <=50K
44.0 Local-gov160943.0 HS-grad9.0 Married-civ-spouse Transport-moving Husband Black Male0.00.040.0 United-States <=50K
37.0 Private208358.0 HS-grad9.0 Married-civ-spouse Craft-repair Husband White Male0.00.040.0 United-States >50K
35.0 Private153790.0 Some-college10.0 Never-married Sales Not-in-family Amer-Indian-Eskimo Female0.00.040.0 United-States <=50K
60.0 Private85815.0 HS-grad9.0 Married-civ-spouse Craft-repair Husband Asian-Pac-Islander Male0.00.040.0 United-States <=50K
54.0 Self-emp-inc125417.0 7th-8th4.0 Married-civ-spouse Machine-op-inspct Husband White Male0.00.040.0 United-States >50K
37.0 Private635913.0 Bachelors13.0 Never-married Exec-managerial Not-in-family Black Male0.00.060.0 United-States >50K
50.0 Private313321.0 Assoc-acdm12.0 Divorced Sales Not-in-family White Female0.00.040.0 United-States <=50K
38.0 Private182609.0 Bachelors13.0 Married-civ-spouse Sales Husband White Male0.00.050.0 Poland <=50K
45.0 Private109434.0 Bachelors13.0 Married-civ-spouse Prof-specialty Husband White Male0.00.055.0 United-States <=50K
25.0 Private255004.0 10th6.0 Never-married Craft-repair Not-in-family White Male0.00.040.0 United-States <=50K
31.0 Private197860.0 Some-college10.0 Married-civ-spouse Handlers-cleaners Husband White Male0.00.040.0 United-States <=50K
64.0 ?187656.0 1st-4th2.0 Divorced ? Not-in-family White Male0.00.040.0 United-States <=50K
90.0 Private51744.0 HS-grad9.0 Never-married Other-service Not-in-family Black Male0.02206.040.0 United-States <=50K
54.0 Private176681.0 HS-grad9.0 Married-civ-spouse Adm-clerical Husband Black Male0.00.020.0 United-States <=50K
53.0 Local-gov140359.0 Preschool1.0 Never-married Machine-op-inspct Not-in-family White Female0.00.035.0 United-States <=50K
18.0 Private243313.0 HS-grad9.0 Never-married Sales Own-child White Female0.00.040.0 United-States <=50K
60.0 ?24215.0 10th6.0 Divorced ? Not-in-family Amer-Indian-Eskimo Female0.00.010.0 United-States <=50K
66.0 Self-emp-not-inc167687.0 HS-grad9.0 Married-civ-spouse Farming-fishing Husband White Male1409.00.050.0 United-States <=50K
75.0 Private314209.0 Assoc-voc11.0 Widowed Adm-clerical Not-in-family White Female0.00.020.0 Columbia <=50K
65.0 Private176796.0 HS-grad9.0 Divorced Adm-clerical Not-in-family White Female0.00.040.0 United-States <=50K
35.0 Private538583.0 11th7.0 Separated Transport-moving Not-in-family Black Male3674.00.040.0 United-States <=50K
41.0 Private130408.0 HS-grad9.0 Divorced Sales Unmarried Black Female0.00.038.0 United-States <=50K
25.0 Private159732.0 Some-college10.0 Never-married Adm-clerical Not-in-family White Male0.00.042.0 United-States <=50K
33.0 Private110978.0 Some-college10.0 Divorced Craft-repair Other-relative Other Female0.00.040.0 United-States <=50K
28.0 Private76714.0 Prof-school15.0 Never-married Prof-specialty Not-in-family White Male0.00.055.0 United-States >50K
59.0 State-gov268700.0 HS-grad9.0 Married-civ-spouse Other-service Husband White Male0.00.040.0 United-States <=50K
40.0 State-gov170525.0 Some-college10.0 Never-married Adm-clerical Not-in-family White Female0.00.038.0 United-States <=50K
41.0 Private180138.0 Bachelors13.0 Married-civ-spouse Exec-managerial Husband White Male0.00.050.0 Iran >50K
38.0 Local-gov115076.0 Masters14.0 Married-civ-spouse Exec-managerial Husband White Male0.00.070.0 United-States >50K
23.0 Private115458.0 HS-grad9.0 Never-married Transport-moving Own-child White Male0.00.040.0 United-States <=50K
40.0 Private347890.0 Bachelors13.0 Married-civ-spouse Prof-specialty Husband White Male0.00.040.0 United-States >50K
41.0 Self-emp-not-inc196001.0 HS-grad9.0 Married-civ-spouse Other-service Wife White Female0.00.020.0 United-States <=50K
24.0 State-gov273905.0 Assoc-acdm12.0 Married-civ-spouse Protective-serv Husband White Male0.00.050.0 United-States <=50K
20.0 ?119156.0 Some-college10.0 Never-married ? Own-child White Male0.00.020.0 United-States <=50K
38.0 Private179488.0 Some-college10.0 Divorced Craft-repair Not-in-family White Male0.01741.040.0 United-States <=50K
56.0 Private203580.0 HS-grad9.0 Married-civ-spouse Adm-clerical Husband White Male0.00.035.0 ? <=50K
58.0 Private236596.0 HS-grad9.0 Married-civ-spouse Adm-clerical Husband White Male0.00.045.0 United-States >50K
32.0 Private183916.0 HS-grad9.0 Never-married Other-service Not-in-family White Female0.00.034.0 United-States <=50K
40.0 Private207578.0 Assoc-acdm12.0 Married-civ-spouse Tech-support Husband White Male0.01977.060.0 United-States >50K
45.0 Private153141.0 HS-grad9.0 Married-civ-spouse Adm-clerical Husband White Male0.00.040.0 ? <=50K
41.0 Private112763.0 Prof-school15.0 Married-civ-spouse Prof-specialty Wife White Female0.00.040.0 United-States >50K
42.0 Private390781.0 Bachelors13.0 Married-civ-spouse Adm-clerical Wife Black Female0.00.040.0 United-States <=50K
59.0 Local-gov171328.0 10th6.0 Widowed Other-service Unmarried Black Female0.00.030.0 United-States <=50K
19.0 Local-gov27382.0 Some-college10.0 Never-married Adm-clerical Own-child White Male0.00.040.0 United-States <=50K
58.0 Private259014.0 Some-college10.0 Never-married Transport-moving Not-in-family White Male0.00.020.0 United-States <=50K
42.0 Self-emp-not-inc303044.0 HS-grad9.0 Married-civ-spouse Farming-fishing Husband Asian-Pac-Islander Male0.00.040.0 Cambodia >50K
20.0 Private117789.0 HS-grad9.0 Never-married Other-service Own-child White Female0.00.040.0 United-States <=50K
32.0 Private172579.0 HS-grad9.0 Separated Other-service Not-in-family White Female0.00.030.0 United-States <=50K
45.0 Private187666.0 Assoc-voc11.0 Widowed Exec-managerial Not-in-family White Female0.00.045.0 United-States <=50K
50.0 Private204518.0 7th-8th4.0 Divorced Craft-repair Not-in-family White Male0.00.040.0 United-States <=50K
36.0 Private150042.0 Bachelors13.0 Divorced Prof-specialty Own-child White Female0.00.040.0 United-States <=50K
45.0 Private98092.0 HS-grad9.0 Married-civ-spouse Sales Husband White Male0.00.060.0 United-States <=50K
17.0 Private245918.0 11th7.0 Never-married Other-service Own-child White Male0.00.012.0 United-States <=50K
59.0 Private146013.0 Some-college10.0 Married-civ-spouse Sales Husband White Male4064.00.040.0 United-States <=50K
26.0 Private378322.0 11th7.0 Married-civ-spouse Craft-repair Husband White Male0.00.040.0 United-States <=50K
37.0 Self-emp-inc257295.0 Some-college10.0 Married-civ-spouse Exec-managerial Husband Asian-Pac-Islander Male0.00.075.0 Thailand >50K
19.0 ?218956.0 Some-college10.0 Never-married ? Own-child White Male0.00.024.0 Canada <=50K
64.0 Private21174.0 HS-grad9.0 Married-civ-spouse Exec-managerial Husband White Male0.00.040.0 United-States >50K
33.0 Private185480.0 Bachelors13.0 Never-married Prof-specialty Not-in-family White Female0.00.045.0 United-States <=50K
33.0 Private222205.0 HS-grad9.0 Married-civ-spouse Craft-repair Wife White Female0.00.040.0 United-States >50K
61.0 Private69867.0 HS-grad9.0 Married-civ-spouse Exec-managerial Husband White Male0.00.040.0 United-States >50K
17.0 Private191260.0 9th5.0 Never-married Other-service Own-child White Male1055.00.024.0 United-States <=50K
50.0 Self-emp-not-inc30653.0 Masters14.0 Married-civ-spouse Farming-fishing Husband White Male2407.00.098.0 United-States <=50K
27.0 Local-gov209109.0 Masters14.0 Never-married Prof-specialty Own-child White Male0.00.035.0 United-States <=50K
30.0 Private70377.0 HS-grad9.0 Divorced Prof-specialty Own-child White Female0.00.040.0 United-States <=50K
43.0 Private477983.0 HS-grad9.0 Married-civ-spouse Handlers-cleaners Husband Black Male0.00.040.0 United-States <=50K
44.0 Private170924.0 Some-college10.0 Married-civ-spouse Craft-repair Husband White Male7298.00.040.0 United-States >50K
35.0 Private190174.0 Some-college10.0 Never-married Exec-managerial Not-in-family White Female0.00.040.0 United-States <=50K
25.0 Private193787.0 Some-college10.0 Never-married Tech-support Own-child White Female0.00.040.0 United-States <=50K
24.0 Private279472.0 Some-college10.0 Married-civ-spouse Machine-op-inspct Wife White Female7298.00.048.0 United-States >50K
22.0 Private34918.0 Bachelors13.0 Never-married Prof-specialty Not-in-family White Female0.00.015.0 Germany <=50K
42.0 Local-gov97688.0 Some-college10.0 Married-civ-spouse Craft-repair Husband White Male5178.00.040.0 United-States >50K
34.0 Private175413.0 Assoc-acdm12.0 Divorced Sales Unmarried Black Female0.00.045.0 United-States <=50K
60.0 Private173960.0 Bachelors13.0 Divorced Prof-specialty Not-in-family White Female0.00.042.0 United-States <=50K
21.0 Private205759.0 HS-grad9.0 Never-married Handlers-cleaners Own-child White Male0.00.040.0 United-States <=50K
57.0 Federal-gov425161.0 Masters14.0 Married-civ-spouse Sales Husband White Male15024.00.040.0 United-States >50K
41.0 Private220531.0 Prof-school15.0 Married-civ-spouse Prof-specialty Husband White Male0.00.060.0 United-States >50K
50.0 Private176609.0 Some-college10.0 Divorced Other-service Not-in-family White Male0.00.045.0 United-States <=50K
25.0 Private371987.0 Bachelors13.0 Never-married Exec-managerial Not-in-family White Female0.00.040.0 United-States <=50K
50.0 Private193884.0 7th-8th4.0 Married-civ-spouse Craft-repair Husband White Male0.00.040.0 Ecuador <=50K
36.0 Private200352.0 Bachelors13.0 Married-civ-spouse Prof-specialty Husband White Male0.00.045.0 United-States <=50K
31.0 Private127595.0 HS-grad9.0 Divorced Prof-specialty Not-in-family White Female0.00.040.0 United-States <=50K
29.0 Local-gov220419.0 Bachelors13.0 Never-married Protective-serv Not-in-family White Male0.00.056.0 United-States <=50K
21.0 Private231931.0 Some-college10.0 Never-married Sales Own-child White Male0.00.045.0 United-States <=50K
27.0 Private248402.0 Bachelors13.0 Never-married Tech-support Unmarried Black Female0.00.040.0 United-States <=50K
65.0 Private111095.0 HS-grad9.0 Married-civ-spouse Transport-moving Husband White Male0.00.016.0 United-States <=50K
37.0 Self-emp-inc57424.0 Bachelors13.0 Divorced Sales Not-in-family White Female0.00.060.0 United-States <=50K
39.0 ?157443.0 Masters14.0 Married-civ-spouse ? Wife Asian-Pac-Islander Female3464.00.040.0 ? <=50K
24.0 Private278130.0 HS-grad9.0 Never-married Craft-repair Own-child White Male0.00.040.0 United-States <=50K
38.0 Private169469.0 HS-grad9.0 Divorced Sales Not-in-family White Male0.00.080.0 United-States <=50K
48.0 Private146268.0 Bachelors13.0 Married-civ-spouse Adm-clerical Husband White Male7688.00.040.0 United-States >50K
21.0 Private153718.0 Some-college10.0 Never-married Other-service Not-in-family Asian-Pac-Islander Female0.00.025.0 United-States <=50K
31.0 Private217460.0 HS-grad9.0 Married-civ-spouse Transport-moving Husband White Male0.00.045.0 United-States >50K
55.0 Private238638.0 HS-grad9.0 Married-civ-spouse Sales Husband White Male4386.00.040.0 United-States >50K
24.0 Private303296.0 Some-college10.0 Married-civ-spouse Adm-clerical Wife Asian-Pac-Islander Female0.00.040.0 Laos <=50K
43.0 Private173321.0 HS-grad9.0 Divorced Adm-clerical Not-in-family White Female0.00.040.0 United-States <=50K
26.0 Private193945.0 Assoc-acdm12.0 Never-married Tech-support Not-in-family White Male0.00.045.0 United-States <=50K
46.0 Private83082.0 Assoc-acdm12.0 Never-married Prof-specialty Not-in-family White Female0.00.033.0 United-States <=50K
35.0 Private193815.0 Assoc-acdm12.0 Married-civ-spouse Adm-clerical Husband White Male0.00.040.0 United-States >50K
41.0 Self-emp-inc34987.0 Some-college10.0 Married-civ-spouse Farming-fishing Husband White Male0.00.054.0 United-States >50K
26.0 Private59306.0 Bachelors13.0 Never-married Sales Not-in-family White Male0.00.040.0 United-States <=50K
34.0 Private142897.0 Masters14.0 Married-civ-spouse Exec-managerial Husband Asian-Pac-Islander Male7298.00.035.0 Taiwan >50K
19.0 ?860348.0 Some-college10.0 Never-married ? Own-child Black Female0.00.025.0 United-States <=50K
36.0 Self-emp-not-inc205607.0 Bachelors13.0 Divorced Prof-specialty Not-in-family Black Female0.00.040.0 United-States >50K
22.0 Private199698.0 Some-college10.0 Never-married Sales Own-child White Male0.00.015.0 United-States <=50K
24.0 Private191954.0 Some-college10.0 Never-married Machine-op-inspct Not-in-family White Male0.00.040.0 United-States <=50K
77.0 Self-emp-not-inc138714.0 Some-college10.0 Married-civ-spouse Sales Husband White Male0.00.040.0 United-States <=50K
22.0 Private399087.0 5th-6th3.0 Married-civ-spouse Machine-op-inspct Other-relative White Female0.00.040.0 Mexico <=50K
29.0 Private423158.0 Some-college10.0 Never-married Tech-support Not-in-family White Female0.00.040.0 United-States <=50K
62.0 Private159841.0 HS-grad9.0 Widowed Other-service Not-in-family White Female0.00.024.0 United-States <=50K
39.0 Self-emp-not-inc174308.0 HS-grad9.0 Married-civ-spouse Exec-managerial Husband White Male0.00.040.0 United-States <=50K
43.0 Private50356.0 Some-college10.0 Married-civ-spouse Craft-repair Husband White Male0.01485.050.0 United-States <=50K
35.0 Private186110.0 HS-grad9.0 Divorced Transport-moving Not-in-family White Male0.00.045.0 United-States <=50K
29.0 Private200381.0 11th7.0 Never-married Exec-managerial Not-in-family White Female0.00.040.0 United-States <=50K
76.0 Self-emp-not-inc174309.0 Masters14.0 Married-civ-spouse Craft-repair Husband White Male0.00.010.0 United-States <=50K
63.0 Self-emp-not-inc78383.0 HS-grad9.0 Married-civ-spouse Farming-fishing Husband White Male0.00.045.0 United-States <=50K
23.0 ?211601.0 Assoc-voc11.0 Never-married ? Own-child Black Female0.00.015.0 United-States <=50K
43.0 Private187728.0 Some-college10.0 Married-civ-spouse Prof-specialty Wife White Female0.01887.050.0 United-States >50K
58.0 Self-emp-not-inc321171.0 HS-grad9.0 Married-civ-spouse Handlers-cleaners Husband White Male0.00.040.0 United-States <=50K
66.0 Private127921.0 HS-grad9.0 Never-married Transport-moving Not-in-family White Male2050.00.055.0 United-States <=50K
41.0 Private206565.0 Some-college10.0 Never-married Craft-repair Not-in-family Black Male0.00.045.0 United-States <=50K
26.0 Private224563.0 Bachelors13.0 Never-married Adm-clerical Not-in-family White Male0.00.040.0 United-States <=50K
47.0 Private178686.0 Assoc-voc11.0 Never-married Other-service Not-in-family White Male0.00.040.0 United-States <=50K
55.0 Local-gov98545.0 10th6.0 Married-civ-spouse Adm-clerical Husband White Male0.00.040.0 United-States <=50K
53.0 Private242606.0 HS-grad9.0 Married-civ-spouse Transport-moving Husband White Male0.00.040.0 United-States <=50K
17.0 Private270942.0 5th-6th3.0 Never-married Other-service Other-relative White Male0.00.048.0 Mexico <=50K
30.0 Private94235.0 HS-grad9.0 Never-married Craft-repair Other-relative White Male0.00.040.0 United-States <=50K
49.0 Private71195.0 Masters14.0 Never-married Prof-specialty Not-in-family White Male0.00.060.0 United-States <=50K
19.0 Private104112.0 HS-grad9.0 Never-married Sales Unmarried Black Male0.00.030.0 Haiti <=50K
45.0 Private261192.0 HS-grad9.0 Married-civ-spouse Other-service Husband Black Male0.00.040.0 United-States <=50K
26.0 Private94936.0 Assoc-acdm12.0 Never-married Sales Not-in-family White Male0.00.040.0 United-States <=50K
38.0 Private296478.0 Assoc-voc11.0 Married-civ-spouse Craft-repair Husband White Male7298.00.040.0 United-States >50K
36.0 State-gov119272.0 HS-grad9.0 Married-civ-spouse Protective-serv Husband White Male7298.00.040.0 United-States >50K
33.0 Private85043.0 HS-grad9.0 Never-married Farming-fishing Not-in-family White Male0.00.020.0 United-States <=50K
22.0 State-gov293364.0 Some-college10.0 Never-married Protective-serv Own-child Black Female0.00.040.0 United-States <=50K
43.0 Self-emp-not-inc241895.0 Bachelors13.0 Never-married Sales Not-in-family White Male0.00.042.0 United-States <=50K
67.0 ?36135.0 11th7.0 Married-civ-spouse ? Husband White Male0.00.08.0 United-States <=50K
30.0 ?151989.0 Assoc-voc11.0 Divorced ? Unmarried White Female0.00.040.0 United-States <=50K
56.0 Private101128.0 Assoc-acdm12.0 Married-spouse-absent Other-service Not-in-family White Male0.00.025.0 Iran <=50K
31.0 Private156464.0 Bachelors13.0 Never-married Prof-specialty Own-child White Male0.00.025.0 United-States <=50K
33.0 Private117963.0 Bachelors13.0 Married-civ-spouse Exec-managerial Husband White Male0.00.040.0 United-States >50K
26.0 Private192262.0 HS-grad9.0 Married-civ-spouse Other-service Husband White Male0.00.040.0 United-States <=50K
33.0 Private111363.0 Bachelors13.0 Married-civ-spouse Exec-managerial Husband White Male0.00.040.0 United-States >50K
46.0 Local-gov329752.0 11th7.0 Married-civ-spouse Transport-moving Husband White Male0.00.030.0 United-States <=50K
59.0 ?372020.0 Bachelors13.0 Married-civ-spouse ? Husband White Male0.00.040.0 United-States >50K
38.0 Federal-gov95432.0 HS-grad9.0 Married-civ-spouse Adm-clerical Husband White Male0.00.040.0 United-States >50K
65.0 Private161400.0 11th7.0 Widowed Other-service Unmarried Other Male0.00.040.0 United-States <=50K
40.0 Private96129.0 Assoc-voc11.0 Married-civ-spouse Tech-support Husband White Male0.00.040.0 United-States >50K
42.0 Private111949.0 HS-grad9.0 Married-civ-spouse Adm-clerical Wife White Female0.00.035.0 United-States <=50K
26.0 Self-emp-not-inc117125.0 9th5.0 Married-civ-spouse Craft-repair Husband White Male0.00.040.0 Portugal <=50K
36.0 Private348022.0 10th6.0 Married-civ-spouse Other-service Wife White Female0.00.024.0 United-States <=50K
62.0 Private270092.0 Masters14.0 Married-civ-spouse Prof-specialty Husband White Male0.00.040.0 United-States >50K
43.0 Private180609.0 Bachelors13.0 Married-civ-spouse Transport-moving Husband White Male0.00.045.0 United-States <=50K
43.0 Private174575.0 Bachelors13.0 Divorced Exec-managerial Not-in-family White Male0.01564.045.0 United-States >50K
22.0 Private410439.0 HS-grad9.0 Married-spouse-absent Sales Not-in-family White Male0.00.055.0 United-States <=50K
28.0 Private92262.0 HS-grad9.0 Married-civ-spouse Craft-repair Husband White Male0.00.040.0 United-States <=50K
56.0 Self-emp-not-inc183081.0 Some-college10.0 Married-civ-spouse Sales Husband White Male0.00.045.0 United-States <=50K
22.0 Private362589.0 Assoc-acdm12.0 Never-married Sales Not-in-family White Female0.00.015.0 United-States <=50K
57.0 Private212448.0 Bachelors13.0 Divorced Exec-managerial Not-in-family White Female0.00.045.0 United-States >50K
39.0 Private481060.0 HS-grad9.0 Divorced Sales Unmarried White Female0.00.040.0 United-States <=50K
26.0 Federal-gov185885.0 Some-college10.0 Never-married Adm-clerical Unmarried White Female0.00.015.0 United-States <=50K
17.0 Private89821.0 11th7.0 Never-married Other-service Own-child White Male0.00.010.0 United-States <=50K
40.0 State-gov184018.0 Assoc-voc11.0 Married-civ-spouse Machine-op-inspct Husband White Male0.00.038.0 United-States >50K
45.0 Private256649.0 HS-grad9.0 Married-civ-spouse Machine-op-inspct Husband Black Male0.00.040.0 United-States <=50K
44.0 Private160323.0 HS-grad9.0 Never-married Craft-repair Not-in-family Black Male0.00.040.0 United-States <=50K
20.0 Local-gov350845.0 Some-college10.0 Never-married Adm-clerical Own-child White Female0.00.010.0 United-States <=50K
33.0 Private267404.0 HS-grad9.0 Married-civ-spouse Craft-repair Wife White Female0.00.040.0 United-States <=50K
23.0 Private35633.0 Some-college10.0 Never-married Sales Not-in-family White Male0.00.040.0 United-States <=50K
46.0 Self-emp-not-inc80914.0 Masters14.0 Divorced Exec-managerial Not-in-family White Male0.00.030.0 United-States <=50K
38.0 Private172927.0 HS-grad9.0 Married-civ-spouse Sales Husband White Male0.00.050.0 United-States <=50K
54.0 Private174319.0 HS-grad9.0 Divorced Transport-moving Not-in-family White Male0.00.040.0 United-States <=50K
46.0 Private214955.0 5th-6th3.0 Divorced Craft-repair Not-in-family White Female0.02339.045.0 United-States <=50K
25.0 Private344991.0 Some-college10.0 Married-civ-spouse Craft-repair Husband White Male0.00.040.0 United-States <=50K
46.0 Private108699.0 Some-college10.0 Divorced Sales Not-in-family White Female0.00.040.0 United-States <=50K
36.0 Local-gov117312.0 Some-college10.0 Married-civ-spouse Transport-moving Wife White Female0.00.040.0 United-States <=50K
23.0 Private396099.0 HS-grad9.0 Never-married Other-service Not-in-family White Female0.00.025.0 United-States <=50K
29.0 Private134152.0 HS-grad9.0 Separated Machine-op-inspct Not-in-family White Male0.00.040.0 United-States <=50K
44.0 Private162028.0 Some-college10.0 Married-civ-spouse Adm-clerical Wife White Female0.02415.06.0 United-States >50K
19.0 Private25429.0 Some-college10.0 Never-married Adm-clerical Own-child White Female0.00.016.0 United-States <=50K
19.0 Private232392.0 HS-grad9.0 Never-married Other-service Other-relative White Female0.00.040.0 United-States <=50K
35.0 Private220098.0 HS-grad9.0 Married-civ-spouse Other-service Wife White Female0.00.040.0 United-States >50K
27.0 Private301302.0 Bachelors13.0 Never-married Craft-repair Not-in-family White Male0.00.050.0 United-States <=50K
46.0 Self-emp-not-inc277946.0 Assoc-acdm12.0 Separated Craft-repair Not-in-family White Male0.00.040.0 United-States <=50K
34.0 State-gov98101.0 Bachelors13.0 Married-civ-spouse Exec-managerial Husband White Male7688.00.045.0 ? >50K
34.0 Private196164.0 HS-grad9.0 Never-married Other-service Not-in-family White Female0.00.035.0 United-States <=50K
44.0 Private115562.0 Some-college10.0 Married-civ-spouse Tech-support Husband White Male0.00.040.0 United-States <=50K
45.0 Private96975.0 Some-college10.0 Divorced Handlers-cleaners Unmarried White Female0.00.040.0 United-States <=50K
20.0 ?137300.0 HS-grad9.0 Never-married ? Other-relative White Female0.00.035.0 United-States <=50K
25.0 Private86872.0 Bachelors13.0 Married-civ-spouse Exec-managerial Husband White Male0.00.055.0 United-States >50K
52.0 Self-emp-inc132178.0 Bachelors13.0 Married-civ-spouse Exec-managerial Husband White Male0.00.050.0 United-States >50K
20.0 Private416103.0 Some-college10.0 Never-married Handlers-cleaners Own-child White Male0.00.040.0 United-States <=50K
28.0 Private108574.0 Some-college10.0 Never-married Other-service Not-in-family White Female0.00.040.0 United-States <=50K
50.0 State-gov288353.0 Bachelors13.0 Married-civ-spouse Protective-serv Husband White Male0.00.040.0 United-States >50K
34.0 Private227689.0 Assoc-voc11.0 Divorced Tech-support Not-in-family White Female0.00.064.0 United-States <=50K
28.0 Private166481.0 7th-8th4.0 Married-civ-spouse Handlers-cleaners Husband Other Male0.02179.040.0 Puerto-Rico <=50K
41.0 Private445382.0 Masters14.0 Married-civ-spouse Exec-managerial Husband White Male0.01977.065.0 United-States >50K
28.0 Private110145.0 HS-grad9.0 Married-civ-spouse Adm-clerical Husband White Male0.00.040.0 United-States <=50K
46.0 Self-emp-not-inc317253.0 HS-grad9.0 Married-civ-spouse Craft-repair Husband White Male0.00.025.0 United-States <=50K
28.0 ?123147.0 Some-college10.0 Married-civ-spouse ? Wife White Female0.01887.040.0 United-States >50K
32.0 Private364657.0 Some-college10.0 Married-civ-spouse Exec-managerial Husband White Male0.00.050.0 United-States <=50K
41.0 Local-gov42346.0 Some-college10.0 Divorced Other-service Not-in-family Black Female0.00.024.0 United-States <=50K
24.0 Private241951.0 HS-grad9.0 Never-married Handlers-cleaners Unmarried Black Female0.00.040.0 United-States <=50K
33.0 Private118500.0 Some-college10.0 Divorced Exec-managerial Unmarried White Female0.00.040.0 United-States <=50K
46.0 Private188386.0 Doctorate16.0 Married-civ-spouse Exec-managerial Husband White Male15024.00.060.0 United-States >50K
31.0 State-gov1033222.0 Some-college10.0 Married-civ-spouse Machine-op-inspct Husband White Male0.00.040.0 United-States <=50K
35.0 Private92440.0 12th8.0 Divorced Craft-repair Not-in-family White Male0.00.050.0 United-States >50K
52.0 Private190762.0 1st-4th2.0 Married-civ-spouse Machine-op-inspct Husband White Male0.00.040.0 Mexico <=50K
30.0 Private426017.0 11th7.0 Never-married Other-service Own-child White Female0.00.019.0 United-States <=50K
34.0 Local-gov243867.0 11th7.0 Separated Machine-op-inspct Not-in-family Black Male0.00.040.0 United-States <=50K
34.0 State-gov240283.0 HS-grad9.0 Divorced Transport-moving Unmarried White Female0.00.040.0 United-States <=50K
20.0 Private61777.0 Some-college10.0 Married-civ-spouse Sales Husband White Male0.00.030.0 United-States <=50K
17.0 Private175024.0 11th7.0 Never-married Handlers-cleaners Own-child White Male2176.00.018.0 United-States <=50K
32.0 State-gov92003.0 Bachelors13.0 Married-civ-spouse Exec-managerial Wife White Female0.00.040.0 United-States >50K
29.0 Private188401.0 HS-grad9.0 Divorced Farming-fishing Not-in-family White Male0.00.040.0 United-States <=50K
33.0 Private228528.0 10th6.0 Never-married Craft-repair Unmarried White Female0.00.035.0 United-States <=50K
25.0 Private133373.0 HS-grad9.0 Married-civ-spouse Transport-moving Husband White Male0.00.060.0 United-States <=50K
36.0 Federal-gov255191.0 Masters14.0 Never-married Prof-specialty Not-in-family White Male0.01408.040.0 United-States <=50K
23.0 Private204653.0 HS-grad9.0 Never-married Handlers-cleaners Not-in-family White Male0.00.072.0 Dominican-Republic <=50K
63.0 Self-emp-inc222289.0 HS-grad9.0 Married-civ-spouse Exec-managerial Husband White Male0.00.040.0 United-States >50K
47.0 Local-gov287480.0 Masters14.0 Married-civ-spouse Prof-specialty Husband White Male0.00.040.0 United-States <=50K
80.0 ?107762.0 HS-grad9.0 Widowed ? Not-in-family White Male0.00.024.0 United-States <=50K
17.0 ?202521.0 11th7.0 Never-married ? Own-child White Male0.00.040.0 United-States <=50K
40.0 Self-emp-not-inc204116.0 Bachelors13.0 Married-spouse-absent Prof-specialty Not-in-family White Female2174.00.040.0 United-States <=50K
30.0 Private29662.0 Assoc-acdm12.0 Married-civ-spouse Other-service Wife White Female0.00.025.0 United-States >50K
27.0 Private116358.0 Some-college10.0 Never-married Craft-repair Own-child Asian-Pac-Islander Male0.01980.040.0 Philippines <=50K
33.0 Private208405.0 Masters14.0 Married-civ-spouse Prof-specialty Husband White Male0.00.050.0 United-States >50K
34.0 Local-gov284843.0 HS-grad9.0 Never-married Farming-fishing Not-in-family Black Male594.00.060.0 United-States <=50K
34.0 Local-gov117018.0 Some-college10.0 Never-married Protective-serv Not-in-family White Female0.00.040.0 United-States <=50K
23.0 Private81281.0 Some-college10.0 Married-civ-spouse Adm-clerical Husband White Male0.00.040.0 United-States <=50K
42.0 Local-gov340148.0 Some-college10.0 Married-civ-spouse Adm-clerical Wife White Female0.00.040.0 United-States <=50K
29.0 Private363425.0 Bachelors13.0 Never-married Prof-specialty Not-in-family White Male0.00.040.0 United-States <=50K
45.0 Private45857.0 HS-grad9.0 Divorced Adm-clerical Not-in-family White Female0.00.028.0 United-States <=50K
24.0 Federal-gov191073.0 HS-grad9.0 Never-married Armed-Forces Own-child White Male0.00.040.0 United-States <=50K
44.0 Private116632.0 Some-college10.0 Married-civ-spouse Prof-specialty Husband White Male0.00.040.0 United-States >50K
27.0 Private405855.0 9th5.0 Never-married Craft-repair Other-relative White Male0.00.040.0 Mexico <=50K
20.0 Private298227.0 Some-college10.0 Never-married Sales Not-in-family White Male0.00.035.0 United-States <=50K
44.0 Private290521.0 HS-grad9.0 Widowed Exec-managerial Unmarried Black Female0.00.040.0 United-States <=50K
51.0 Private56915.0 HS-grad9.0 Married-civ-spouse Craft-repair Husband Amer-Indian-Eskimo Male0.00.040.0 United-States <=50K
20.0 Private146538.0 HS-grad9.0 Married-civ-spouse Machine-op-inspct Husband White Male0.00.040.0 United-States <=50K
17.0 ?258872.0 11th7.0 Never-married ? Own-child White Female0.00.05.0 United-States <=50K
19.0 Private206399.0 HS-grad9.0 Never-married Machine-op-inspct Own-child Black Female0.00.040.0 United-States <=50K
45.0 Self-emp-inc197332.0 Some-college10.0 Married-civ-spouse Craft-repair Husband White Male0.00.055.0 United-States >50K
60.0 Private245062.0 HS-grad9.0 Married-civ-spouse Craft-repair Husband White Male0.00.040.0 United-States >50K
42.0 Private197583.0 Assoc-acdm12.0 Married-civ-spouse Exec-managerial Husband Black Male0.00.040.0 ? >50K
44.0 Self-emp-not-inc234885.0 HS-grad9.0 Married-civ-spouse Sales Wife White Female0.00.040.0 United-States >50K
40.0 Private72887.0 Assoc-voc11.0 Married-civ-spouse Machine-op-inspct Husband Asian-Pac-Islander Male0.00.040.0 United-States >50K
30.0 Private180374.0 HS-grad9.0 Married-civ-spouse Exec-managerial Wife White Female0.00.040.0 United-States <=50K
38.0 Private351299.0 Some-college10.0 Married-civ-spouse Transport-moving Husband Black Male0.00.050.0 United-States <=50K
23.0 Private54012.0 HS-grad9.0 Married-civ-spouse Transport-moving Husband White Male0.00.060.0 United-States <=50K
32.0 ?115745.0 Some-college10.0 Married-civ-spouse ? Husband White Male0.00.040.0 United-States <=50K
44.0 Private116632.0 Assoc-acdm12.0 Never-married Farming-fishing Own-child White Male0.00.040.0 United-States <=50K
54.0 Local-gov288825.0 HS-grad9.0 Married-civ-spouse Transport-moving Husband Black Male0.00.040.0 United-States <=50K
32.0 Private132601.0 Bachelors13.0 Married-civ-spouse Prof-specialty Husband White Male0.00.050.0 United-States <=50K
50.0 Private193374.0 1st-4th2.0 Married-spouse-absent Craft-repair Unmarried White Male0.00.040.0 United-States <=50K
24.0 Private170070.0 Bachelors13.0 Never-married Tech-support Not-in-family White Female0.00.020.0 United-States <=50K
37.0 Private126708.0 HS-grad9.0 Married-civ-spouse Adm-clerical Wife White Female0.00.060.0 United-States <=50K
52.0 Private35598.0 HS-grad9.0 Divorced Transport-moving Unmarried White Male0.00.040.0 United-States <=50K
38.0 Private33983.0 Some-college10.0 Married-civ-spouse Transport-moving Husband White Male0.00.040.0 United-States <=50K
49.0 Private192776.0 Masters14.0 Married-civ-spouse Exec-managerial Husband White Male0.01977.045.0 United-States >50K
30.0 Private118551.0 Bachelors13.0 Married-civ-spouse Tech-support Wife White Female0.00.016.0 United-States >50K
60.0 Private201965.0 Some-college10.0 Never-married Prof-specialty Unmarried White Male0.00.040.0 United-States >50K
22.0 ?139883.0 Some-college10.0 Never-married ? Own-child White Male0.00.040.0 United-States <=50K
35.0 Private285020.0 HS-grad9.0 Never-married Craft-repair Not-in-family White Male0.00.040.0 United-States <=50K
30.0 Private303990.0 HS-grad9.0 Never-married Transport-moving Not-in-family White Male0.00.060.0 United-States <=50K
67.0 Private49401.0 Assoc-voc11.0 Divorced Other-service Not-in-family White Female0.00.024.0 United-States <=50K
46.0 Private279196.0 Bachelors13.0 Never-married Craft-repair Not-in-family White Female0.00.040.0 United-States <=50K
17.0 Private211870.0 9th5.0 Never-married Other-service Not-in-family White Male0.00.06.0 United-States <=50K
22.0 Private281432.0 Some-college10.0 Never-married Handlers-cleaners Own-child White Male0.00.030.0 United-States <=50K
27.0 Private161155.0 10th6.0 Never-married Other-service Not-in-family White Male0.00.040.0 United-States <=50K
23.0 Private197904.0 HS-grad9.0 Never-married Other-service Unmarried White Female0.00.035.0 United-States <=50K
33.0 Private111746.0 Assoc-acdm12.0 Married-civ-spouse Craft-repair Husband White Male0.00.045.0 Portugal <=50K
43.0 Self-emp-not-inc170721.0 Some-college10.0 Married-civ-spouse Craft-repair Husband White Male0.00.020.0 United-States <=50K
28.0 State-gov70100.0 Bachelors13.0 Never-married Prof-specialty Not-in-family White Male0.00.020.0 United-States <=50K
41.0 Private193626.0 HS-grad9.0 Married-spouse-absent Craft-repair Unmarried White Female0.00.040.0 United-States <=50K
52.0 ?271749.0 12th8.0 Never-married ? Other-relative Black Male594.00.040.0 United-States <=50K
25.0 Private189775.0 Some-college10.0 Married-spouse-absent Adm-clerical Own-child Black Female0.00.020.0 United-States <=50K
63.0 ?401531.0 1st-4th2.0 Married-civ-spouse ? Husband White Male0.00.035.0 United-States <=50K
59.0 Local-gov286967.0 HS-grad9.0 Married-civ-spouse Transport-moving Husband White Male0.00.045.0 United-States <=50K
45.0 Local-gov164427.0 Bachelors13.0 Divorced Prof-specialty Unmarried White Female0.00.040.0 United-States <=50K
38.0 Private91039.0 Bachelors13.0 Married-civ-spouse Sales Husband White Male15024.00.060.0 United-States >50K
40.0 Private347934.0 HS-grad9.0 Never-married Other-service Not-in-family White Female0.00.035.0 United-States <=50K
46.0 Federal-gov371373.0 HS-grad9.0 Divorced Adm-clerical Not-in-family White Male0.00.040.0 United-States <=50K
35.0 Private32220.0 Assoc-acdm12.0 Never-married Exec-managerial Not-in-family White Female0.00.060.0 United-States <=50K
34.0 Private187251.0 HS-grad9.0 Divorced Prof-specialty Unmarried White Female0.00.025.0 United-States <=50K
33.0 Private178107.0 Bachelors13.0 Never-married Craft-repair Own-child White Male0.00.020.0 United-States <=50K
41.0 Private343121.0 HS-grad9.0 Divorced Adm-clerical Unmarried White Female0.00.036.0 United-States <=50K
20.0 Private262749.0 Some-college10.0 Never-married Machine-op-inspct Own-child White Male0.00.040.0 United-States <=50K
23.0 Private403107.0 5th-6th3.0 Never-married Other-service Own-child White Male0.00.040.0 El-Salvador <=50K
26.0 Private64293.0 Some-college10.0 Never-married Prof-specialty Not-in-family White Female0.00.035.0 United-States <=50K
72.0 ?303588.0 HS-grad9.0 Married-civ-spouse ? Husband White Male0.00.020.0 United-States <=50K
23.0 Local-gov324960.0 HS-grad9.0 Never-married Farming-fishing Not-in-family White Male0.00.040.0 Poland <=50K
62.0 Local-gov114060.0 HS-grad9.0 Married-civ-spouse Transport-moving Husband White Male0.00.040.0 United-States <=50K
52.0 Private48925.0 Some-college10.0 Married-civ-spouse Adm-clerical Husband White Male0.00.040.0 United-States <=50K
58.0 Private180980.0 Some-college10.0 Divorced Other-service Unmarried White Female0.00.042.0 France <=50K
25.0 Private181054.0 Bachelors13.0 Never-married Sales Not-in-family White Female0.00.040.0 United-States <=50K
24.0 Private388093.0 Bachelors13.0 Never-married Exec-managerial Not-in-family Black Male0.00.040.0 United-States <=50K
19.0 Private249609.0 Some-college10.0 Never-married Protective-serv Own-child White Male0.00.08.0 United-States <=50K
43.0 Private112131.0 Some-college10.0 Married-civ-spouse Exec-managerial Husband White Male0.00.040.0 United-States <=50K
47.0 Local-gov543162.0 HS-grad9.0 Separated Adm-clerical Unmarried Black Female0.00.040.0 United-States <=50K
39.0 Private91996.0 HS-grad9.0 Divorced Other-service Unmarried White Female0.00.040.0 United-States <=50K
49.0 Private141944.0 Assoc-voc11.0 Married-spouse-absent Handlers-cleaners Unmarried White Male0.01380.042.0 United-States <=50K
53.0 ?251804.0 5th-6th3.0 Widowed ? Unmarried Black Female0.00.030.0 United-States <=50K
32.0 Private37070.0 Assoc-voc11.0 Never-married Craft-repair Not-in-family White Male0.00.045.0 United-States <=50K
34.0 Private337587.0 Some-college10.0 Married-civ-spouse Prof-specialty Husband White Male0.00.050.0 United-States >50K
28.0 Private189346.0 HS-grad9.0 Divorced Craft-repair Not-in-family White Male0.00.045.0 United-States <=50K
57.0 ?222216.0 Assoc-voc11.0 Widowed ? Unmarried White Female0.00.038.0 United-States <=50K
25.0 Private267044.0 Some-college10.0 Never-married Adm-clerical Not-in-family Amer-Indian-Eskimo Female0.00.020.0 United-States <=50K
20.0 ?214635.0 Some-college10.0 Never-married ? Own-child White Male0.00.024.0 United-States <=50K
21.0 ?204226.0 Some-college10.0 Never-married ? Unmarried White Female0.00.035.0 United-States <=50K
34.0 Private108116.0 Bachelors13.0 Married-civ-spouse Prof-specialty Husband White Male0.00.050.0 United-States >50K
38.0 Self-emp-inc99146.0 Bachelors13.0 Married-civ-spouse Exec-managerial Husband White Male15024.00.080.0 United-States >50K
50.0 Private196232.0 HS-grad9.0 Married-civ-spouse Exec-managerial Husband White Male7688.00.050.0 United-States >50K
24.0 Local-gov248344.0 Some-college10.0 Divorced Handlers-cleaners Not-in-family Black Male0.00.050.0 United-States <=50K
37.0 Local-gov186035.0 Some-college10.0 Married-civ-spouse Tech-support Husband White Male0.00.045.0 United-States >50K
44.0 Private177905.0 Some-college10.0 Divorced Machine-op-inspct Unmarried White Male0.00.058.0 United-States >50K
28.0 Private85812.0 Some-college10.0 Married-civ-spouse Sales Wife White Female0.00.040.0 United-States <=50K
42.0 Private221172.0 Bachelors13.0 Married-civ-spouse Exec-managerial Husband White Male0.00.040.0 United-States >50K
74.0 Private99183.0 Some-college10.0 Divorced Adm-clerical Not-in-family White Female0.00.09.0 United-States <=50K
38.0 Self-emp-not-inc190387.0 HS-grad9.0 Married-civ-spouse Craft-repair Husband White Male0.00.050.0 United-States <=50K
44.0 Self-emp-not-inc202692.0 Masters14.0 Married-civ-spouse Prof-specialty Husband White Male0.00.040.0 United-States <=50K
44.0 Private109339.0 11th7.0 Divorced Machine-op-inspct Unmarried Other Female0.00.046.0 Puerto-Rico <=50K
26.0 Private108658.0 HS-grad9.0 Never-married Machine-op-inspct Not-in-family White Male0.00.040.0 United-States <=50K
36.0 Private197202.0 HS-grad9.0 Married-civ-spouse Other-service Husband Black Male0.00.040.0 United-States <=50K
41.0 Private101739.0 Assoc-acdm12.0 Married-civ-spouse Exec-managerial Wife White Female0.00.050.0 United-States >50K
67.0 Private231559.0 Prof-school15.0 Married-civ-spouse Prof-specialty Husband White Male20051.00.048.0 United-States >50K
39.0 Local-gov207853.0 12th8.0 Married-civ-spouse Tech-support Husband White Male0.00.050.0 United-States <=50K
57.0 Private190942.0 1st-4th2.0 Widowed Priv-house-serv Not-in-family Black Female0.00.030.0 United-States <=50K
29.0 Private102345.0 Assoc-voc11.0 Separated Craft-repair Not-in-family White Male0.00.040.0 United-States <=50K
31.0 Self-emp-inc41493.0 Bachelors13.0 Never-married Farming-fishing Not-in-family White Female0.00.045.0 United-States <=50K
34.0 ?190027.0 HS-grad9.0 Never-married ? Unmarried Black Female0.00.040.0 United-States <=50K
44.0 Private210525.0 Some-college10.0 Married-civ-spouse Transport-moving Husband White Male0.00.040.0 United-States <=50K
29.0 Private133937.0 Doctorate16.0 Never-married Prof-specialty Own-child White Male0.00.040.0 United-States <=50K
30.0 Private237903.0 Some-college10.0 Never-married Handlers-cleaners Unmarried White Female0.00.040.0 United-States <=50K
27.0 Private163862.0 HS-grad9.0 Never-married Transport-moving Not-in-family White Male0.00.040.0 United-States <=50K
27.0 Private201872.0 Some-college10.0 Married-civ-spouse Sales Husband White Male0.00.050.0 United-States <=50K
32.0 Private84179.0 HS-grad9.0 Never-married Handlers-cleaners Not-in-family White Female0.00.045.0 United-States <=50K
58.0 Private51662.0 10th6.0 Married-civ-spouse Other-service Wife White Female0.00.08.0 United-States <=50K
35.0 Local-gov233327.0 Some-college10.0 Married-civ-spouse Protective-serv Husband White Male0.00.040.0 United-States <=50K
21.0 Private259510.0 HS-grad9.0 Never-married Handlers-cleaners Own-child White Male0.00.036.0 United-States <=50K
28.0 Private184831.0 Some-college10.0 Never-married Craft-repair Unmarried White Male0.00.040.0 United-States <=50K
46.0 Self-emp-not-inc245724.0 Some-college10.0 Divorced Exec-managerial Not-in-family White Male0.00.050.0 United-States <=50K
36.0 Self-emp-not-inc27053.0 HS-grad9.0 Separated Other-service Unmarried White Female0.00.040.0 United-States <=50K
72.0 Private205343.0 11th7.0 Widowed Adm-clerical Unmarried White Female0.00.040.0 United-States <=50K
35.0 Private229328.0 HS-grad9.0 Married-civ-spouse Machine-op-inspct Wife Black Female0.00.040.0 United-States <=50K
33.0 Federal-gov319560.0 Assoc-voc11.0 Divorced Craft-repair Unmarried Black Female0.00.040.0 United-States >50K
69.0 Private136218.0 11th7.0 Never-married Machine-op-inspct Not-in-family White Female0.00.040.0 United-States <=50K
35.0 Private54576.0 HS-grad9.0 Married-civ-spouse Machine-op-inspct Husband White Male0.00.040.0 United-States <=50K
31.0 Private323069.0 HS-grad9.0 Separated Adm-clerical Unmarried White Female0.00.020.0 ? <=50K
34.0 Private148291.0 HS-grad9.0 Married-civ-spouse Tech-support Wife White Female0.00.032.0 United-States <=50K
30.0 Private152453.0 11th7.0 Married-civ-spouse Other-service Husband White Male0.00.040.0 Mexico <=50K
28.0 Private114053.0 Bachelors13.0 Never-married Transport-moving Not-in-family White Male0.00.055.0 United-States <=50K
54.0 Private212960.0 Bachelors13.0 Married-civ-spouse Sales Husband White Male0.00.035.0 United-States >50K
47.0 Private264052.0 Some-college10.0 Married-civ-spouse Prof-specialty Husband White Male0.00.050.0 United-States >50K
24.0 Private82804.0 HS-grad9.0 Never-married Handlers-cleaners Unmarried Black Female0.00.040.0 United-States <=50K
52.0 Self-emp-not-inc334273.0 Bachelors13.0 Married-civ-spouse Prof-specialty Husband White Male0.00.060.0 United-States >50K
20.0 Private27337.0 HS-grad9.0 Never-married Handlers-cleaners Own-child Amer-Indian-Eskimo Male0.00.048.0 United-States <=50K
43.0 Self-emp-inc188436.0 Masters14.0 Married-civ-spouse Exec-managerial Husband White Male5013.00.045.0 United-States <=50K
45.0 Private433665.0 7th-8th4.0 Separated Other-service Unmarried White Female0.00.040.0 Mexico <=50K
29.0 Self-emp-not-inc110663.0 HS-grad9.0 Separated Craft-repair Not-in-family White Male0.00.035.0 United-States <=50K
47.0 Private87490.0 Masters14.0 Divorced Exec-managerial Unmarried White Male0.00.042.0 United-States <=50K
24.0 Private354351.0 HS-grad9.0 Never-married Craft-repair Own-child White Male0.00.040.0 United-States <=50K
51.0 Private95469.0 HS-grad9.0 Married-civ-spouse Prof-specialty Husband White Male0.00.040.0 United-States <=50K
17.0 Private242718.0 11th7.0 Never-married Sales Own-child White Male0.00.012.0 United-States <=50K
37.0 Private22463.0 Assoc-voc11.0 Married-civ-spouse Craft-repair Husband White Male0.01977.040.0 United-States >50K
27.0 Private158156.0 Doctorate16.0 Never-married Prof-specialty Not-in-family White Female0.00.070.0 United-States <=50K
29.0 Private350162.0 Bachelors13.0 Married-civ-spouse Exec-managerial Wife White Male0.00.040.0 United-States >50K
18.0 ?165532.0 12th8.0 Never-married ? Own-child White Male0.00.025.0 United-States <=50K
36.0 Self-emp-not-inc28738.0 Assoc-acdm12.0 Divorced Sales Unmarried White Female0.00.035.0 United-States <=50K
58.0 Local-gov283635.0 Bachelors13.0 Never-married Prof-specialty Not-in-family White Female0.00.040.0 United-States <=50K
26.0 Self-emp-not-inc86646.0 Some-college10.0 Married-civ-spouse Craft-repair Husband White Male0.00.045.0 United-States <=50K
65.0 ?195733.0 Some-college10.0 Married-civ-spouse ? Husband White Male0.00.030.0 United-States >50K
57.0 Private69884.0 HS-grad9.0 Married-civ-spouse Sales Husband White Male0.00.040.0 United-States >50K
59.0 Private199713.0 HS-grad9.0 Married-civ-spouse Craft-repair Husband White Male0.00.040.0 United-States <=50K
27.0 Private181659.0 HS-grad9.0 Married-civ-spouse Machine-op-inspct Husband White Male0.00.040.0 United-States <=50K
31.0 Self-emp-not-inc340939.0 Bachelors13.0 Never-married Tech-support Not-in-family White Male0.00.040.0 United-States <=50K
21.0 Private197747.0 Some-college10.0 Never-married Sales Own-child White Female0.00.024.0 United-States <=50K
29.0 Private34292.0 Some-college10.0 Never-married Adm-clerical Not-in-family White Male0.00.060.0 United-States <=50K
18.0 Private156764.0 11th7.0 Never-married Other-service Own-child White Male0.00.040.0 United-States <=50K
52.0 Private25826.0 10th6.0 Married-civ-spouse Craft-repair Husband White Male0.01887.047.0 United-States >50K
57.0 Self-emp-inc103948.0 Bachelors13.0 Divorced Prof-specialty Not-in-family White Male0.00.080.0 United-States <=50K
42.0 ?137390.0 HS-grad9.0 Married-civ-spouse ? Husband White Male0.00.040.0 United-States <=50K
55.0 ?105138.0 HS-grad9.0 Married-civ-spouse ? Wife Asian-Pac-Islander Female0.00.040.0 United-States <=50K
60.0 Private39352.0 7th-8th4.0 Never-married Transport-moving Not-in-family White Male0.00.048.0 United-States >50K
31.0 Private168387.0 Bachelors13.0 Married-civ-spouse Prof-specialty Husband White Male7688.00.040.0 Canada >50K
23.0 Private117789.0 Bachelors13.0 Never-married Adm-clerical Own-child White Female0.00.040.0 United-States <=50K
27.0 Private267147.0 HS-grad9.0 Never-married Sales Own-child White Male0.00.040.0 United-States <=50K
23.0 ?99399.0 Some-college10.0 Never-married ? Unmarried Amer-Indian-Eskimo Female0.00.025.0 United-States <=50K
42.0 Self-emp-not-inc214242.0 Prof-school15.0 Married-civ-spouse Prof-specialty Husband White Male0.01902.050.0 United-States >50K
25.0 Private200408.0 Some-college10.0 Never-married Tech-support Not-in-family White Male2174.00.040.0 United-States <=50K
49.0 Private136455.0 Bachelors13.0 Never-married Prof-specialty Not-in-family White Female0.00.045.0 United-States <=50K
32.0 Private239824.0 Bachelors13.0 Never-married Tech-support Not-in-family White Male0.00.040.0 United-States <=50K
19.0 Private217039.0 Some-college10.0 Never-married Adm-clerical Own-child White Male0.00.028.0 United-States <=50K
60.0 Private51290.0 7th-8th4.0 Divorced Other-service Not-in-family White Female0.00.040.0 United-States <=50K
42.0 Local-gov175674.0 9th5.0 Married-civ-spouse Other-service Husband White Male0.00.040.0 United-States <=50K
35.0 Self-emp-not-inc194404.0 Assoc-acdm12.0 Never-married Farming-fishing Not-in-family White Male0.00.040.0 United-States <=50K
48.0 Private45612.0 HS-grad9.0 Never-married Adm-clerical Unmarried Black Female0.00.037.0 United-States <=50K
51.0 Private410114.0 Masters14.0 Married-civ-spouse Craft-repair Husband White Male0.00.040.0 United-States >50K
29.0 Private182521.0 HS-grad9.0 Never-married Craft-repair Not-in-family Amer-Indian-Eskimo Male0.00.040.0 United-States <=50K
36.0 Local-gov339772.0 HS-grad9.0 Separated Exec-managerial Not-in-family Black Male0.00.040.0 United-States <=50K
17.0 Private169658.0 10th6.0 Never-married Other-service Own-child White Female0.00.021.0 United-States <=50K
52.0 Private200853.0 Masters14.0 Divorced Prof-specialty Not-in-family White Female6849.00.060.0 United-States <=50K
24.0 Private247564.0 HS-grad9.0 Never-married Craft-repair Not-in-family White Male0.00.040.0 United-States <=50K
24.0 Private249909.0 HS-grad9.0 Married-civ-spouse Handlers-cleaners Husband White Male0.00.050.0 United-States <=50K
26.0 Local-gov208122.0 Bachelors13.0 Never-married Prof-specialty Own-child White Male1055.00.040.0 United-States <=50K
27.0 Private109881.0 Bachelors13.0 Never-married Other-service Own-child White Female0.00.020.0 United-States <=50K
39.0 Private207824.0 HS-grad9.0 Never-married Handlers-cleaners Own-child White Male0.00.060.0 United-States <=50K
30.0 Private369027.0 HS-grad9.0 Married-civ-spouse Transport-moving Husband Black Male0.00.045.0 United-States <=50K
50.0 Self-emp-not-inc114117.0 HS-grad9.0 Married-civ-spouse Exec-managerial Husband White Male0.00.032.0 United-States <=50K
52.0 Self-emp-inc51048.0 Bachelors13.0 Married-civ-spouse Sales Husband White Male0.00.055.0 United-States <=50K
46.0 Private102388.0 Prof-school15.0 Married-civ-spouse Prof-specialty Husband White Male15024.00.045.0 United-States >50K
23.0 Private190483.0 Bachelors13.0 Never-married Sales Own-child White Female0.00.020.0 United-States <=50K
45.0 Private462440.0 11th7.0 Widowed Other-service Not-in-family Black Female0.00.020.0 United-States <=50K
65.0 Private109351.0 9th5.0 Widowed Priv-house-serv Unmarried Black Female0.00.024.0 United-States <=50K
29.0 Private34383.0 Assoc-voc11.0 Married-civ-spouse Transport-moving Husband White Male0.00.055.0 United-States <=50K
47.0 Private241832.0 9th5.0 Married-spouse-absent Handlers-cleaners Unmarried White Male0.00.040.0 El-Salvador <=50K
30.0 Private124187.0 HS-grad9.0 Never-married Farming-fishing Own-child Black Male0.00.060.0 United-States <=50K
34.0 Private153614.0 HS-grad9.0 Married-civ-spouse Sales Husband White Male0.00.045.0 United-States >50K
38.0 Self-emp-not-inc267556.0 HS-grad9.0 Married-civ-spouse Sales Husband White Male0.00.064.0 United-States <=50K
33.0 Private205469.0 Some-college10.0 Married-civ-spouse Exec-managerial Husband White Male0.00.040.0 United-States >50K
49.0 Private268090.0 Bachelors13.0 Married-civ-spouse Sales Husband White Male0.00.026.0 United-States >50K
47.0 Self-emp-not-inc165039.0 Some-college10.0 Never-married Other-service Unmarried Black Female0.00.040.0 United-States <=50K
49.0 Local-gov120451.0 10th6.0 Separated Other-service Unmarried Black Female0.00.040.0 United-States <=50K
43.0 Private154374.0 Some-college10.0 Married-civ-spouse Craft-repair Husband White Male15024.00.060.0 United-States >50K
30.0 Private103649.0 Bachelors13.0 Married-civ-spouse Adm-clerical Wife Black Female0.00.040.0 United-States >50K
58.0 Self-emp-not-inc35723.0 HS-grad9.0 Married-civ-spouse Craft-repair Husband White Male0.00.060.0 United-States <=50K
19.0 Private262601.0 HS-grad9.0 Never-married Other-service Own-child White Female0.00.014.0 United-States <=50K
21.0 Private226181.0 Bachelors13.0 Never-married Handlers-cleaners Not-in-family White Male0.00.040.0 United-States <=50K
33.0 Private175697.0 Bachelors13.0 Married-civ-spouse Exec-managerial Husband White Male15024.00.060.0 United-States >50K
47.0 Self-emp-inc248145.0 5th-6th3.0 Married-civ-spouse Transport-moving Husband White Male0.00.050.0 Cuba <=50K
52.0 Self-emp-not-inc289436.0 Doctorate16.0 Married-civ-spouse Prof-specialty Husband White Male0.00.060.0 United-States >50K
26.0 Private75654.0 HS-grad9.0 Divorced Craft-repair Not-in-family White Male0.00.055.0 United-States <=50K
60.0 Private199378.0 HS-grad9.0 Married-civ-spouse Craft-repair Husband White Male0.00.040.0 United-States <=50K
21.0 Private160968.0 Some-college10.0 Never-married Handlers-cleaners Own-child White Male0.00.040.0 United-States <=50K
36.0 Private188563.0 Some-college10.0 Married-civ-spouse Sales Husband White Male5178.00.050.0 United-States >50K
31.0 Private55849.0 Some-college10.0 Married-civ-spouse Craft-repair Husband White Male0.00.045.0 United-States <=50K
50.0 Self-emp-inc195322.0 Doctorate16.0 Separated Prof-specialty Not-in-family White Male0.00.040.0 United-States >50K
31.0 Local-gov402089.0 HS-grad9.0 Divorced Adm-clerical Unmarried White Female0.00.040.0 United-States <=50K
71.0 Private78277.0 HS-grad9.0 Married-civ-spouse Craft-repair Husband White Male0.00.015.0 United-States <=50K
58.0 ?158611.0 HS-grad9.0 Married-civ-spouse ? Husband White Male0.00.050.0 United-States <=50K
30.0 State-gov169496.0 Bachelors13.0 Married-civ-spouse Tech-support Husband White Male0.00.040.0 United-States >50K
20.0 Private130959.0 Some-college10.0 Never-married Other-service Own-child White Male0.00.020.0 United-States <=50K
24.0 Private556660.0 HS-grad9.0 Never-married Exec-managerial Other-relative White Male4101.00.050.0 United-States <=50K
35.0 Private292472.0 Doctorate16.0 Married-civ-spouse Prof-specialty Husband Asian-Pac-Islander Male0.00.040.0 Taiwan >50K
38.0 State-gov143774.0 Some-college10.0 Separated Exec-managerial Not-in-family White Female0.00.045.0 United-States <=50K
27.0 Private288341.0 HS-grad9.0 Never-married Machine-op-inspct Own-child White Female0.00.032.0 United-States <=50K
29.0 State-gov71592.0 Some-college10.0 Never-married Adm-clerical Unmarried Asian-Pac-Islander Female0.00.040.0 Philippines <=50K
70.0 ?167358.0 9th5.0 Widowed ? Unmarried White Female1111.00.015.0 United-States <=50K
34.0 Private106742.0 HS-grad9.0 Married-civ-spouse Craft-repair Husband White Male0.00.045.0 United-States <=50K
44.0 Private219288.0 7th-8th4.0 Married-civ-spouse Craft-repair Husband White Male0.00.035.0 United-States <=50K
43.0 Private174524.0 HS-grad9.0 Married-civ-spouse Machine-op-inspct Husband White Male0.00.040.0 United-States >50K
44.0 Self-emp-not-inc335183.0 12th8.0 Married-civ-spouse Handlers-cleaners Husband Black Male0.00.040.0 United-States >50K
35.0 Private261293.0 Masters14.0 Never-married Sales Not-in-family White Male0.00.060.0 United-States <=50K
27.0 Private111900.0 Some-college10.0 Never-married Prof-specialty Not-in-family White Male0.00.040.0 United-States <=50K
43.0 Local-gov194360.0 Masters14.0 Never-married Prof-specialty Not-in-family White Male0.00.038.0 United-States <=50K
20.0 Private81145.0 Some-college10.0 Never-married Sales Not-in-family White Female0.00.025.0 United-States <=50K
42.0 Private341204.0 Assoc-acdm12.0 Divorced Prof-specialty Unmarried White Female8614.00.040.0 United-States >50K
27.0 State-gov249362.0 Some-college10.0 Married-civ-spouse Transport-moving Husband White Male3411.00.040.0 United-States <=50K
42.0 Private247019.0 HS-grad9.0 Married-civ-spouse Craft-repair Husband Black Male0.00.040.0 United-States >50K
20.0 ?114746.0 11th7.0 Married-spouse-absent ? Own-child Asian-Pac-Islander Female0.01762.040.0 South <=50K
24.0 Private172146.0 9th5.0 Never-married Machine-op-inspct Not-in-family White Male0.01721.040.0 United-States <=50K
48.0 Federal-gov110457.0 Some-college10.0 Divorced Exec-managerial Not-in-family White Male0.00.040.0 United-States <=50K
17.0 ?80077.0 11th7.0 Never-married ? Own-child White Female0.00.020.0 United-States <=50K
17.0 Self-emp-not-inc368700.0 11th7.0 Never-married Farming-fishing Own-child White Male0.00.010.0 United-States <=50K
33.0 Private182556.0 Bachelors13.0 Married-civ-spouse Exec-managerial Husband White Male0.00.040.0 United-States >50K
50.0 Self-emp-inc219420.0 HS-grad9.0 Married-civ-spouse Sales Husband White Male0.00.050.0 United-States >50K
22.0 Private240817.0 HS-grad9.0 Never-married Sales Own-child White Female2597.00.040.0 United-States <=50K
17.0 Private102726.0 12th8.0 Never-married Other-service Own-child White Male0.00.016.0 United-States <=50K
32.0 Private226267.0 Some-college10.0 Married-civ-spouse Adm-clerical Husband White Male0.00.040.0 Mexico <=50K
31.0 Private125457.0 HS-grad9.0 Never-married Craft-repair Not-in-family White Male0.00.045.0 United-States <=50K
58.0 Self-emp-not-inc204021.0 HS-grad9.0 Widowed Exec-managerial Not-in-family White Male0.00.050.0 United-States <=50K
29.0 Local-gov92262.0 HS-grad9.0 Never-married Protective-serv Own-child White Male0.00.048.0 United-States <=50K
37.0 Private161141.0 Assoc-voc11.0 Married-civ-spouse Craft-repair Husband White Male0.00.040.0 Portugal >50K
34.0 Self-emp-not-inc190290.0 HS-grad9.0 Married-civ-spouse Craft-repair Husband White Male0.00.040.0 United-States >50K
23.0 Local-gov430828.0 Some-college10.0 Separated Exec-managerial Unmarried Black Male0.00.040.0 United-States <=50K
18.0 State-gov59342.0 11th7.0 Never-married Adm-clerical Own-child White Female0.00.05.0 United-States <=50K
34.0 Private136721.0 HS-grad9.0 Divorced Exec-managerial Not-in-family White Female0.00.040.0 United-States <=50K
66.0 ?149422.0 7th-8th4.0 Never-married ? Not-in-family White Male0.00.04.0 United-States <=50K
45.0 Local-gov86644.0 Bachelors13.0 Married-civ-spouse Prof-specialty Wife White Female0.00.055.0 United-States <=50K
41.0 Private195124.0 Masters14.0 Never-married Exec-managerial Not-in-family White Male0.00.035.0 Dominican-Republic <=50K
26.0 Private167350.0 HS-grad9.0 Never-married Other-service Other-relative White Male0.00.030.0 United-States <=50K
54.0 Local-gov113000.0 Some-college10.0 Married-civ-spouse Farming-fishing Husband White Male0.00.040.0 United-States <=50K
24.0 Private140027.0 Some-college10.0 Never-married Machine-op-inspct Own-child Black Female0.00.045.0 United-States <=50K
42.0 Private262425.0 Some-college10.0 Married-civ-spouse Prof-specialty Husband White Male0.00.050.0 United-States <=50K
20.0 Private316702.0 Some-college10.0 Never-married Prof-specialty Own-child White Male0.00.020.0 United-States <=50K
23.0 State-gov335453.0 Bachelors13.0 Never-married Tech-support Not-in-family White Female0.00.020.0 United-States <=50K
25.0 ?202480.0 Assoc-acdm12.0 Never-married ? Other-relative White Male0.00.045.0 United-States <=50K
35.0 Private203628.0 Masters14.0 Never-married Prof-specialty Not-in-family White Male0.00.060.0 United-States >50K
31.0 Private118710.0 Masters14.0 Married-civ-spouse Tech-support Husband White Male0.01902.040.0 United-States >50K
30.0 Private189620.0 Bachelors13.0 Never-married Prof-specialty Own-child White Female0.00.040.0 Poland <=50K
19.0 Private475028.0 HS-grad9.0 Never-married Sales Own-child White Female0.00.020.0 United-States <=50K
36.0 Local-gov110866.0 Bachelors13.0 Never-married Prof-specialty Not-in-family White Male0.00.050.0 United-States <=50K
31.0 Private243605.0 Bachelors13.0 Widowed Sales Unmarried White Female0.01380.040.0 Cuba <=50K
21.0 Private163870.0 Some-college10.0 Never-married Handlers-cleaners Own-child White Male0.00.030.0 United-States <=50K
31.0 Self-emp-not-inc80145.0 Some-college10.0 Married-civ-spouse Craft-repair Husband White Male0.00.040.0 United-States <=50K
46.0 Private295566.0 Doctorate16.0 Divorced Prof-specialty Unmarried White Female25236.00.065.0 United-States >50K
44.0 Private63042.0 Bachelors13.0 Divorced Exec-managerial Own-child White Female0.00.050.0 United-States >50K
40.0 Private229148.0 12th8.0 Married-civ-spouse Other-service Husband Black Male0.00.040.0 Jamaica <=50K
45.0 Private242552.0 Some-college10.0 Never-married Sales Not-in-family Black Male0.00.040.0 United-States <=50K
60.0 Private177665.0 HS-grad9.0 Married-civ-spouse Craft-repair Husband White Male0.00.035.0 United-States <=50K
18.0 Private208103.0 11th7.0 Never-married Other-service Other-relative White Male0.00.025.0 United-States <=50K
28.0 Private296450.0 Bachelors13.0 Married-civ-spouse Prof-specialty Husband White Male0.00.040.0 United-States <=50K
36.0 Private70282.0 Some-college10.0 Divorced Adm-clerical Unmarried Black Female0.00.040.0 United-States <=50K
36.0 Private271767.0 Bachelors13.0 Separated Prof-specialty Not-in-family White Male0.00.040.0 ? <=50K
40.0 Private144995.0 Assoc-voc11.0 Married-civ-spouse Tech-support Husband White Male4386.00.040.0 United-States <=50K
36.0 Local-gov382635.0 Bachelors13.0 Divorced Adm-clerical Unmarried White Female0.00.035.0 Honduras <=50K
31.0 Private295697.0 HS-grad9.0 Separated Other-service Unmarried Black Female0.00.040.0 United-States <=50K
33.0 Private194141.0 HS-grad9.0 Married-civ-spouse Machine-op-inspct Husband White Male0.00.040.0 United-States <=50K
19.0 State-gov378418.0 HS-grad9.0 Never-married Tech-support Own-child White Female0.00.040.0 United-States <=50K
22.0 Private214399.0 Some-college10.0 Never-married Sales Own-child White Female0.00.015.0 United-States <=50K
34.0 Private217460.0 Bachelors13.0 Married-civ-spouse Exec-managerial Husband White Male0.00.045.0 United-States >50K
33.0 Private182556.0 HS-grad9.0 Never-married Other-service Not-in-family White Male0.00.040.0 United-States <=50K
41.0 Private125831.0 HS-grad9.0 Married-civ-spouse Craft-repair Husband White Male0.02051.060.0 United-States <=50K
29.0 Private271328.0 Bachelors13.0 Never-married Prof-specialty Not-in-family White Male4650.00.040.0 United-States <=50K
50.0 Local-gov50459.0 HS-grad9.0 Married-civ-spouse Exec-managerial Husband White Male0.00.042.0 United-States >50K
42.0 Private162140.0 Bachelors13.0 Married-civ-spouse Exec-managerial Husband White Male7298.00.045.0 United-States >50K
43.0 Private177937.0 Bachelors13.0 Never-married Prof-specialty Not-in-family White Male0.00.040.0 ? >50K
44.0 Private111502.0 HS-grad9.0 Married-civ-spouse Sales Wife White Female0.00.040.0 United-States <=50K
20.0 Private299047.0 Some-college10.0 Never-married Other-service Not-in-family White Female0.00.020.0 United-States <=50K
31.0 Private223212.0 HS-grad9.0 Married-civ-spouse Other-service Husband White Male0.00.040.0 Mexico <=50K
65.0 Self-emp-not-inc118474.0 11th7.0 Married-civ-spouse Exec-managerial Husband White Male9386.00.059.0 ? >50K
23.0 Private352139.0 Some-college10.0 Never-married Other-service Not-in-family White Female0.00.024.0 United-States <=50K
55.0 Private173093.0 Some-college10.0 Divorced Adm-clerical Not-in-family Asian-Pac-Islander Female0.00.040.0 United-States <=50K
26.0 Private181655.0 Assoc-voc11.0 Married-civ-spouse Adm-clerical Husband White Male0.02377.045.0 United-States <=50K
25.0 Private332702.0 Assoc-voc11.0 Never-married Other-service Own-child White Female0.00.015.0 United-States <=50K
45.0 ?51164.0 Some-college10.0 Married-civ-spouse ? Wife Black Female0.00.040.0 United-States <=50K
35.0 Private234901.0 Some-college10.0 Married-civ-spouse Craft-repair Husband White Male2407.00.040.0 United-States <=50K
36.0 Private131414.0 Some-college10.0 Never-married Sales Not-in-family Black Female0.00.036.0 United-States <=50K
43.0 State-gov260960.0 Bachelors13.0 Married-civ-spouse Prof-specialty Husband White Male0.00.050.0 United-States <=50K
56.0 Private156052.0 HS-grad9.0 Widowed Other-service Unmarried Black Female594.00.020.0 United-States <=50K
42.0 Private279914.0 Bachelors13.0 Married-civ-spouse Tech-support Husband White Male0.00.040.0 United-States >50K
19.0 Private192453.0 Some-college10.0 Never-married Other-service Other-relative White Female0.00.025.0 United-States <=50K
55.0 Self-emp-not-inc200939.0 HS-grad9.0 Married-civ-spouse Transport-moving Husband White Male0.00.072.0 United-States <=50K
42.0 Private151408.0 Masters14.0 Never-married Exec-managerial Not-in-family White Female14084.00.050.0 United-States >50K
26.0 Private112847.0 Assoc-voc11.0 Never-married Tech-support Own-child White Male0.00.040.0 United-States <=50K
17.0 Private316929.0 12th8.0 Never-married Handlers-cleaners Own-child White Male0.00.020.0 United-States <=50K
42.0 Local-gov126319.0 Bachelors13.0 Married-civ-spouse Prof-specialty Wife White Female0.00.040.0 United-States >50K
55.0 Private197422.0 HS-grad9.0 Married-civ-spouse Transport-moving Husband White Male7688.00.040.0 United-States >50K
32.0 Private267736.0 Some-college10.0 Never-married Adm-clerical Own-child Black Female0.00.040.0 United-States <=50K
29.0 Private267034.0 11th7.0 Never-married Craft-repair Own-child Black Male0.00.040.0 Haiti <=50K
46.0 State-gov193047.0 Bachelors13.0 Married-civ-spouse Prof-specialty Husband White Male0.00.037.0 United-States <=50K
29.0 State-gov356089.0 Bachelors13.0 Married-civ-spouse Exec-managerial Husband White Male7688.00.040.0 United-States >50K
22.0 Private223515.0 Bachelors13.0 Never-married Prof-specialty Unmarried White Male0.00.020.0 United-States <=50K
58.0 Self-emp-not-inc87510.0 10th6.0 Married-civ-spouse Craft-repair Husband White Male0.00.040.0 United-States <=50K
23.0 Private145111.0 HS-grad9.0 Never-married Transport-moving Unmarried White Male0.00.050.0 United-States <=50K
39.0 Private48093.0 HS-grad9.0 Never-married Handlers-cleaners Not-in-family White Male0.00.040.0 United-States <=50K
27.0 Private31757.0 Assoc-voc11.0 Never-married Craft-repair Own-child White Male0.00.038.0 United-States <=50K
54.0 Private285854.0 HS-grad9.0 Married-civ-spouse Transport-moving Husband White Male0.00.040.0 United-States >50K
33.0 Local-gov120064.0 Bachelors13.0 Never-married Prof-specialty Not-in-family White Female0.00.045.0 United-States <=50K
46.0 Federal-gov167381.0 HS-grad9.0 Married-civ-spouse Adm-clerical Wife White Female0.00.040.0 United-States >50K
37.0 Private103408.0 HS-grad9.0 Never-married Farming-fishing Not-in-family Black Male0.00.040.0 United-States <=50K
36.0 Private101460.0 HS-grad9.0 Never-married Other-service Not-in-family White Female0.00.018.0 United-States <=50K
59.0 Local-gov420537.0 HS-grad9.0 Married-civ-spouse Adm-clerical Wife White Female0.00.038.0 United-States >50K
34.0 Local-gov119411.0 HS-grad9.0 Divorced Protective-serv Unmarried White Male0.00.040.0 Portugal <=50K
53.0 Self-emp-inc128272.0 Doctorate16.0 Married-civ-spouse Exec-managerial Husband White Male0.00.070.0 United-States >50K
51.0 Private386773.0 Bachelors13.0 Never-married Sales Not-in-family White Male0.00.055.0 United-States >50K
32.0 Private283268.0 10th6.0 Separated Other-service Unmarried White Female0.00.042.0 United-States <=50K
31.0 State-gov301526.0 Some-college10.0 Married-spouse-absent Other-service Other-relative White Male0.00.040.0 United-States <=50K
22.0 Private151790.0 Some-college10.0 Married-civ-spouse Sales Wife White Female0.00.030.0 Germany <=50K
47.0 Self-emp-not-inc106252.0 Bachelors13.0 Divorced Sales Not-in-family White Female0.00.050.0 United-States <=50K
32.0 Private188557.0 HS-grad9.0 Never-married Machine-op-inspct Not-in-family White Male0.00.040.0 United-States <=50K
26.0 Private171114.0 Some-college10.0 Never-married Farming-fishing Not-in-family White Female0.00.038.0 United-States <=50K
37.0 Private327323.0 5th-6th3.0 Separated Farming-fishing Not-in-family White Male0.00.032.0 Guatemala <=50K
31.0 Private244147.0 HS-grad9.0 Divorced Craft-repair Unmarried White Male0.00.055.0 United-States <=50K
37.0 Private280282.0 Assoc-voc11.0 Married-civ-spouse Tech-support Wife White Female0.00.024.0 United-States >50K
55.0 Private116442.0 HS-grad9.0 Never-married Sales Not-in-family White Male0.00.038.0 United-States <=50K
23.0 Local-gov282579.0 Assoc-voc11.0 Divorced Tech-support Not-in-family White Male0.00.056.0 United-States <=50K
36.0 Private51838.0 Some-college10.0 Divorced Adm-clerical Unmarried White Female0.00.040.0 United-States <=50K
34.0 Private73585.0 Masters14.0 Married-civ-spouse Prof-specialty Husband White Male0.00.040.0 ? <=50K
43.0 Private226902.0 Bachelors13.0 Married-civ-spouse Sales Husband White Male0.00.050.0 United-States >50K
54.0 Private279129.0 Some-college10.0 Never-married Tech-support Not-in-family White Male0.00.040.0 United-States <=50K
43.0 State-gov146908.0 Some-college10.0 Married-civ-spouse Craft-repair Husband White Male0.00.040.0 ? <=50K
28.0 Private196690.0 Assoc-voc11.0 Never-married Machine-op-inspct Not-in-family White Female0.01669.042.0 United-States <=50K
40.0 Private130760.0 Assoc-voc11.0 Married-civ-spouse Exec-managerial Husband White Male0.00.050.0 United-States >50K
41.0 Self-emp-not-inc49572.0 Some-college10.0 Married-civ-spouse Exec-managerial Husband White Male0.00.060.0 United-States <=50K
40.0 Private237601.0 Bachelors13.0 Never-married Sales Not-in-family Other Female0.00.055.0 United-States >50K
42.0 Private169628.0 Some-college10.0 Divorced Adm-clerical Not-in-family Black Female0.00.038.0 United-States <=50K
61.0 Self-emp-not-inc36671.0 HS-grad9.0 Married-civ-spouse Farming-fishing Husband White Male0.02352.050.0 United-States <=50K
18.0 Private231193.0 12th8.0 Never-married Machine-op-inspct Own-child White Male0.00.030.0 United-States <=50K
59.0 ?192130.0 HS-grad9.0 Married-civ-spouse ? Husband White Male0.00.016.0 United-States <=50K
21.0 ?149704.0 HS-grad9.0 Never-married ? Not-in-family White Female1055.00.040.0 United-States <=50K
48.0 Private102102.0 Assoc-voc11.0 Married-civ-spouse Tech-support Husband White Male0.00.050.0 United-States >50K
41.0 Self-emp-inc32185.0 Bachelors13.0 Married-civ-spouse Tech-support Husband White Male0.00.040.0 United-States <=50K
18.0 ?196061.0 Some-college10.0 Never-married ? Own-child White Male0.00.033.0 United-States <=50K
23.0 Private211046.0 HS-grad9.0 Never-married Sales Not-in-family White Female2463.00.040.0 United-States <=50K
60.0 Private31577.0 HS-grad9.0 Married-civ-spouse Transport-moving Husband White Male0.00.060.0 United-States >50K
22.0 Private162343.0 Some-college10.0 Never-married Other-service Other-relative Black Male0.00.020.0 United-States <=50K
61.0 Private128831.0 HS-grad9.0 Married-civ-spouse Machine-op-inspct Husband White Male0.00.040.0 United-States <=50K
25.0 Private316688.0 HS-grad9.0 Never-married Machine-op-inspct Not-in-family Black Male0.00.040.0 United-States <=50K
46.0 Private90758.0 Masters14.0 Never-married Tech-support Not-in-family White Male0.00.035.0 United-States >50K
43.0 Private274363.0 Bachelors13.0 Married-civ-spouse Exec-managerial Husband White Male0.01902.040.0 England >50K
43.0 Private154538.0 Assoc-acdm12.0 Divorced Craft-repair Not-in-family White Male0.00.040.0 United-States <=50K
24.0 Private106085.0 HS-grad9.0 Never-married Other-service Own-child Black Male0.01721.030.0 United-States <=50K
68.0 Self-emp-not-inc315859.0 11th7.0 Never-married Farming-fishing Unmarried White Male0.00.020.0 United-States <=50K
31.0 Private51471.0 HS-grad9.0 Divorced Adm-clerical Unmarried White Female0.00.038.0 United-States <=50K
17.0 Private193830.0 11th7.0 Never-married Sales Own-child White Female0.00.020.0 United-States <=50K
32.0 Private231043.0 HS-grad9.0 Married-civ-spouse Craft-repair Husband White Male5178.00.048.0 United-States >50K
50.0 ?23780.0 Masters14.0 Married-spouse-absent ? Other-relative White Male0.00.040.0 United-States <=50K
33.0 Private169879.0 Bachelors13.0 Married-civ-spouse Prof-specialty Husband White Male3103.00.047.0 United-States >50K
64.0 Private270333.0 Bachelors13.0 Married-civ-spouse Prof-specialty Husband White Male0.00.040.0 United-States >50K
20.0 Private138768.0 HS-grad9.0 Never-married Transport-moving Own-child White Male0.00.030.0 United-States <=50K
30.0 Private191571.0 HS-grad9.0 Separated Other-service Own-child White Female0.00.036.0 United-States <=50K
22.0 ?219941.0 Some-college10.0 Never-married ? Own-child Black Male0.00.040.0 United-States <=50K
43.0 Private94113.0 Some-college10.0 Divorced Exec-managerial Not-in-family White Male0.00.045.0 United-States <=50K
22.0 Private137510.0 Some-college10.0 Never-married Adm-clerical Own-child White Male0.00.040.0 United-States <=50K
17.0 Private32607.0 10th6.0 Never-married Farming-fishing Own-child White Male0.00.020.0 United-States <=50K
47.0 Self-emp-not-inc93208.0 HS-grad9.0 Married-civ-spouse Other-service Wife White Female0.00.075.0 Italy <=50K
41.0 Private254440.0 Assoc-voc11.0 Never-married Prof-specialty Not-in-family White Female0.00.060.0 United-States <=50K
56.0 Private186556.0 Some-college10.0 Married-civ-spouse Craft-repair Husband White Male0.00.050.0 United-States >50K
64.0 Private169871.0 HS-grad9.0 Married-civ-spouse Transport-moving Husband White Male0.00.045.0 United-States <=50K
47.0 Private191277.0 HS-grad9.0 Married-civ-spouse Transport-moving Husband White Male0.00.050.0 United-States >50K
48.0 Private167159.0 Assoc-voc11.0 Never-married Adm-clerical Unmarried White Male0.00.040.0 United-States <=50K
31.0 Private171871.0 Masters14.0 Never-married Prof-specialty Not-in-family White Female0.00.046.0 United-States <=50K
29.0 Private154411.0 Assoc-voc11.0 Never-married Tech-support Own-child White Male0.00.040.0 United-States <=50K
30.0 Private129227.0 HS-grad9.0 Widowed Adm-clerical Not-in-family White Female0.00.040.0 United-States <=50K
32.0 Private110331.0 HS-grad9.0 Married-civ-spouse Exec-managerial Husband White Male0.01672.060.0 United-States <=50K
57.0 Private34269.0 HS-grad9.0 Widowed Transport-moving Unmarried White Male0.0653.042.0 United-States >50K
62.0 Private174355.0 HS-grad9.0 Widowed Other-service Not-in-family White Female0.00.040.0 United-States <=50K
39.0 Private680390.0 HS-grad9.0 Separated Machine-op-inspct Unmarried White Female0.00.024.0 United-States <=50K
43.0 Private233130.0 Some-college10.0 Never-married Adm-clerical Not-in-family White Male0.00.025.0 United-States <=50K
24.0 Self-emp-inc165474.0 Bachelors13.0 Never-married Sales Own-child White Male0.00.040.0 United-States <=50K
42.0 ?257780.0 11th7.0 Married-civ-spouse ? Husband White Male0.00.015.0 United-States <=50K
53.0 Private194259.0 Some-college10.0 Married-civ-spouse Adm-clerical Wife White Female4386.00.040.0 United-States >50K
26.0 Private280093.0 Some-college10.0 Never-married Handlers-cleaners Own-child White Male0.00.040.0 United-States <=50K
73.0 Self-emp-not-inc177387.0 HS-grad9.0 Married-civ-spouse Exec-managerial Husband White Male0.00.040.0 United-States <=50K
72.0 ?28929.0 11th7.0 Widowed ? Not-in-family White Female0.00.024.0 United-States <=50K
55.0 Private105304.0 HS-grad9.0 Married-civ-spouse Machine-op-inspct Husband White Male0.00.040.0 United-States <=50K
25.0 Private499233.0 HS-grad9.0 Divorced Adm-clerical Not-in-family White Male0.00.040.0 United-States <=50K
41.0 Private180572.0 Bachelors13.0 Divorced Prof-specialty Not-in-family White Female0.00.050.0 United-States >50K
24.0 Private321435.0 Bachelors13.0 Never-married Exec-managerial Not-in-family White Male0.00.050.0 United-States <=50K
63.0 Private86108.0 HS-grad9.0 Widowed Farming-fishing Not-in-family White Male0.00.06.0 United-States <=50K
17.0 Private198124.0 11th7.0 Never-married Sales Own-child White Male0.00.020.0 United-States <=50K
35.0 Private135162.0 Some-college10.0 Married-civ-spouse Craft-repair Husband White Male0.00.050.0 United-States <=50K
51.0 Private146813.0 Some-college10.0 Married-civ-spouse Prof-specialty Husband White Male0.00.040.0 United-States >50K
62.0 Local-gov291175.0 Bachelors13.0 Widowed Prof-specialty Not-in-family White Female0.00.048.0 United-States <=50K
55.0 Private387569.0 HS-grad9.0 Married-civ-spouse Craft-repair Husband White Male4386.00.040.0 United-States >50K
43.0 Private102895.0 Some-college10.0 Divorced Prof-specialty Not-in-family White Male0.00.040.0 United-States <=50K
40.0 Local-gov33274.0 HS-grad9.0 Divorced Other-service Not-in-family White Female0.00.050.0 United-States <=50K
37.0 Private86551.0 Bachelors13.0 Married-civ-spouse Exec-managerial Husband White Male0.00.045.0 United-States >50K
39.0 Private138192.0 Bachelors13.0 Married-civ-spouse Craft-repair Husband White Male0.00.040.0 United-States <=50K
31.0 Private118966.0 HS-grad9.0 Never-married Craft-repair Own-child White Male0.00.018.0 United-States <=50K
61.0 Private99784.0 Masters14.0 Widowed Prof-specialty Not-in-family White Female0.00.040.0 United-States >50K
26.0 Private90980.0 Assoc-voc11.0 Divorced Adm-clerical Not-in-family White Female0.00.055.0 United-States <=50K
46.0 Self-emp-not-inc177407.0 HS-grad9.0 Married-civ-spouse Sales Husband White Male0.00.050.0 United-States <=50K
26.0 Private96467.0 Bachelors13.0 Never-married Prof-specialty Not-in-family White Female0.00.040.0 United-States <=50K
48.0 State-gov327886.0 Doctorate16.0 Divorced Prof-specialty Own-child White Male0.00.050.0 United-States >50K
34.0 Private111567.0 HS-grad9.0 Never-married Transport-moving Own-child White Male0.00.040.0 United-States <=50K
34.0 Local-gov166545.0 HS-grad9.0 Never-married Adm-clerical Own-child White Female0.00.040.0 United-States <=50K
59.0 Private142182.0 HS-grad9.0 Married-civ-spouse Other-service Husband White Male0.00.040.0 United-States >50K
34.0 Private188798.0 Bachelors13.0 Never-married Prof-specialty Own-child White Female0.00.040.0 United-States <=50K
49.0 Private38563.0 Bachelors13.0 Never-married Exec-managerial Not-in-family White Female0.00.056.0 United-States >50K
18.0 Private216284.0 11th7.0 Never-married Adm-clerical Own-child White Female0.00.020.0 United-States <=50K
43.0 Private191547.0 HS-grad9.0 Married-civ-spouse Farming-fishing Husband White Male0.00.040.0 Mexico <=50K
48.0 Private285335.0 11th7.0 Married-civ-spouse Exec-managerial Husband White Male0.00.050.0 United-States <=50K
28.0 Self-emp-inc142712.0 Some-college10.0 Married-civ-spouse Exec-managerial Husband White Male0.00.070.0 United-States <=50K
33.0 Private80945.0 HS-grad9.0 Married-civ-spouse Machine-op-inspct Husband White Male0.00.040.0 United-States <=50K
24.0 Private309055.0 Some-college10.0 Never-married Sales Not-in-family White Female0.00.015.0 United-States <=50K
21.0 Private62339.0 10th6.0 Never-married Handlers-cleaners Not-in-family White Male0.00.040.0 United-States <=50K
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"]}}],"execution_count":4},{"cell_type":"markdown","source":["We should perform a number of transformations before we can fit a machine learning model to our data. We will group these transformations in a pipeline. \n\nFirst, we should transform the categorical variables in our data set, as many machine learning algorithms can't handle categorical features. This can be done using one hot encoding, where we will basically create a new column for each category of the categorocal variable. \n\nWe will use a combination of StringIndexer (to give every unique value in a column an index) and OneHotEncoderEstimator (to map the feature to a binary vector with at most a single one-value indicating the presence of a specific feature value from among the set of all feature values) to do so."],"metadata":{}},{"cell_type":"code","source":["from pyspark.ml import Pipeline\nfrom pyspark.ml.feature import OneHotEncoderEstimator, StringIndexer, VectorAssembler\n\n#These are all categorical columns that need to be transformed\ncategoricalColumns = [\"workclass\", \"education\", \"marital_status\", \"occupation\", \"relationship\", \"race\", \"sex\", \"native_country\"]\n\nstages = [] # Here we will add the stages in our Pipeline\nfor categoricalCol in categoricalColumns:# Repeat this loop for each categorical column\n #Category Indexing with StringIndexer\n stringIndexer = StringIndexer(inputCol=categoricalCol, outputCol=categoricalCol + \"Index\")\n # Use OneHotEncoder to convert categorical variables into binary SparseVectors\n encoder = OneHotEncoderEstimator(inputCols=[stringIndexer.getOutputCol()], outputCols=[categoricalCol + \"classVec\"])\n # Add stages to the pipeline. These are not run here, but will run all at once later on.\n stages += [stringIndexer, encoder]\n "],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["\n
"]}}],"execution_count":6},{"cell_type":"markdown","source":["Next, we should also encode our labels to label indices as well. We can again use the StringIndexer to do so."],"metadata":{}},{"cell_type":"code","source":["# Convert label into label indices using the StringIndexer\nlabel_stringIdx = StringIndexer(inputCol=\"income\", outputCol=\"label\")\nstages += [label_stringIdx]"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["\n
"]}}],"execution_count":8},{"cell_type":"markdown","source":["Next, we should merge all feature columns into a single vector column. This is needed for machine learning algorithms to be applied."],"metadata":{}},{"cell_type":"code","source":["# Transform all features into a vector using VectorAssembler\nnumericCols = [\"age\", \"fnlwgt\", \"education_num\", \"capital_gain\", \"capital_loss\", \"hours_per_week\"]\nassemblerInputs = [c + \"classVec\" for c in categoricalColumns] + numericCols\nassembler = VectorAssembler(inputCols=assemblerInputs, outputCol=\"features\")\nstages += [assembler]"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["\n
"]}}],"execution_count":10},{"cell_type":"markdown","source":["Now, let's chain all the transformations together to specify our workflow in a pipeline"],"metadata":{}},{"cell_type":"code","source":["partialPipeline = Pipeline().setStages(stages)\npipelineModel = partialPipeline.fit(sparkdf)\npreppedDataDF = pipelineModel.transform(sparkdf)"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["\n
"]}}],"execution_count":12},{"cell_type":"markdown","source":["The only input data we need to fit a ML model, is the vector colomn with all the features and the label column. Let's select those two columns"],"metadata":{}},{"cell_type":"code","source":["selectedcols = [\"label\", \"features\"] \ndataset = preppedDataDF.select(selectedcols)\ndisplay(dataset)"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["
labelfeatures
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0.0List(0, 100, List(0, 14, 24, 33, 44, 49, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 32.0, 205019.0, 12.0, 50.0))
1.0List(0, 100, List(0, 12, 23, 30, 43, 50, 52, 55, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 40.0, 121772.0, 11.0, 40.0))
0.0List(0, 100, List(0, 16, 23, 37, 43, 51, 52, 54, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 34.0, 245487.0, 4.0, 45.0))
0.0List(0, 100, List(1, 8, 24, 39, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 25.0, 176756.0, 9.0, 35.0))
0.0List(0, 100, List(0, 8, 24, 35, 46, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 32.0, 186824.0, 9.0, 40.0))
0.0List(0, 100, List(0, 13, 23, 33, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 38.0, 28887.0, 7.0, 50.0))
1.0List(0, 100, List(1, 11, 25, 31, 46, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 43.0, 292175.0, 14.0, 45.0))
1.0List(0, 100, List(0, 20, 23, 29, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 40.0, 193524.0, 16.0, 60.0))
0.0List(0, 100, List(0, 8, 26, 34, 46, 49, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 54.0, 302146.0, 9.0, 20.0))
0.0List(0, 100, List(6, 18, 23, 39, 43, 49, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 35.0, 76845.0, 5.0, 40.0))
0.0List(0, 100, List(0, 13, 23, 37, 43, 48, 52, 53, 94, 95, 96, 98, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 43.0, 117037.0, 7.0, 2042.0, 40.0))
0.0List(0, 100, List(0, 8, 25, 40, 46, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 59.0, 109015.0, 9.0, 40.0))
1.0List(0, 100, List(2, 10, 23, 40, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 56.0, 216851.0, 13.0, 40.0))
0.0List(0, 100, List(0, 8, 24, 30, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 19.0, 168294.0, 9.0, 40.0))
1.0List(0, 100, List(3, 9, 23, 36, 43, 50, 52, 65, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 54.0, 180211.0, 10.0, 60.0))
0.0List(0, 100, List(0, 8, 25, 31, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 39.0, 367260.0, 9.0, 80.0))
0.0List(0, 100, List(0, 8, 23, 30, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 49.0, 193366.0, 9.0, 40.0))
0.0List(0, 100, List(2, 14, 24, 41, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 23.0, 190709.0, 12.0, 52.0))
0.0List(0, 100, List(0, 9, 24, 33, 45, 49, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 20.0, 266015.0, 10.0, 44.0))
0.0List(0, 100, List(0, 10, 25, 31, 45, 48, 52, 53, 94, 95, 96, 98, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 45.0, 386940.0, 13.0, 1408.0, 40.0))
0.0List(0, 100, List(6, 9, 23, 32, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 30.0, 59951.0, 10.0, 40.0))
0.0List(0, 100, List(4, 9, 23, 34, 43, 49, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 22.0, 311512.0, 10.0, 15.0))
0.0List(0, 100, List(0, 13, 24, 35, 46, 48, 52, 59, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 48.0, 242406.0, 7.0, 40.0))
0.0List(0, 100, List(0, 9, 24, 35, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 21.0, 197200.0, 10.0, 40.0))
0.0List(0, 100, List(0, 8, 32, 47, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 19.0, 544091.0, 9.0, 25.0))
1.0List(0, 100, List(0, 9, 23, 33, 43, 48, 52, 55, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 31.0, 84154.0, 10.0, 38.0))
0.0List(0, 100, List(1, 14, 23, 29, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 48.0, 265477.0, 12.0, 40.0))
0.0List(0, 100, List(0, 18, 23, 35, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 31.0, 507875.0, 5.0, 43.0))
0.0List(0, 100, List(1, 10, 23, 29, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 53.0, 88506.0, 13.0, 40.0))
0.0List(0, 100, List(0, 10, 23, 40, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 24.0, 172987.0, 13.0, 50.0))
0.0List(0, 100, List(0, 8, 26, 32, 46, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 49.0, 94638.0, 9.0, 40.0))
0.0List(0, 100, List(0, 8, 24, 38, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 25.0, 289980.0, 9.0, 35.0))
1.0List(0, 100, List(6, 10, 23, 29, 43, 49, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 57.0, 337895.0, 13.0, 40.0))
0.0List(0, 100, List(0, 8, 23, 35, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 53.0, 144361.0, 9.0, 38.0))
0.0List(0, 100, List(0, 11, 25, 31, 46, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 44.0, 128354.0, 14.0, 40.0))
0.0List(0, 100, List(4, 12, 23, 30, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 41.0, 101603.0, 11.0, 40.0))
0.0List(0, 100, List(0, 12, 24, 29, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 29.0, 271466.0, 11.0, 43.0))
0.0List(0, 100, List(0, 9, 23, 31, 47, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 25.0, 32275.0, 10.0, 40.0))
0.0List(0, 100, List(0, 8, 24, 34, 45, 48, 55, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 18.0, 226956.0, 9.0, 30.0))
1.0List(0, 100, List(0, 17, 23, 29, 47, 48, 91, 94, 95, 96, 98, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 47.0, 51835.0, 15.0, 1902.0, 60.0))
1.0List(0, 100, List(6, 10, 25, 31, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 50.0, 251585.0, 13.0, 55.0))
0.0List(0, 100, List(5, 8, 25, 31, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 47.0, 109832.0, 9.0, 60.0))
1.0List(0, 100, List(0, 9, 23, 40, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 43.0, 237993.0, 10.0, 40.0))
0.0List(0, 100, List(0, 21, 23, 35, 43, 48, 52, 54, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 46.0, 216666.0, 3.0, 40.0))
0.0List(0, 100, List(0, 12, 23, 34, 43, 48, 52, 59, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 35.0, 56352.0, 11.0, 40.0))
0.0List(0, 100, List(0, 8, 23, 32, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 41.0, 147372.0, 9.0, 48.0))
0.0List(0, 100, List(0, 8, 23, 35, 43, 48, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 30.0, 188146.0, 9.0, 5013.0, 40.0))
0.0List(0, 100, List(0, 10, 23, 33, 43, 48, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 30.0, 59496.0, 13.0, 2407.0, 40.0))
0.0List(0, 100, List(3, 16, 28, 36, 44, 48, 52, 55, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 32.0, 293936.0, 4.0, 40.0))
0.0List(0, 100, List(0, 8, 23, 37, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 48.0, 149640.0, 9.0, 40.0))
1.0List(0, 100, List(0, 20, 23, 29, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 42.0, 116632.0, 16.0, 45.0))
0.0List(0, 100, List(0, 9, 25, 40, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 29.0, 105598.0, 10.0, 58.0))
0.0List(0, 100, List(0, 8, 23, 30, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 36.0, 155537.0, 9.0, 40.0))
0.0List(0, 100, List(0, 9, 25, 32, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 28.0, 183175.0, 10.0, 40.0))
1.0List(0, 100, List(0, 8, 23, 32, 47, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 53.0, 169846.0, 9.0, 40.0))
1.0List(0, 100, List(5, 9, 23, 31, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 49.0, 191681.0, 10.0, 50.0))
0.0List(0, 100, List(3, 9, 24, 36, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 25.0, 200681.0, 10.0, 40.0))
0.0List(0, 100, List(0, 9, 24, 29, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 19.0, 101509.0, 10.0, 32.0))
0.0List(0, 100, List(0, 10, 26, 33, 45, 49, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 31.0, 309974.0, 13.0, 40.0))
1.0List(0, 100, List(1, 10, 23, 33, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 29.0, 162298.0, 13.0, 70.0))
0.0List(0, 100, List(0, 9, 24, 35, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 23.0, 211678.0, 10.0, 40.0))
0.0List(0, 100, List(0, 9, 23, 29, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 79.0, 124744.0, 10.0, 20.0))
0.0List(0, 100, List(0, 8, 24, 34, 45, 48, 52, 54, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 27.0, 213921.0, 9.0, 40.0))
0.0List(0, 100, List(0, 14, 23, 32, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 40.0, 32214.0, 12.0, 40.0))
0.0List(0, 100, List(3, 15, 23, 36, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 67.0, 212759.0, 6.0, 2.0))
0.0List(0, 100, List(0, 13, 24, 34, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 18.0, 309634.0, 7.0, 22.0))
0.0List(0, 100, List(2, 16, 23, 39, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 31.0, 125927.0, 4.0, 40.0))
0.0List(0, 100, List(0, 8, 24, 33, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 18.0, 446839.0, 9.0, 30.0))
0.0List(0, 100, List(0, 10, 23, 34, 43, 48, 52, 62, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 52.0, 276515.0, 13.0, 40.0))
0.0List(0, 100, List(0, 8, 23, 34, 47, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 46.0, 51618.0, 9.0, 40.0))
0.0List(0, 100, List(0, 8, 23, 33, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 59.0, 159937.0, 9.0, 48.0))
1.0List(0, 100, List(0, 8, 25, 30, 44, 48, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 44.0, 343591.0, 9.0, 14344.0, 40.0))
0.0List(0, 100, List(0, 8, 25, 33, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 53.0, 346253.0, 9.0, 35.0))
1.0List(0, 100, List(2, 8, 23, 41, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 49.0, 268234.0, 9.0, 40.0))
0.0List(0, 100, List(0, 11, 23, 29, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 33.0, 202051.0, 14.0, 50.0))
0.0List(0, 100, List(0, 18, 24, 33, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 30.0, 54334.0, 5.0, 40.0))
1.0List(0, 100, List(6, 20, 24, 29, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 43.0, 410867.0, 16.0, 50.0))
0.0List(0, 100, List(0, 12, 23, 29, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 57.0, 249977.0, 11.0, 40.0))
0.0List(0, 100, List(0, 9, 25, 30, 46, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 37.0, 286730.0, 10.0, 40.0))
0.0List(0, 100, List(0, 9, 25, 35, 46, 49, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 28.0, 212563.0, 10.0, 25.0))
0.0List(0, 100, List(0, 8, 23, 33, 47, 50, 55, 94, 95, 96, 98, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 30.0, 117747.0, 9.0, 1573.0, 35.0))
1.0List(0, 100, List(2, 10, 23, 41, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 34.0, 226296.0, 13.0, 40.0))
0.0List(0, 100, List(2, 9, 24, 38, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 29.0, 115585.0, 10.0, 50.0))
1.0List(0, 100, List(1, 20, 23, 29, 43, 48, 52, 53, 94, 95, 96, 98, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 48.0, 191277.0, 16.0, 1902.0, 60.0))
1.0List(0, 100, List(0, 9, 23, 33, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 37.0, 202683.0, 10.0, 48.0))
0.0List(0, 100, List(0, 14, 25, 31, 46, 48, 63, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 48.0, 171095.0, 12.0, 40.0))
0.0List(0, 100, List(6, 8, 24, 34, 45, 49, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 32.0, 249409.0, 9.0, 40.0))
1.0List(0, 100, List(0, 11, 23, 31, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 76.0, 124191.0, 14.0, 40.0))
1.0List(0, 100, List(0, 10, 23, 31, 43, 48, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 44.0, 198282.0, 13.0, 15024.0, 60.0))
0.0List(0, 100, List(1, 11, 24, 29, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 47.0, 149116.0, 14.0, 50.0))
0.0List(0, 100, List(0, 9, 24, 40, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 20.0, 188300.0, 10.0, 40.0))
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0.0List(0, 100, List(3, 15, 24, 36, 45, 48, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 17.0, 304873.0, 6.0, 34095.0, 32.0))
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0.0List(0, 100, List(2, 8, 24, 32, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 31.0, 189265.0, 9.0, 40.0))
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0.0List(0, 100, List(0, 9, 23, 33, 47, 48, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 28.0, 377869.0, 10.0, 4064.0, 25.0))
0.0List(0, 100, List(0, 8, 24, 35, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 36.0, 102864.0, 9.0, 40.0))
0.0List(0, 100, List(0, 18, 23, 38, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 53.0, 95647.0, 5.0, 50.0))
0.0List(0, 100, List(5, 9, 23, 33, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 56.0, 303090.0, 10.0, 50.0))
1.0List(0, 100, List(2, 12, 23, 30, 43, 49, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 49.0, 197371.0, 11.0, 40.0))
0.0List(0, 100, List(0, 9, 23, 33, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 55.0, 247552.0, 10.0, 56.0))
0.0List(0, 100, List(0, 8, 24, 30, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 22.0, 102632.0, 9.0, 41.0))
0.0List(0, 100, List(0, 9, 24, 34, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 21.0, 199915.0, 10.0, 40.0))
0.0List(0, 100, List(0, 10, 23, 31, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 40.0, 118853.0, 13.0, 60.0))
0.0List(0, 100, List(0, 10, 24, 31, 45, 49, 52, 57, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 30.0, 77143.0, 13.0, 40.0))
1.0List(0, 100, List(4, 10, 23, 29, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 29.0, 267989.0, 13.0, 50.0))
0.0List(0, 100, List(0, 9, 24, 34, 45, 49, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 19.0, 301606.0, 10.0, 35.0))
1.0List(0, 100, List(0, 10, 23, 31, 47, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 47.0, 287828.0, 13.0, 40.0))
0.0List(0, 100, List(0, 9, 24, 32, 45, 48, 53, 94, 95, 96, 98, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 20.0, 111697.0, 10.0, 1719.0, 28.0))
1.0List(0, 100, List(0, 14, 23, 32, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 31.0, 114937.0, 12.0, 40.0))
0.0List(0, 100, List(3, 8, 23, 36, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 35.0, 129305.0, 9.0, 40.0))
0.0List(0, 100, List(0, 9, 25, 30, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 39.0, 365739.0, 10.0, 40.0))
0.0List(0, 100, List(0, 14, 24, 33, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 28.0, 69621.0, 12.0, 60.0))
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1.0List(0, 100, List(6, 11, 23, 29, 43, 48, 52, 76, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 38.0, 125933.0, 14.0, 40.0))
0.0List(0, 100, List(1, 8, 23, 30, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 43.0, 56920.0, 9.0, 60.0))
0.0List(0, 100, List(0, 12, 23, 32, 47, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 27.0, 163127.0, 11.0, 35.0))
0.0List(0, 100, List(0, 9, 24, 33, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 20.0, 34310.0, 10.0, 20.0))
1.0List(0, 100, List(0, 9, 23, 30, 43, 50, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 49.0, 81973.0, 10.0, 40.0))
0.0List(0, 100, List(5, 8, 23, 30, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 61.0, 66614.0, 9.0, 40.0))
0.0List(0, 100, List(0, 9, 24, 33, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 27.0, 232782.0, 10.0, 40.0))
0.0List(0, 100, List(0, 9, 24, 34, 45, 48, 52, 54, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 19.0, 316868.0, 10.0, 30.0))
1.0List(0, 100, List(0, 12, 24, 29, 44, 48, 53, 94, 95, 96, 98, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 45.0, 196584.0, 11.0, 1564.0, 40.0))
0.0List(0, 100, List(0, 9, 24, 40, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 70.0, 105376.0, 10.0, 40.0))
0.0List(0, 100, List(0, 8, 24, 37, 46, 49, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 31.0, 185814.0, 9.0, 30.0))
0.0List(0, 100, List(0, 9, 23, 34, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 22.0, 175374.0, 10.0, 24.0))
0.0List(0, 100, List(0, 8, 27, 34, 46, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 36.0, 108293.0, 9.0, 24.0))
0.0List(0, 100, List(0, 13, 23, 30, 43, 48, 52, 53, 94, 95, 96, 98, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 64.0, 181232.0, 7.0, 2179.0, 40.0))
0.0List(0, 100, List(3, 9, 25, 36, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 43.0, 174662.0, 10.0, 40.0))
0.0List(0, 100, List(2, 9, 25, 32, 46, 48, 54, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 47.0, 186009.0, 10.0, 38.0))
0.0List(0, 100, List(0, 8, 24, 32, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 34.0, 198183.0, 9.0, 40.0))
0.0List(0, 100, List(0, 10, 24, 31, 50, 56, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 33.0, 163003.0, 13.0, 40.0))
0.0List(0, 100, List(0, 8, 24, 30, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 21.0, 296158.0, 9.0, 35.0))
1.0List(0, 100, List(3, 8, 25, 36, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 52.0, 252903.0, 9.0, 45.0))
0.0List(0, 100, List(0, 8, 23, 30, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 48.0, 187715.0, 9.0, 46.0))
0.0List(0, 100, List(0, 10, 24, 38, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 23.0, 214542.0, 13.0, 40.0))
0.0List(0, 100, List(1, 9, 26, 33, 46, 49, 52, 53, 94, 95, 96, 98, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 71.0, 494223.0, 10.0, 1816.0, 2.0))
0.0List(0, 100, List(0, 8, 25, 30, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 29.0, 191535.0, 9.0, 60.0))
0.0List(0, 100, List(0, 10, 26, 34, 49, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 42.0, 228456.0, 13.0, 50.0))
0.0List(0, 100, List(3, 22, 25, 36, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 68.0, 38317.0, 2.0, 20.0))
0.0List(0, 100, List(0, 8, 24, 34, 46, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 25.0, 252752.0, 9.0, 40.0))
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1.0List(0, 100, List(0, 9, 23, 33, 43, 48, 52, 53, 94, 95, 96, 98, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 51.0, 96062.0, 10.0, 1977.0, 40.0))
0.0List(0, 100, List(0, 10, 24, 30, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 27.0, 428030.0, 13.0, 50.0))
1.0List(0, 100, List(4, 10, 23, 29, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 28.0, 149624.0, 13.0, 40.0))
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0.0List(0, 100, List(0, 10, 23, 29, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 33.0, 37274.0, 13.0, 65.0))
1.0List(0, 100, List(2, 9, 23, 31, 43, 49, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 44.0, 181344.0, 10.0, 38.0))
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1.0List(0, 100, List(0, 16, 23, 35, 43, 48, 52, 54, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 40.0, 286370.0, 4.0, 40.0))
1.0List(0, 100, List(6, 9, 23, 32, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 37.0, 29054.0, 10.0, 42.0))
0.0List(0, 100, List(0, 8, 23, 32, 43, 49, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 34.0, 304030.0, 9.0, 40.0))
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1.0List(0, 100, List(4, 20, 23, 29, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 58.0, 109567.0, 16.0, 1.0))
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0.0List(0, 100, List(0, 9, 23, 35, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 24.0, 159567.0, 10.0, 40.0))
0.0List(0, 100, List(2, 10, 23, 30, 43, 49, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 41.0, 523910.0, 13.0, 40.0))
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0.0List(0, 100, List(0, 9, 25, 30, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 36.0, 99374.0, 10.0, 40.0))
1.0List(0, 100, List(6, 11, 24, 31, 44, 48, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 40.0, 56795.0, 14.0, 14084.0, 55.0))
1.0List(0, 100, List(0, 11, 23, 29, 48, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 35.0, 138992.0, 14.0, 7298.0, 40.0))
0.0List(0, 100, List(1, 8, 24, 33, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 24.0, 32921.0, 9.0, 40.0))
0.0List(0, 100, List(0, 11, 24, 29, 44, 48, 53, 94, 95, 96, 98, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 26.0, 397317.0, 14.0, 1876.0, 40.0))
0.0List(0, 100, List(3, 8, 24, 36, 45, 48, 52, 67, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 19.0, 170653.0, 9.0, 40.0))
1.0List(0, 100, List(0, 10, 23, 31, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 51.0, 259323.0, 13.0, 50.0))
0.0List(0, 100, List(2, 9, 24, 29, 44, 48, 53, 94, 95, 96, 98, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 42.0, 254817.0, 10.0, 1340.0, 40.0))
0.0List(0, 100, List(4, 8, 25, 32, 46, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 37.0, 48211.0, 9.0, 35.0))
0.0List(0, 100, List(0, 13, 24, 33, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 18.0, 140164.0, 7.0, 40.0))
1.0List(0, 100, List(0, 10, 23, 34, 43, 49, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 36.0, 128757.0, 13.0, 7298.0, 36.0))
0.0List(0, 100, List(0, 8, 25, 30, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 35.0, 36270.0, 9.0, 60.0))
1.0List(0, 100, List(5, 8, 23, 33, 47, 48, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 58.0, 210563.0, 9.0, 15024.0, 35.0))
0.0List(0, 100, List(0, 13, 24, 33, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 17.0, 65368.0, 7.0, 12.0))
0.0List(0, 100, List(2, 8, 23, 37, 43, 49, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 44.0, 160943.0, 9.0, 40.0))
1.0List(0, 100, List(0, 8, 23, 30, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 37.0, 208358.0, 9.0, 40.0))
0.0List(0, 100, List(0, 9, 24, 33, 44, 51, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 35.0, 153790.0, 10.0, 40.0))
0.0List(0, 100, List(0, 8, 23, 30, 43, 50, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 60.0, 85815.0, 9.0, 40.0))
1.0List(0, 100, List(5, 16, 23, 35, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 54.0, 125417.0, 4.0, 40.0))
1.0List(0, 100, List(0, 10, 24, 31, 44, 49, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 37.0, 635913.0, 13.0, 60.0))
0.0List(0, 100, List(0, 14, 25, 33, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 50.0, 313321.0, 12.0, 40.0))
0.0List(0, 100, List(0, 10, 23, 33, 43, 48, 52, 72, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 38.0, 182609.0, 13.0, 50.0))
0.0List(0, 100, List(0, 10, 23, 29, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 45.0, 109434.0, 13.0, 55.0))
0.0List(0, 100, List(0, 15, 24, 30, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 25.0, 255004.0, 6.0, 40.0))
0.0List(0, 100, List(0, 9, 23, 38, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 31.0, 197860.0, 10.0, 40.0))
0.0List(0, 100, List(3, 22, 25, 36, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 64.0, 187656.0, 2.0, 40.0))
0.0List(0, 100, List(0, 8, 24, 34, 44, 49, 52, 53, 94, 95, 96, 98, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 90.0, 51744.0, 9.0, 2206.0, 40.0))
0.0List(0, 100, List(0, 8, 23, 32, 43, 49, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 54.0, 176681.0, 9.0, 20.0))
0.0List(0, 100, List(2, 24, 35, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 53.0, 140359.0, 1.0, 35.0))
0.0List(0, 100, List(0, 8, 24, 33, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 18.0, 243313.0, 9.0, 40.0))
0.0List(0, 100, List(3, 15, 25, 36, 44, 51, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 60.0, 24215.0, 6.0, 10.0))
0.0List(0, 100, List(1, 8, 23, 39, 43, 48, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 66.0, 167687.0, 9.0, 1409.0, 50.0))
0.0List(0, 100, List(0, 12, 27, 32, 44, 48, 73, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 75.0, 314209.0, 11.0, 20.0))
0.0List(0, 100, List(0, 8, 25, 32, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 65.0, 176796.0, 9.0, 40.0))
0.0List(0, 100, List(0, 13, 26, 37, 44, 49, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 35.0, 538583.0, 7.0, 3674.0, 40.0))
0.0List(0, 100, List(0, 8, 25, 33, 46, 49, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 41.0, 130408.0, 9.0, 38.0))
0.0List(0, 100, List(0, 9, 24, 32, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 25.0, 159732.0, 10.0, 42.0))
0.0List(0, 100, List(0, 9, 25, 30, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 33.0, 110978.0, 10.0, 40.0))
1.0List(0, 100, List(0, 17, 24, 29, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 28.0, 76714.0, 15.0, 55.0))
0.0List(0, 100, List(4, 8, 23, 34, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 59.0, 268700.0, 9.0, 40.0))
0.0List(0, 100, List(4, 9, 24, 32, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 40.0, 170525.0, 10.0, 38.0))
1.0List(0, 100, List(0, 10, 23, 31, 43, 48, 52, 76, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 41.0, 180138.0, 13.0, 50.0))
1.0List(0, 100, List(2, 11, 23, 31, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 38.0, 115076.0, 14.0, 70.0))
0.0List(0, 100, List(0, 8, 24, 37, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 23.0, 115458.0, 9.0, 40.0))
1.0List(0, 100, List(0, 10, 23, 29, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 40.0, 347890.0, 13.0, 40.0))
0.0List(0, 100, List(1, 8, 23, 34, 47, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 41.0, 196001.0, 9.0, 20.0))
0.0List(0, 100, List(4, 14, 23, 41, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 24.0, 273905.0, 12.0, 50.0))
0.0List(0, 100, List(3, 9, 24, 36, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 20.0, 119156.0, 10.0, 20.0))
0.0List(0, 100, List(0, 9, 25, 30, 44, 48, 52, 53, 94, 95, 96, 98, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 38.0, 179488.0, 10.0, 1741.0, 40.0))
0.0List(0, 100, List(0, 8, 23, 32, 43, 48, 52, 55, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 56.0, 203580.0, 9.0, 35.0))
1.0List(0, 100, List(0, 8, 23, 32, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 58.0, 236596.0, 9.0, 45.0))
0.0List(0, 100, List(0, 8, 24, 34, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 32.0, 183916.0, 9.0, 34.0))
1.0List(0, 100, List(0, 14, 23, 40, 43, 48, 52, 53, 94, 95, 96, 98, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 40.0, 207578.0, 12.0, 1977.0, 60.0))
0.0List(0, 100, List(0, 8, 23, 32, 43, 48, 52, 55, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 45.0, 153141.0, 9.0, 40.0))
1.0List(0, 100, List(0, 17, 23, 29, 47, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 41.0, 112763.0, 15.0, 40.0))
0.0List(0, 100, List(0, 10, 23, 32, 47, 49, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 42.0, 390781.0, 13.0, 40.0))
0.0List(0, 100, List(2, 15, 27, 34, 46, 49, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 59.0, 171328.0, 6.0, 30.0))
0.0List(0, 100, List(2, 9, 24, 32, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 19.0, 27382.0, 10.0, 40.0))
0.0List(0, 100, List(0, 9, 24, 37, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 58.0, 259014.0, 10.0, 20.0))
1.0List(0, 100, List(1, 8, 23, 39, 43, 50, 52, 86, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 42.0, 303044.0, 9.0, 40.0))
0.0List(0, 100, List(0, 8, 24, 34, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 20.0, 117789.0, 9.0, 40.0))
0.0List(0, 100, List(0, 8, 26, 34, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 32.0, 172579.0, 9.0, 30.0))
0.0List(0, 100, List(0, 12, 27, 31, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 45.0, 187666.0, 11.0, 45.0))
0.0List(0, 100, List(0, 16, 25, 30, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 50.0, 204518.0, 4.0, 40.0))
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0.0List(0, 100, List(0, 8, 23, 33, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 45.0, 98092.0, 9.0, 60.0))
0.0List(0, 100, List(0, 13, 24, 34, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 17.0, 245918.0, 7.0, 12.0))
0.0List(0, 100, List(0, 9, 23, 33, 43, 48, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 59.0, 146013.0, 10.0, 4064.0, 40.0))
0.0List(0, 100, List(0, 13, 23, 30, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 26.0, 378322.0, 7.0, 40.0))
1.0List(0, 100, List(5, 9, 23, 31, 43, 50, 52, 88, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 37.0, 257295.0, 10.0, 75.0))
0.0List(0, 100, List(3, 9, 24, 36, 45, 48, 52, 58, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 19.0, 218956.0, 10.0, 24.0))
1.0List(0, 100, List(0, 8, 23, 31, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 64.0, 21174.0, 9.0, 40.0))
0.0List(0, 100, List(0, 10, 24, 29, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 33.0, 185480.0, 13.0, 45.0))
1.0List(0, 100, List(0, 8, 23, 30, 47, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 33.0, 222205.0, 9.0, 40.0))
1.0List(0, 100, List(0, 8, 23, 31, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 61.0, 69867.0, 9.0, 40.0))
0.0List(0, 100, List(0, 18, 24, 34, 45, 48, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 17.0, 191260.0, 5.0, 1055.0, 24.0))
0.0List(0, 100, List(1, 11, 23, 39, 43, 48, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 50.0, 30653.0, 14.0, 2407.0, 98.0))
0.0List(0, 100, List(2, 11, 24, 29, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 27.0, 209109.0, 14.0, 35.0))
0.0List(0, 100, List(0, 8, 25, 29, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 30.0, 70377.0, 9.0, 40.0))
0.0List(0, 100, List(0, 8, 23, 38, 43, 49, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 43.0, 477983.0, 9.0, 40.0))
1.0List(0, 100, List(0, 9, 23, 30, 43, 48, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 44.0, 170924.0, 10.0, 7298.0, 40.0))
0.0List(0, 100, List(0, 9, 24, 31, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 35.0, 190174.0, 10.0, 40.0))
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1.0List(0, 100, List(0, 9, 23, 35, 47, 48, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 24.0, 279472.0, 10.0, 7298.0, 48.0))
0.0List(0, 100, List(0, 10, 24, 29, 44, 48, 57, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 22.0, 34918.0, 13.0, 15.0))
1.0List(0, 100, List(2, 9, 23, 30, 43, 48, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 42.0, 97688.0, 10.0, 5178.0, 40.0))
0.0List(0, 100, List(0, 14, 25, 33, 46, 49, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 34.0, 175413.0, 12.0, 45.0))
0.0List(0, 100, List(0, 10, 25, 29, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 60.0, 173960.0, 13.0, 42.0))
0.0List(0, 100, List(0, 8, 24, 38, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 21.0, 205759.0, 9.0, 40.0))
1.0List(0, 100, List(6, 11, 23, 33, 43, 48, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 57.0, 425161.0, 14.0, 15024.0, 40.0))
1.0List(0, 100, List(0, 17, 23, 29, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 41.0, 220531.0, 15.0, 60.0))
0.0List(0, 100, List(0, 9, 25, 34, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 50.0, 176609.0, 10.0, 45.0))
0.0List(0, 100, List(0, 10, 24, 31, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 25.0, 371987.0, 13.0, 40.0))
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0.0List(0, 100, List(0, 10, 23, 29, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 36.0, 200352.0, 13.0, 45.0))
0.0List(0, 100, List(0, 8, 25, 29, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 31.0, 127595.0, 9.0, 40.0))
0.0List(0, 100, List(2, 10, 24, 41, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 29.0, 220419.0, 13.0, 56.0))
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0.0List(0, 100, List(0, 10, 24, 40, 46, 49, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 27.0, 248402.0, 13.0, 40.0))
0.0List(0, 100, List(0, 8, 23, 37, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 65.0, 111095.0, 9.0, 16.0))
0.0List(0, 100, List(5, 10, 25, 33, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 37.0, 57424.0, 13.0, 60.0))
0.0List(0, 100, List(3, 11, 23, 36, 47, 50, 55, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 39.0, 157443.0, 14.0, 3464.0, 40.0))
0.0List(0, 100, List(0, 8, 24, 30, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 24.0, 278130.0, 9.0, 40.0))
0.0List(0, 100, List(0, 8, 25, 33, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 38.0, 169469.0, 9.0, 80.0))
1.0List(0, 100, List(0, 10, 23, 32, 43, 48, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 48.0, 146268.0, 13.0, 7688.0, 40.0))
0.0List(0, 100, List(0, 9, 24, 34, 44, 50, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 21.0, 153718.0, 10.0, 25.0))
1.0List(0, 100, List(0, 8, 23, 37, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 31.0, 217460.0, 9.0, 45.0))
1.0List(0, 100, List(0, 8, 23, 33, 43, 48, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 55.0, 238638.0, 9.0, 4386.0, 40.0))
0.0List(0, 100, List(0, 9, 23, 32, 47, 50, 87, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 24.0, 303296.0, 10.0, 40.0))
0.0List(0, 100, List(0, 8, 25, 32, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 43.0, 173321.0, 9.0, 40.0))
0.0List(0, 100, List(0, 14, 24, 40, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 26.0, 193945.0, 12.0, 45.0))
0.0List(0, 100, List(0, 14, 24, 29, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 46.0, 83082.0, 12.0, 33.0))
1.0List(0, 100, List(0, 14, 23, 32, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 35.0, 193815.0, 12.0, 40.0))
1.0List(0, 100, List(5, 9, 23, 39, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 41.0, 34987.0, 10.0, 54.0))
0.0List(0, 100, List(0, 10, 24, 33, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 26.0, 59306.0, 13.0, 40.0))
1.0List(0, 100, List(0, 11, 23, 31, 43, 50, 52, 74, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 34.0, 142897.0, 14.0, 7298.0, 35.0))
0.0List(0, 100, List(3, 9, 24, 36, 45, 49, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 19.0, 860348.0, 10.0, 25.0))
1.0List(0, 100, List(1, 10, 25, 29, 44, 49, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 36.0, 205607.0, 13.0, 40.0))
0.0List(0, 100, List(0, 9, 24, 33, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 22.0, 199698.0, 10.0, 15.0))
0.0List(0, 100, List(0, 9, 24, 35, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 24.0, 191954.0, 10.0, 40.0))
0.0List(0, 100, List(1, 9, 23, 33, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 77.0, 138714.0, 10.0, 40.0))
0.0List(0, 100, List(0, 21, 23, 35, 48, 54, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 22.0, 399087.0, 3.0, 40.0))
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0.0List(0, 100, List(0, 8, 27, 34, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 62.0, 159841.0, 9.0, 24.0))
0.0List(0, 100, List(1, 8, 23, 31, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 39.0, 174308.0, 9.0, 40.0))
0.0List(0, 100, List(0, 9, 23, 30, 43, 48, 52, 53, 94, 95, 96, 98, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 43.0, 50356.0, 10.0, 1485.0, 50.0))
0.0List(0, 100, List(0, 8, 25, 37, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 35.0, 186110.0, 9.0, 45.0))
0.0List(0, 100, List(0, 13, 24, 31, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 29.0, 200381.0, 7.0, 40.0))
0.0List(0, 100, List(1, 11, 23, 30, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 76.0, 174309.0, 14.0, 10.0))
0.0List(0, 100, List(1, 8, 23, 39, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 63.0, 78383.0, 9.0, 45.0))
0.0List(0, 100, List(3, 12, 24, 36, 45, 49, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 23.0, 211601.0, 11.0, 15.0))
1.0List(0, 100, List(0, 9, 23, 29, 47, 48, 53, 94, 95, 96, 98, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 43.0, 187728.0, 10.0, 1887.0, 50.0))
0.0List(0, 100, List(1, 8, 23, 38, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 58.0, 321171.0, 9.0, 40.0))
0.0List(0, 100, List(0, 8, 24, 37, 44, 48, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 66.0, 127921.0, 9.0, 2050.0, 55.0))
0.0List(0, 100, List(0, 9, 24, 30, 44, 49, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 41.0, 206565.0, 10.0, 45.0))
0.0List(0, 100, List(0, 10, 24, 32, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 26.0, 224563.0, 13.0, 40.0))
0.0List(0, 100, List(0, 12, 24, 34, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 47.0, 178686.0, 11.0, 40.0))
0.0List(0, 100, List(2, 15, 23, 32, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 55.0, 98545.0, 6.0, 40.0))
0.0List(0, 100, List(0, 8, 23, 37, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 53.0, 242606.0, 9.0, 40.0))
0.0List(0, 100, List(0, 21, 24, 34, 48, 52, 54, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 17.0, 270942.0, 3.0, 48.0))
0.0List(0, 100, List(0, 8, 24, 30, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 30.0, 94235.0, 9.0, 40.0))
0.0List(0, 100, List(0, 11, 24, 29, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 49.0, 71195.0, 14.0, 60.0))
0.0List(0, 100, List(0, 8, 24, 33, 46, 49, 52, 75, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 19.0, 104112.0, 9.0, 30.0))
0.0List(0, 100, List(0, 8, 23, 34, 43, 49, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 45.0, 261192.0, 9.0, 40.0))
0.0List(0, 100, List(0, 14, 24, 33, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 26.0, 94936.0, 12.0, 40.0))
1.0List(0, 100, List(0, 12, 23, 30, 43, 48, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 38.0, 296478.0, 11.0, 7298.0, 40.0))
1.0List(0, 100, List(4, 8, 23, 41, 43, 48, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 36.0, 119272.0, 9.0, 7298.0, 40.0))
0.0List(0, 100, List(0, 8, 24, 39, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 33.0, 85043.0, 9.0, 20.0))
0.0List(0, 100, List(4, 9, 24, 41, 45, 49, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 22.0, 293364.0, 10.0, 40.0))
0.0List(0, 100, List(1, 10, 24, 33, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 43.0, 241895.0, 13.0, 42.0))
0.0List(0, 100, List(3, 13, 23, 36, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 67.0, 36135.0, 7.0, 8.0))
0.0List(0, 100, List(3, 12, 25, 36, 46, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 30.0, 151989.0, 11.0, 40.0))
0.0List(0, 100, List(0, 14, 28, 34, 44, 48, 52, 76, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 56.0, 101128.0, 12.0, 25.0))
0.0List(0, 100, List(0, 10, 24, 29, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 31.0, 156464.0, 13.0, 25.0))
1.0List(0, 100, List(0, 10, 23, 31, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 33.0, 117963.0, 13.0, 40.0))
0.0List(0, 100, List(0, 8, 23, 34, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 26.0, 192262.0, 9.0, 40.0))
1.0List(0, 100, List(0, 10, 23, 31, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 33.0, 111363.0, 13.0, 40.0))
0.0List(0, 100, List(2, 13, 23, 37, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 46.0, 329752.0, 7.0, 30.0))
1.0List(0, 100, List(3, 10, 23, 36, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 59.0, 372020.0, 13.0, 40.0))
1.0List(0, 100, List(6, 8, 23, 32, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 38.0, 95432.0, 9.0, 40.0))
0.0List(0, 100, List(0, 13, 27, 34, 46, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 65.0, 161400.0, 7.0, 40.0))
1.0List(0, 100, List(0, 12, 23, 40, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 40.0, 96129.0, 11.0, 40.0))
0.0List(0, 100, List(0, 8, 23, 32, 47, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 42.0, 111949.0, 9.0, 35.0))
0.0List(0, 100, List(1, 18, 23, 30, 43, 48, 52, 77, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 26.0, 117125.0, 5.0, 40.0))
0.0List(0, 100, List(0, 15, 23, 34, 47, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 36.0, 348022.0, 6.0, 24.0))
1.0List(0, 100, List(0, 11, 23, 29, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 62.0, 270092.0, 14.0, 40.0))
0.0List(0, 100, List(0, 10, 23, 37, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 43.0, 180609.0, 13.0, 45.0))
1.0List(0, 100, List(0, 10, 25, 31, 44, 48, 52, 53, 94, 95, 96, 98, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 43.0, 174575.0, 13.0, 1564.0, 45.0))
0.0List(0, 100, List(0, 8, 28, 33, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 22.0, 410439.0, 9.0, 55.0))
0.0List(0, 100, List(0, 8, 23, 30, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 28.0, 92262.0, 9.0, 40.0))
0.0List(0, 100, List(1, 9, 23, 33, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 56.0, 183081.0, 10.0, 45.0))
0.0List(0, 100, List(0, 14, 24, 33, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 22.0, 362589.0, 12.0, 15.0))
1.0List(0, 100, List(0, 10, 25, 31, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 57.0, 212448.0, 13.0, 45.0))
0.0List(0, 100, List(0, 8, 25, 33, 46, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 39.0, 481060.0, 9.0, 40.0))
0.0List(0, 100, List(6, 9, 24, 32, 46, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 26.0, 185885.0, 10.0, 15.0))
0.0List(0, 100, List(0, 13, 24, 34, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 17.0, 89821.0, 7.0, 10.0))
1.0List(0, 100, List(4, 12, 23, 35, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 40.0, 184018.0, 11.0, 38.0))
0.0List(0, 100, List(0, 8, 23, 35, 43, 49, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 45.0, 256649.0, 9.0, 40.0))
0.0List(0, 100, List(0, 8, 24, 30, 44, 49, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 44.0, 160323.0, 9.0, 40.0))
0.0List(0, 100, List(2, 9, 24, 32, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 20.0, 350845.0, 10.0, 10.0))
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0.0List(0, 100, List(0, 9, 24, 33, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 23.0, 35633.0, 10.0, 40.0))
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0.0List(0, 100, List(0, 9, 23, 30, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 25.0, 344991.0, 10.0, 40.0))
0.0List(0, 100, List(0, 9, 25, 33, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 46.0, 108699.0, 10.0, 40.0))
0.0List(0, 100, List(2, 9, 23, 37, 47, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 36.0, 117312.0, 10.0, 40.0))
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1.0List(0, 100, List(0, 9, 23, 32, 47, 48, 53, 94, 95, 96, 98, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 44.0, 162028.0, 10.0, 2415.0, 6.0))
0.0List(0, 100, List(0, 9, 24, 32, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 19.0, 25429.0, 10.0, 16.0))
0.0List(0, 100, List(0, 8, 24, 34, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 19.0, 232392.0, 9.0, 40.0))
1.0List(0, 100, List(0, 8, 23, 34, 47, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 35.0, 220098.0, 9.0, 40.0))
0.0List(0, 100, List(0, 10, 24, 30, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 27.0, 301302.0, 13.0, 50.0))
0.0List(0, 100, List(1, 14, 26, 30, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 46.0, 277946.0, 12.0, 40.0))
1.0List(0, 100, List(4, 10, 23, 31, 43, 48, 52, 55, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 34.0, 98101.0, 13.0, 7688.0, 45.0))
0.0List(0, 100, List(0, 8, 24, 34, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 34.0, 196164.0, 9.0, 35.0))
0.0List(0, 100, List(0, 9, 23, 40, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 44.0, 115562.0, 10.0, 40.0))
0.0List(0, 100, List(0, 9, 25, 38, 46, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 45.0, 96975.0, 10.0, 40.0))
0.0List(0, 100, List(3, 8, 24, 36, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 20.0, 137300.0, 9.0, 35.0))
1.0List(0, 100, List(0, 10, 23, 31, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 25.0, 86872.0, 13.0, 55.0))
1.0List(0, 100, List(5, 10, 23, 31, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 52.0, 132178.0, 13.0, 50.0))
0.0List(0, 100, List(0, 9, 24, 38, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 20.0, 416103.0, 10.0, 40.0))
0.0List(0, 100, List(0, 9, 24, 34, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 28.0, 108574.0, 10.0, 40.0))
1.0List(0, 100, List(4, 10, 23, 41, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 50.0, 288353.0, 13.0, 40.0))
0.0List(0, 100, List(0, 12, 25, 40, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 34.0, 227689.0, 11.0, 64.0))
0.0List(0, 100, List(0, 16, 23, 38, 43, 52, 59, 94, 95, 96, 98, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 28.0, 166481.0, 4.0, 2179.0, 40.0))
1.0List(0, 100, List(0, 11, 23, 31, 43, 48, 52, 53, 94, 95, 96, 98, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 41.0, 445382.0, 14.0, 1977.0, 65.0))
0.0List(0, 100, List(0, 8, 23, 32, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 28.0, 110145.0, 9.0, 40.0))
0.0List(0, 100, List(1, 8, 23, 30, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 46.0, 317253.0, 9.0, 25.0))
1.0List(0, 100, List(3, 9, 23, 36, 47, 48, 53, 94, 95, 96, 98, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 28.0, 123147.0, 10.0, 1887.0, 40.0))
0.0List(0, 100, List(0, 9, 23, 31, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 32.0, 364657.0, 10.0, 50.0))
0.0List(0, 100, List(2, 9, 25, 34, 44, 49, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 41.0, 42346.0, 10.0, 24.0))
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0.0List(0, 100, List(0, 9, 25, 31, 46, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 33.0, 118500.0, 10.0, 40.0))
1.0List(0, 100, List(0, 20, 23, 31, 43, 48, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 46.0, 188386.0, 16.0, 15024.0, 60.0))
0.0List(0, 100, List(4, 9, 23, 35, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 31.0, 1033222.0, 10.0, 40.0))
1.0List(0, 100, List(0, 19, 25, 30, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 35.0, 92440.0, 8.0, 50.0))
0.0List(0, 100, List(0, 22, 23, 35, 43, 48, 52, 54, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 52.0, 190762.0, 2.0, 40.0))
0.0List(0, 100, List(0, 13, 24, 34, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 30.0, 426017.0, 7.0, 19.0))
0.0List(0, 100, List(2, 13, 26, 35, 44, 49, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 34.0, 243867.0, 7.0, 40.0))
0.0List(0, 100, List(4, 8, 25, 37, 46, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 34.0, 240283.0, 9.0, 40.0))
0.0List(0, 100, List(0, 9, 23, 33, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 20.0, 61777.0, 10.0, 30.0))
0.0List(0, 100, List(0, 13, 24, 38, 45, 48, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 17.0, 175024.0, 7.0, 2176.0, 18.0))
1.0List(0, 100, List(4, 10, 23, 31, 47, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 32.0, 92003.0, 13.0, 40.0))
0.0List(0, 100, List(0, 8, 25, 39, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 29.0, 188401.0, 9.0, 40.0))
0.0List(0, 100, List(0, 15, 24, 30, 46, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 33.0, 228528.0, 6.0, 35.0))
0.0List(0, 100, List(0, 8, 23, 37, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 25.0, 133373.0, 9.0, 60.0))
0.0List(0, 100, List(6, 11, 24, 29, 44, 48, 52, 53, 94, 95, 96, 98, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 36.0, 255191.0, 14.0, 1408.0, 40.0))
0.0List(0, 100, List(0, 8, 24, 38, 44, 48, 52, 68, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 23.0, 204653.0, 9.0, 72.0))
1.0List(0, 100, List(5, 8, 23, 31, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 63.0, 222289.0, 9.0, 40.0))
0.0List(0, 100, List(2, 11, 23, 29, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 47.0, 287480.0, 14.0, 40.0))
0.0List(0, 100, List(3, 8, 27, 36, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 80.0, 107762.0, 9.0, 24.0))
0.0List(0, 100, List(3, 13, 24, 36, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 17.0, 202521.0, 7.0, 40.0))
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1.0List(0, 100, List(0, 14, 23, 34, 47, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 30.0, 29662.0, 12.0, 25.0))
0.0List(0, 100, List(0, 9, 24, 30, 45, 50, 52, 56, 94, 95, 96, 98, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 27.0, 116358.0, 10.0, 1980.0, 40.0))
1.0List(0, 100, List(0, 11, 23, 29, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 33.0, 208405.0, 14.0, 50.0))
0.0List(0, 100, List(2, 8, 24, 39, 44, 49, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 34.0, 284843.0, 9.0, 594.0, 60.0))
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0.0List(0, 100, List(2, 9, 23, 32, 47, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 42.0, 340148.0, 10.0, 40.0))
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0.0List(0, 100, List(6, 8, 24, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 24.0, 191073.0, 9.0, 40.0))
1.0List(0, 100, List(0, 9, 23, 29, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 44.0, 116632.0, 10.0, 40.0))
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0.0List(0, 100, List(0, 8, 27, 31, 46, 49, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 44.0, 290521.0, 9.0, 40.0))
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0.0List(0, 100, List(0, 8, 23, 35, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 20.0, 146538.0, 9.0, 40.0))
0.0List(0, 100, List(3, 13, 24, 36, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 17.0, 258872.0, 7.0, 5.0))
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1.0List(0, 100, List(5, 9, 23, 30, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 45.0, 197332.0, 10.0, 55.0))
1.0List(0, 100, List(0, 8, 23, 30, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 60.0, 245062.0, 9.0, 40.0))
1.0List(0, 100, List(0, 14, 23, 31, 43, 49, 52, 55, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 42.0, 197583.0, 12.0, 40.0))
1.0List(0, 100, List(1, 8, 23, 33, 47, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 44.0, 234885.0, 9.0, 40.0))
1.0List(0, 100, List(0, 12, 23, 35, 43, 50, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 40.0, 72887.0, 11.0, 40.0))
0.0List(0, 100, List(0, 8, 23, 31, 47, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 30.0, 180374.0, 9.0, 40.0))
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0.0List(0, 100, List(0, 9, 23, 37, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 38.0, 33983.0, 10.0, 40.0))
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1.0List(0, 100, List(0, 10, 23, 40, 47, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 30.0, 118551.0, 13.0, 16.0))
1.0List(0, 100, List(0, 9, 24, 29, 46, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 60.0, 201965.0, 10.0, 40.0))
0.0List(0, 100, List(3, 9, 24, 36, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 22.0, 139883.0, 10.0, 40.0))
0.0List(0, 100, List(0, 8, 24, 30, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 35.0, 285020.0, 9.0, 40.0))
0.0List(0, 100, List(0, 8, 24, 37, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 30.0, 303990.0, 9.0, 60.0))
0.0List(0, 100, List(0, 12, 25, 34, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 67.0, 49401.0, 11.0, 24.0))
0.0List(0, 100, List(0, 10, 24, 30, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 46.0, 279196.0, 13.0, 40.0))
0.0List(0, 100, List(0, 18, 24, 34, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 17.0, 211870.0, 5.0, 6.0))
0.0List(0, 100, List(0, 9, 24, 38, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 22.0, 281432.0, 10.0, 30.0))
0.0List(0, 100, List(0, 15, 24, 34, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 27.0, 161155.0, 6.0, 40.0))
0.0List(0, 100, List(0, 8, 24, 34, 46, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 23.0, 197904.0, 9.0, 35.0))
0.0List(0, 100, List(0, 14, 23, 30, 43, 48, 52, 77, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 33.0, 111746.0, 12.0, 45.0))
0.0List(0, 100, List(1, 9, 23, 30, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 43.0, 170721.0, 10.0, 20.0))
0.0List(0, 100, List(4, 10, 24, 29, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 28.0, 70100.0, 13.0, 20.0))
0.0List(0, 100, List(0, 8, 28, 30, 46, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 41.0, 193626.0, 9.0, 40.0))
0.0List(0, 100, List(3, 19, 24, 36, 49, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 52.0, 271749.0, 8.0, 594.0, 40.0))
0.0List(0, 100, List(0, 9, 28, 32, 45, 49, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 25.0, 189775.0, 10.0, 20.0))
0.0List(0, 100, List(3, 22, 23, 36, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 63.0, 401531.0, 2.0, 35.0))
0.0List(0, 100, List(2, 8, 23, 37, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 59.0, 286967.0, 9.0, 45.0))
0.0List(0, 100, List(2, 10, 25, 29, 46, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 45.0, 164427.0, 13.0, 40.0))
1.0List(0, 100, List(0, 10, 23, 33, 43, 48, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 38.0, 91039.0, 13.0, 15024.0, 60.0))
0.0List(0, 100, List(0, 8, 24, 34, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 40.0, 347934.0, 9.0, 35.0))
0.0List(0, 100, List(6, 8, 25, 32, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 46.0, 371373.0, 9.0, 40.0))
0.0List(0, 100, List(0, 14, 24, 31, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 35.0, 32220.0, 12.0, 60.0))
0.0List(0, 100, List(0, 8, 25, 29, 46, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 34.0, 187251.0, 9.0, 25.0))
0.0List(0, 100, List(0, 10, 24, 30, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 33.0, 178107.0, 13.0, 20.0))
0.0List(0, 100, List(0, 8, 25, 32, 46, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 41.0, 343121.0, 9.0, 36.0))
0.0List(0, 100, List(0, 9, 24, 35, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 20.0, 262749.0, 10.0, 40.0))
0.0List(0, 100, List(0, 21, 24, 34, 45, 48, 52, 60, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 23.0, 403107.0, 3.0, 40.0))
0.0List(0, 100, List(0, 9, 24, 29, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 26.0, 64293.0, 10.0, 35.0))
0.0List(0, 100, List(3, 8, 23, 36, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 72.0, 303588.0, 9.0, 20.0))
0.0List(0, 100, List(2, 8, 24, 39, 44, 48, 52, 72, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 23.0, 324960.0, 9.0, 40.0))
0.0List(0, 100, List(2, 8, 23, 37, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 62.0, 114060.0, 9.0, 40.0))
0.0List(0, 100, List(0, 9, 23, 32, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 52.0, 48925.0, 10.0, 40.0))
0.0List(0, 100, List(0, 9, 25, 34, 46, 48, 80, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 58.0, 180980.0, 10.0, 42.0))
0.0List(0, 100, List(0, 10, 24, 33, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 25.0, 181054.0, 13.0, 40.0))
0.0List(0, 100, List(0, 10, 24, 31, 44, 49, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 24.0, 388093.0, 13.0, 40.0))
0.0List(0, 100, List(0, 9, 24, 41, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 19.0, 249609.0, 10.0, 8.0))
0.0List(0, 100, List(0, 9, 23, 31, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 43.0, 112131.0, 10.0, 40.0))
0.0List(0, 100, List(2, 8, 26, 32, 46, 49, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 47.0, 543162.0, 9.0, 40.0))
0.0List(0, 100, List(0, 8, 25, 34, 46, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 39.0, 91996.0, 9.0, 40.0))
0.0List(0, 100, List(0, 12, 28, 38, 46, 48, 52, 53, 94, 95, 96, 98, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 49.0, 141944.0, 11.0, 1380.0, 42.0))
0.0List(0, 100, List(3, 21, 27, 36, 46, 49, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 53.0, 251804.0, 3.0, 30.0))
0.0List(0, 100, List(0, 12, 24, 30, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 32.0, 37070.0, 11.0, 45.0))
1.0List(0, 100, List(0, 9, 23, 29, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 34.0, 337587.0, 10.0, 50.0))
0.0List(0, 100, List(0, 8, 25, 30, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 28.0, 189346.0, 9.0, 45.0))
0.0List(0, 100, List(3, 12, 27, 36, 46, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 57.0, 222216.0, 11.0, 38.0))
0.0List(0, 100, List(0, 9, 24, 32, 44, 51, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 25.0, 267044.0, 10.0, 20.0))
0.0List(0, 100, List(3, 9, 24, 36, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 20.0, 214635.0, 10.0, 24.0))
0.0List(0, 100, List(3, 9, 24, 36, 46, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 21.0, 204226.0, 10.0, 35.0))
1.0List(0, 100, List(0, 10, 23, 29, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 34.0, 108116.0, 13.0, 50.0))
1.0List(0, 100, List(5, 10, 23, 31, 43, 48, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 38.0, 99146.0, 13.0, 15024.0, 80.0))
1.0List(0, 100, List(0, 8, 23, 31, 43, 48, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 50.0, 196232.0, 9.0, 7688.0, 50.0))
0.0List(0, 100, List(2, 9, 25, 38, 44, 49, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 24.0, 248344.0, 10.0, 50.0))
1.0List(0, 100, List(2, 9, 23, 40, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 37.0, 186035.0, 10.0, 45.0))
1.0List(0, 100, List(0, 9, 25, 35, 46, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 44.0, 177905.0, 10.0, 58.0))
0.0List(0, 100, List(0, 9, 23, 33, 47, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 28.0, 85812.0, 10.0, 40.0))
1.0List(0, 100, List(0, 10, 23, 31, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 42.0, 221172.0, 13.0, 40.0))
0.0List(0, 100, List(0, 9, 25, 32, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 74.0, 99183.0, 10.0, 9.0))
0.0List(0, 100, List(1, 8, 23, 30, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 38.0, 190387.0, 9.0, 50.0))
0.0List(0, 100, List(1, 11, 23, 29, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 44.0, 202692.0, 14.0, 40.0))
0.0List(0, 100, List(0, 13, 25, 35, 46, 59, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 44.0, 109339.0, 7.0, 46.0))
0.0List(0, 100, List(0, 8, 24, 35, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 26.0, 108658.0, 9.0, 40.0))
0.0List(0, 100, List(0, 8, 23, 34, 43, 49, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 36.0, 197202.0, 9.0, 40.0))
1.0List(0, 100, List(0, 14, 23, 31, 47, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 41.0, 101739.0, 12.0, 50.0))
1.0List(0, 100, List(0, 17, 23, 29, 43, 48, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 67.0, 231559.0, 15.0, 20051.0, 48.0))
0.0List(0, 100, List(2, 19, 23, 40, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 39.0, 207853.0, 8.0, 50.0))
0.0List(0, 100, List(0, 22, 27, 42, 44, 49, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 57.0, 190942.0, 2.0, 30.0))
0.0List(0, 100, List(0, 12, 26, 30, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 29.0, 102345.0, 11.0, 40.0))
0.0List(0, 100, List(5, 10, 24, 39, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 31.0, 41493.0, 13.0, 45.0))
0.0List(0, 100, List(3, 8, 24, 36, 46, 49, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 34.0, 190027.0, 9.0, 40.0))
0.0List(0, 100, List(0, 9, 23, 37, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 44.0, 210525.0, 10.0, 40.0))
0.0List(0, 100, List(0, 20, 24, 29, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 29.0, 133937.0, 16.0, 40.0))
0.0List(0, 100, List(0, 9, 24, 38, 46, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 30.0, 237903.0, 10.0, 40.0))
0.0List(0, 100, List(0, 8, 24, 37, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 27.0, 163862.0, 9.0, 40.0))
0.0List(0, 100, List(0, 9, 23, 33, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 27.0, 201872.0, 10.0, 50.0))
0.0List(0, 100, List(0, 8, 24, 38, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 32.0, 84179.0, 9.0, 45.0))
0.0List(0, 100, List(0, 15, 23, 34, 47, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 58.0, 51662.0, 6.0, 8.0))
0.0List(0, 100, List(2, 9, 23, 41, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 35.0, 233327.0, 10.0, 40.0))
0.0List(0, 100, List(0, 8, 24, 38, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 21.0, 259510.0, 9.0, 36.0))
0.0List(0, 100, List(0, 9, 24, 30, 46, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 28.0, 184831.0, 10.0, 40.0))
0.0List(0, 100, List(1, 9, 25, 31, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 46.0, 245724.0, 10.0, 50.0))
0.0List(0, 100, List(1, 8, 26, 34, 46, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 36.0, 27053.0, 9.0, 40.0))
0.0List(0, 100, List(0, 13, 27, 32, 46, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 72.0, 205343.0, 7.0, 40.0))
0.0List(0, 100, List(0, 8, 23, 35, 47, 49, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 35.0, 229328.0, 9.0, 40.0))
1.0List(0, 100, List(6, 12, 25, 30, 46, 49, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 33.0, 319560.0, 11.0, 40.0))
0.0List(0, 100, List(0, 13, 24, 35, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 69.0, 136218.0, 7.0, 40.0))
0.0List(0, 100, List(0, 8, 23, 35, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 35.0, 54576.0, 9.0, 40.0))
0.0List(0, 100, List(0, 8, 26, 32, 46, 48, 55, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 31.0, 323069.0, 9.0, 20.0))
0.0List(0, 100, List(0, 8, 23, 40, 47, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 34.0, 148291.0, 9.0, 32.0))
0.0List(0, 100, List(0, 13, 23, 34, 43, 48, 52, 54, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 30.0, 152453.0, 7.0, 40.0))
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1.0List(0, 100, List(0, 10, 23, 33, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 54.0, 212960.0, 13.0, 35.0))
1.0List(0, 100, List(0, 9, 23, 29, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 47.0, 264052.0, 10.0, 50.0))
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1.0List(0, 100, List(1, 10, 23, 29, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 52.0, 334273.0, 13.0, 60.0))
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0.0List(0, 100, List(5, 11, 23, 31, 43, 48, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 43.0, 188436.0, 14.0, 5013.0, 45.0))
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0.0List(0, 100, List(0, 8, 23, 29, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 51.0, 95469.0, 9.0, 40.0))
0.0List(0, 100, List(0, 13, 24, 33, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 17.0, 242718.0, 7.0, 12.0))
1.0List(0, 100, List(0, 12, 23, 30, 43, 48, 52, 53, 94, 95, 96, 98, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 37.0, 22463.0, 11.0, 1977.0, 40.0))
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1.0List(0, 100, List(0, 10, 23, 31, 47, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 29.0, 350162.0, 13.0, 40.0))
0.0List(0, 100, List(3, 19, 24, 36, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 18.0, 165532.0, 8.0, 25.0))
0.0List(0, 100, List(1, 14, 25, 33, 46, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 36.0, 28738.0, 12.0, 35.0))
0.0List(0, 100, List(2, 10, 24, 29, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 58.0, 283635.0, 13.0, 40.0))
0.0List(0, 100, List(1, 9, 23, 30, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 26.0, 86646.0, 10.0, 45.0))
1.0List(0, 100, List(3, 9, 23, 36, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 65.0, 195733.0, 10.0, 30.0))
1.0List(0, 100, List(0, 8, 23, 33, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 57.0, 69884.0, 9.0, 40.0))
0.0List(0, 100, List(0, 8, 23, 30, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 59.0, 199713.0, 9.0, 40.0))
0.0List(0, 100, List(0, 8, 23, 35, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 27.0, 181659.0, 9.0, 40.0))
0.0List(0, 100, List(1, 10, 24, 40, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 31.0, 340939.0, 13.0, 40.0))
0.0List(0, 100, List(0, 9, 24, 33, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 21.0, 197747.0, 10.0, 24.0))
0.0List(0, 100, List(0, 9, 24, 32, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 29.0, 34292.0, 10.0, 60.0))
0.0List(0, 100, List(0, 13, 24, 34, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 18.0, 156764.0, 7.0, 40.0))
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0.0List(0, 100, List(5, 10, 25, 29, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 57.0, 103948.0, 13.0, 80.0))
0.0List(0, 100, List(3, 8, 23, 36, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 42.0, 137390.0, 9.0, 40.0))
0.0List(0, 100, List(3, 8, 23, 36, 47, 50, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 55.0, 105138.0, 9.0, 40.0))
1.0List(0, 100, List(0, 16, 24, 37, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 60.0, 39352.0, 4.0, 48.0))
1.0List(0, 100, List(0, 10, 23, 29, 43, 48, 52, 58, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 31.0, 168387.0, 13.0, 7688.0, 40.0))
0.0List(0, 100, List(0, 10, 24, 32, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 23.0, 117789.0, 13.0, 40.0))
0.0List(0, 100, List(0, 8, 24, 33, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 27.0, 267147.0, 9.0, 40.0))
0.0List(0, 100, List(3, 9, 24, 36, 46, 51, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 23.0, 99399.0, 10.0, 25.0))
1.0List(0, 100, List(1, 17, 23, 29, 43, 48, 52, 53, 94, 95, 96, 98, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 42.0, 214242.0, 15.0, 1902.0, 50.0))
0.0List(0, 100, List(0, 9, 24, 40, 44, 48, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 25.0, 200408.0, 10.0, 2174.0, 40.0))
0.0List(0, 100, List(0, 10, 24, 29, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 49.0, 136455.0, 13.0, 45.0))
0.0List(0, 100, List(0, 10, 24, 40, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 32.0, 239824.0, 13.0, 40.0))
0.0List(0, 100, List(0, 9, 24, 32, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 19.0, 217039.0, 10.0, 28.0))
0.0List(0, 100, List(0, 16, 25, 34, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 60.0, 51290.0, 4.0, 40.0))
0.0List(0, 100, List(2, 18, 23, 34, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 42.0, 175674.0, 5.0, 40.0))
0.0List(0, 100, List(1, 14, 24, 39, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 35.0, 194404.0, 12.0, 40.0))
0.0List(0, 100, List(0, 8, 24, 32, 46, 49, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 48.0, 45612.0, 9.0, 37.0))
1.0List(0, 100, List(0, 11, 23, 30, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 51.0, 410114.0, 14.0, 40.0))
0.0List(0, 100, List(0, 8, 24, 30, 44, 51, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 29.0, 182521.0, 9.0, 40.0))
0.0List(0, 100, List(2, 8, 26, 31, 44, 49, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 36.0, 339772.0, 9.0, 40.0))
0.0List(0, 100, List(0, 15, 24, 34, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 17.0, 169658.0, 6.0, 21.0))
0.0List(0, 100, List(0, 11, 25, 29, 44, 48, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 52.0, 200853.0, 14.0, 6849.0, 60.0))
0.0List(0, 100, List(0, 8, 24, 30, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 24.0, 247564.0, 9.0, 40.0))
0.0List(0, 100, List(0, 8, 23, 38, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 24.0, 249909.0, 9.0, 50.0))
0.0List(0, 100, List(2, 10, 24, 29, 45, 48, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 26.0, 208122.0, 13.0, 1055.0, 40.0))
0.0List(0, 100, List(0, 10, 24, 34, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 27.0, 109881.0, 13.0, 20.0))
0.0List(0, 100, List(0, 8, 24, 38, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 39.0, 207824.0, 9.0, 60.0))
0.0List(0, 100, List(0, 8, 23, 37, 43, 49, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 30.0, 369027.0, 9.0, 45.0))
0.0List(0, 100, List(1, 8, 23, 31, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 50.0, 114117.0, 9.0, 32.0))
0.0List(0, 100, List(5, 10, 23, 33, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 52.0, 51048.0, 13.0, 55.0))
1.0List(0, 100, List(0, 17, 23, 29, 43, 48, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 46.0, 102388.0, 15.0, 15024.0, 45.0))
0.0List(0, 100, List(0, 10, 24, 33, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 23.0, 190483.0, 13.0, 20.0))
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0.0List(0, 100, List(0, 8, 24, 39, 45, 49, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 30.0, 124187.0, 9.0, 60.0))
1.0List(0, 100, List(0, 8, 23, 33, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 34.0, 153614.0, 9.0, 45.0))
0.0List(0, 100, List(1, 8, 23, 33, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 38.0, 267556.0, 9.0, 64.0))
1.0List(0, 100, List(0, 9, 23, 31, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 33.0, 205469.0, 10.0, 40.0))
1.0List(0, 100, List(0, 10, 23, 33, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 49.0, 268090.0, 13.0, 26.0))
0.0List(0, 100, List(1, 9, 24, 34, 46, 49, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 47.0, 165039.0, 10.0, 40.0))
0.0List(0, 100, List(2, 15, 26, 34, 46, 49, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 49.0, 120451.0, 6.0, 40.0))
1.0List(0, 100, List(0, 9, 23, 30, 43, 48, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 43.0, 154374.0, 10.0, 15024.0, 60.0))
1.0List(0, 100, List(0, 10, 23, 32, 47, 49, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 30.0, 103649.0, 13.0, 40.0))
0.0List(0, 100, List(1, 8, 23, 30, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 58.0, 35723.0, 9.0, 60.0))
0.0List(0, 100, List(0, 8, 24, 34, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 19.0, 262601.0, 9.0, 14.0))
0.0List(0, 100, List(0, 10, 24, 38, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 21.0, 226181.0, 13.0, 40.0))
1.0List(0, 100, List(0, 10, 23, 31, 43, 48, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 33.0, 175697.0, 13.0, 15024.0, 60.0))
0.0List(0, 100, List(5, 21, 23, 37, 43, 48, 52, 62, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 47.0, 248145.0, 3.0, 50.0))
1.0List(0, 100, List(1, 20, 23, 29, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 52.0, 289436.0, 16.0, 60.0))
0.0List(0, 100, List(0, 8, 25, 30, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 26.0, 75654.0, 9.0, 55.0))
0.0List(0, 100, List(0, 8, 23, 30, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 60.0, 199378.0, 9.0, 40.0))
0.0List(0, 100, List(0, 9, 24, 38, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 21.0, 160968.0, 10.0, 40.0))
1.0List(0, 100, List(0, 9, 23, 33, 43, 48, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 36.0, 188563.0, 10.0, 5178.0, 50.0))
0.0List(0, 100, List(0, 9, 23, 30, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 31.0, 55849.0, 10.0, 45.0))
1.0List(0, 100, List(5, 20, 26, 29, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 50.0, 195322.0, 16.0, 40.0))
0.0List(0, 100, List(2, 8, 25, 32, 46, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 31.0, 402089.0, 9.0, 40.0))
0.0List(0, 100, List(0, 8, 23, 30, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 71.0, 78277.0, 9.0, 15.0))
0.0List(0, 100, List(3, 8, 23, 36, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 58.0, 158611.0, 9.0, 50.0))
1.0List(0, 100, List(4, 10, 23, 40, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 30.0, 169496.0, 13.0, 40.0))
0.0List(0, 100, List(0, 9, 24, 34, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 20.0, 130959.0, 10.0, 20.0))
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1.0List(0, 100, List(0, 20, 23, 29, 43, 50, 52, 74, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 35.0, 292472.0, 16.0, 40.0))
0.0List(0, 100, List(4, 9, 26, 31, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 38.0, 143774.0, 10.0, 45.0))
0.0List(0, 100, List(0, 8, 24, 35, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 27.0, 288341.0, 9.0, 32.0))
0.0List(0, 100, List(4, 9, 24, 32, 46, 50, 56, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 29.0, 71592.0, 10.0, 40.0))
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0.0List(0, 100, List(0, 8, 23, 30, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 34.0, 106742.0, 9.0, 45.0))
0.0List(0, 100, List(0, 16, 23, 30, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 44.0, 219288.0, 4.0, 35.0))
1.0List(0, 100, List(0, 8, 23, 35, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 43.0, 174524.0, 9.0, 40.0))
1.0List(0, 100, List(1, 19, 23, 38, 43, 49, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 44.0, 335183.0, 8.0, 40.0))
0.0List(0, 100, List(0, 11, 24, 33, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 35.0, 261293.0, 14.0, 60.0))
0.0List(0, 100, List(0, 9, 24, 29, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 27.0, 111900.0, 10.0, 40.0))
0.0List(0, 100, List(2, 11, 24, 29, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 43.0, 194360.0, 14.0, 38.0))
0.0List(0, 100, List(0, 9, 24, 33, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 20.0, 81145.0, 10.0, 25.0))
1.0List(0, 100, List(0, 14, 25, 29, 46, 48, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 42.0, 341204.0, 12.0, 8614.0, 40.0))
0.0List(0, 100, List(4, 9, 23, 37, 43, 48, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 27.0, 249362.0, 10.0, 3411.0, 40.0))
1.0List(0, 100, List(0, 8, 23, 30, 43, 49, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 42.0, 247019.0, 9.0, 40.0))
0.0List(0, 100, List(3, 13, 28, 36, 45, 50, 65, 94, 95, 96, 98, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 20.0, 114746.0, 7.0, 1762.0, 40.0))
0.0List(0, 100, List(0, 18, 24, 35, 44, 48, 52, 53, 94, 95, 96, 98, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 24.0, 172146.0, 5.0, 1721.0, 40.0))
0.0List(0, 100, List(6, 9, 25, 31, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 48.0, 110457.0, 10.0, 40.0))
0.0List(0, 100, List(3, 13, 24, 36, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 17.0, 80077.0, 7.0, 20.0))
0.0List(0, 100, List(1, 13, 24, 39, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 17.0, 368700.0, 7.0, 10.0))
1.0List(0, 100, List(0, 10, 23, 31, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 33.0, 182556.0, 13.0, 40.0))
1.0List(0, 100, List(5, 8, 23, 33, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 50.0, 219420.0, 9.0, 50.0))
0.0List(0, 100, List(0, 8, 24, 33, 45, 48, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 22.0, 240817.0, 9.0, 2597.0, 40.0))
0.0List(0, 100, List(0, 19, 24, 34, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 17.0, 102726.0, 8.0, 16.0))
0.0List(0, 100, List(0, 9, 23, 32, 43, 48, 52, 54, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 32.0, 226267.0, 10.0, 40.0))
0.0List(0, 100, List(0, 8, 24, 30, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 31.0, 125457.0, 9.0, 45.0))
0.0List(0, 100, List(1, 8, 27, 31, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 58.0, 204021.0, 9.0, 50.0))
0.0List(0, 100, List(2, 8, 24, 41, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 29.0, 92262.0, 9.0, 48.0))
1.0List(0, 100, List(0, 12, 23, 30, 43, 48, 52, 77, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 37.0, 161141.0, 11.0, 40.0))
1.0List(0, 100, List(1, 8, 23, 30, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 34.0, 190290.0, 9.0, 40.0))
0.0List(0, 100, List(2, 9, 26, 31, 46, 49, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 23.0, 430828.0, 10.0, 40.0))
0.0List(0, 100, List(4, 13, 24, 32, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 18.0, 59342.0, 7.0, 5.0))
0.0List(0, 100, List(0, 8, 25, 31, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 34.0, 136721.0, 9.0, 40.0))
0.0List(0, 100, List(3, 16, 24, 36, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 66.0, 149422.0, 4.0, 4.0))
0.0List(0, 100, List(2, 10, 23, 29, 47, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 45.0, 86644.0, 13.0, 55.0))
0.0List(0, 100, List(0, 11, 24, 31, 44, 48, 52, 68, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 41.0, 195124.0, 14.0, 35.0))
0.0List(0, 100, List(0, 8, 24, 34, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 26.0, 167350.0, 9.0, 30.0))
0.0List(0, 100, List(2, 9, 23, 39, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 54.0, 113000.0, 10.0, 40.0))
0.0List(0, 100, List(0, 9, 24, 35, 45, 49, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 24.0, 140027.0, 10.0, 45.0))
0.0List(0, 100, List(0, 9, 23, 29, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 42.0, 262425.0, 10.0, 50.0))
0.0List(0, 100, List(0, 9, 24, 29, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 20.0, 316702.0, 10.0, 20.0))
0.0List(0, 100, List(4, 10, 24, 40, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 23.0, 335453.0, 13.0, 20.0))
0.0List(0, 100, List(3, 14, 24, 36, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 25.0, 202480.0, 12.0, 45.0))
1.0List(0, 100, List(0, 11, 24, 29, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 35.0, 203628.0, 14.0, 60.0))
1.0List(0, 100, List(0, 11, 23, 40, 43, 48, 52, 53, 94, 95, 96, 98, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 31.0, 118710.0, 14.0, 1902.0, 40.0))
0.0List(0, 100, List(0, 10, 24, 29, 45, 48, 72, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 30.0, 189620.0, 13.0, 40.0))
0.0List(0, 100, List(0, 8, 24, 33, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 19.0, 475028.0, 9.0, 20.0))
0.0List(0, 100, List(2, 10, 24, 29, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 36.0, 110866.0, 13.0, 50.0))
0.0List(0, 100, List(0, 10, 27, 33, 46, 48, 62, 94, 95, 96, 98, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 31.0, 243605.0, 13.0, 1380.0, 40.0))
0.0List(0, 100, List(0, 9, 24, 38, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 21.0, 163870.0, 10.0, 30.0))
0.0List(0, 100, List(1, 9, 23, 30, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 31.0, 80145.0, 10.0, 40.0))
1.0List(0, 100, List(0, 20, 25, 29, 46, 48, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 46.0, 295566.0, 16.0, 25236.0, 65.0))
1.0List(0, 100, List(0, 10, 25, 31, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 44.0, 63042.0, 13.0, 50.0))
0.0List(0, 100, List(0, 19, 23, 34, 43, 49, 52, 64, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 40.0, 229148.0, 8.0, 40.0))
0.0List(0, 100, List(0, 9, 24, 33, 44, 49, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 45.0, 242552.0, 10.0, 40.0))
0.0List(0, 100, List(0, 8, 23, 30, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 60.0, 177665.0, 9.0, 35.0))
0.0List(0, 100, List(0, 13, 24, 34, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 18.0, 208103.0, 7.0, 25.0))
0.0List(0, 100, List(0, 10, 23, 29, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 28.0, 296450.0, 13.0, 40.0))
0.0List(0, 100, List(0, 9, 25, 32, 46, 49, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 36.0, 70282.0, 10.0, 40.0))
0.0List(0, 100, List(0, 10, 26, 29, 44, 48, 52, 55, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 36.0, 271767.0, 13.0, 40.0))
0.0List(0, 100, List(0, 12, 23, 40, 43, 48, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 40.0, 144995.0, 11.0, 4386.0, 40.0))
0.0List(0, 100, List(2, 10, 25, 32, 46, 48, 91, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 36.0, 382635.0, 13.0, 35.0))
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0.0List(0, 100, List(0, 8, 23, 35, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 33.0, 194141.0, 9.0, 40.0))
0.0List(0, 100, List(4, 8, 24, 40, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 19.0, 378418.0, 9.0, 40.0))
0.0List(0, 100, List(0, 9, 24, 33, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 22.0, 214399.0, 10.0, 15.0))
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0.0List(0, 100, List(0, 8, 24, 34, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 33.0, 182556.0, 9.0, 40.0))
0.0List(0, 100, List(0, 8, 23, 30, 43, 48, 52, 53, 94, 95, 96, 98, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 41.0, 125831.0, 9.0, 2051.0, 60.0))
0.0List(0, 100, List(0, 10, 24, 29, 44, 48, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 29.0, 271328.0, 13.0, 4650.0, 40.0))
1.0List(0, 100, List(2, 8, 23, 31, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 50.0, 50459.0, 9.0, 42.0))
1.0List(0, 100, List(0, 10, 23, 31, 43, 48, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 42.0, 162140.0, 13.0, 7298.0, 45.0))
1.0List(0, 100, List(0, 10, 24, 29, 44, 48, 52, 55, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 43.0, 177937.0, 13.0, 40.0))
0.0List(0, 100, List(0, 8, 23, 33, 47, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 44.0, 111502.0, 9.0, 40.0))
0.0List(0, 100, List(0, 9, 24, 34, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 20.0, 299047.0, 10.0, 20.0))
0.0List(0, 100, List(0, 8, 23, 34, 43, 48, 52, 54, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 31.0, 223212.0, 9.0, 40.0))
1.0List(0, 100, List(1, 13, 23, 31, 43, 48, 52, 55, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 65.0, 118474.0, 7.0, 9386.0, 59.0))
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0.0List(0, 100, List(0, 9, 25, 32, 44, 50, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 55.0, 173093.0, 10.0, 40.0))
0.0List(0, 100, List(0, 12, 23, 32, 43, 48, 52, 53, 94, 95, 96, 98, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 26.0, 181655.0, 11.0, 2377.0, 45.0))
0.0List(0, 100, List(0, 12, 24, 34, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 25.0, 332702.0, 11.0, 15.0))
0.0List(0, 100, List(3, 9, 23, 36, 47, 49, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 45.0, 51164.0, 10.0, 40.0))
0.0List(0, 100, List(0, 9, 23, 30, 43, 48, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 35.0, 234901.0, 10.0, 2407.0, 40.0))
0.0List(0, 100, List(0, 9, 24, 33, 44, 49, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 36.0, 131414.0, 10.0, 36.0))
0.0List(0, 100, List(4, 10, 23, 29, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 43.0, 260960.0, 13.0, 50.0))
0.0List(0, 100, List(0, 8, 27, 34, 46, 49, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 56.0, 156052.0, 9.0, 594.0, 20.0))
1.0List(0, 100, List(0, 10, 23, 40, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 42.0, 279914.0, 13.0, 40.0))
0.0List(0, 100, List(0, 9, 24, 34, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 19.0, 192453.0, 10.0, 25.0))
0.0List(0, 100, List(1, 8, 23, 37, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 55.0, 200939.0, 9.0, 72.0))
1.0List(0, 100, List(0, 11, 24, 31, 44, 48, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 42.0, 151408.0, 14.0, 14084.0, 50.0))
0.0List(0, 100, List(0, 12, 24, 40, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 26.0, 112847.0, 11.0, 40.0))
0.0List(0, 100, List(0, 19, 24, 38, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 17.0, 316929.0, 8.0, 20.0))
1.0List(0, 100, List(2, 10, 23, 29, 47, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 42.0, 126319.0, 13.0, 40.0))
1.0List(0, 100, List(0, 8, 23, 37, 43, 48, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 55.0, 197422.0, 9.0, 7688.0, 40.0))
0.0List(0, 100, List(0, 9, 24, 32, 45, 49, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 32.0, 267736.0, 10.0, 40.0))
0.0List(0, 100, List(0, 13, 24, 30, 45, 49, 52, 75, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 29.0, 267034.0, 7.0, 40.0))
0.0List(0, 100, List(4, 10, 23, 29, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 46.0, 193047.0, 13.0, 37.0))
1.0List(0, 100, List(4, 10, 23, 31, 43, 48, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 29.0, 356089.0, 13.0, 7688.0, 40.0))
0.0List(0, 100, List(0, 10, 24, 29, 46, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 22.0, 223515.0, 13.0, 20.0))
0.0List(0, 100, List(1, 15, 23, 30, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 58.0, 87510.0, 6.0, 40.0))
0.0List(0, 100, List(0, 8, 24, 37, 46, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 23.0, 145111.0, 9.0, 50.0))
0.0List(0, 100, List(0, 8, 24, 38, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 39.0, 48093.0, 9.0, 40.0))
0.0List(0, 100, List(0, 12, 24, 30, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 27.0, 31757.0, 11.0, 38.0))
1.0List(0, 100, List(0, 8, 23, 37, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 54.0, 285854.0, 9.0, 40.0))
0.0List(0, 100, List(2, 10, 24, 29, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 33.0, 120064.0, 13.0, 45.0))
1.0List(0, 100, List(6, 8, 23, 32, 47, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 46.0, 167381.0, 9.0, 40.0))
0.0List(0, 100, List(0, 8, 24, 39, 44, 49, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 37.0, 103408.0, 9.0, 40.0))
0.0List(0, 100, List(0, 8, 24, 34, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 36.0, 101460.0, 9.0, 18.0))
1.0List(0, 100, List(2, 8, 23, 32, 47, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 59.0, 420537.0, 9.0, 38.0))
0.0List(0, 100, List(2, 8, 25, 41, 46, 48, 52, 77, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 34.0, 119411.0, 9.0, 40.0))
1.0List(0, 100, List(5, 20, 23, 31, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 53.0, 128272.0, 16.0, 70.0))
1.0List(0, 100, List(0, 10, 24, 33, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 51.0, 386773.0, 13.0, 55.0))
0.0List(0, 100, List(0, 15, 26, 34, 46, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 32.0, 283268.0, 6.0, 42.0))
0.0List(0, 100, List(4, 9, 28, 34, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 31.0, 301526.0, 10.0, 40.0))
0.0List(0, 100, List(0, 9, 23, 33, 47, 48, 57, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 22.0, 151790.0, 10.0, 30.0))
0.0List(0, 100, List(1, 10, 25, 33, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 47.0, 106252.0, 13.0, 50.0))
0.0List(0, 100, List(0, 8, 24, 35, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 32.0, 188557.0, 9.0, 40.0))
0.0List(0, 100, List(0, 9, 24, 39, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 26.0, 171114.0, 10.0, 38.0))
0.0List(0, 100, List(0, 21, 26, 39, 44, 48, 52, 70, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 37.0, 327323.0, 3.0, 32.0))
0.0List(0, 100, List(0, 8, 25, 30, 46, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 31.0, 244147.0, 9.0, 55.0))
1.0List(0, 100, List(0, 12, 23, 40, 47, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 37.0, 280282.0, 11.0, 24.0))
0.0List(0, 100, List(0, 8, 24, 33, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 55.0, 116442.0, 9.0, 38.0))
0.0List(0, 100, List(2, 12, 25, 40, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 23.0, 282579.0, 11.0, 56.0))
0.0List(0, 100, List(0, 9, 25, 32, 46, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 36.0, 51838.0, 10.0, 40.0))
0.0List(0, 100, List(0, 11, 23, 29, 43, 48, 52, 55, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 34.0, 73585.0, 14.0, 40.0))
1.0List(0, 100, List(0, 10, 23, 33, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 43.0, 226902.0, 13.0, 50.0))
0.0List(0, 100, List(0, 9, 24, 40, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 54.0, 279129.0, 10.0, 40.0))
0.0List(0, 100, List(4, 9, 23, 30, 43, 48, 52, 55, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 43.0, 146908.0, 10.0, 40.0))
0.0List(0, 100, List(0, 12, 24, 35, 44, 48, 53, 94, 95, 96, 98, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 28.0, 196690.0, 11.0, 1669.0, 42.0))
1.0List(0, 100, List(0, 12, 23, 31, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 40.0, 130760.0, 11.0, 50.0))
0.0List(0, 100, List(1, 9, 23, 31, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 41.0, 49572.0, 10.0, 60.0))
1.0List(0, 100, List(0, 10, 24, 33, 44, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 40.0, 237601.0, 13.0, 55.0))
0.0List(0, 100, List(0, 9, 25, 32, 44, 49, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 42.0, 169628.0, 10.0, 38.0))
0.0List(0, 100, List(1, 8, 23, 39, 43, 48, 52, 53, 94, 95, 96, 98, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 61.0, 36671.0, 9.0, 2352.0, 50.0))
0.0List(0, 100, List(0, 19, 24, 35, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 18.0, 231193.0, 8.0, 30.0))
0.0List(0, 100, List(3, 8, 23, 36, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 59.0, 192130.0, 9.0, 16.0))
0.0List(0, 100, List(3, 8, 24, 36, 44, 48, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 21.0, 149704.0, 9.0, 1055.0, 40.0))
1.0List(0, 100, List(0, 12, 23, 40, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 48.0, 102102.0, 11.0, 50.0))
0.0List(0, 100, List(5, 10, 23, 40, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 41.0, 32185.0, 13.0, 40.0))
0.0List(0, 100, List(3, 9, 24, 36, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 18.0, 196061.0, 10.0, 33.0))
0.0List(0, 100, List(0, 8, 24, 33, 44, 48, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 23.0, 211046.0, 9.0, 2463.0, 40.0))
1.0List(0, 100, List(0, 8, 23, 37, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 60.0, 31577.0, 9.0, 60.0))
0.0List(0, 100, List(0, 9, 24, 34, 49, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 22.0, 162343.0, 10.0, 20.0))
0.0List(0, 100, List(0, 8, 23, 35, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 61.0, 128831.0, 9.0, 40.0))
0.0List(0, 100, List(0, 8, 24, 35, 44, 49, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 25.0, 316688.0, 9.0, 40.0))
1.0List(0, 100, List(0, 11, 24, 40, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 46.0, 90758.0, 14.0, 35.0))
1.0List(0, 100, List(0, 10, 23, 31, 43, 48, 52, 63, 94, 95, 96, 98, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 43.0, 274363.0, 13.0, 1902.0, 40.0))
0.0List(0, 100, List(0, 14, 25, 30, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 43.0, 154538.0, 12.0, 40.0))
0.0List(0, 100, List(0, 8, 24, 34, 45, 49, 52, 53, 94, 95, 96, 98, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 24.0, 106085.0, 9.0, 1721.0, 30.0))
0.0List(0, 100, List(1, 13, 24, 39, 46, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 68.0, 315859.0, 7.0, 20.0))
0.0List(0, 100, List(0, 8, 25, 32, 46, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 31.0, 51471.0, 9.0, 38.0))
0.0List(0, 100, List(0, 13, 24, 33, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 17.0, 193830.0, 7.0, 20.0))
1.0List(0, 100, List(0, 8, 23, 30, 43, 48, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 32.0, 231043.0, 9.0, 5178.0, 48.0))
0.0List(0, 100, List(3, 11, 28, 36, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 50.0, 23780.0, 14.0, 40.0))
1.0List(0, 100, List(0, 10, 23, 29, 43, 48, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 33.0, 169879.0, 13.0, 3103.0, 47.0))
1.0List(0, 100, List(0, 10, 23, 29, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 64.0, 270333.0, 13.0, 40.0))
0.0List(0, 100, List(0, 8, 24, 37, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 20.0, 138768.0, 9.0, 30.0))
0.0List(0, 100, List(0, 8, 26, 34, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 30.0, 191571.0, 9.0, 36.0))
0.0List(0, 100, List(3, 9, 24, 36, 45, 49, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 22.0, 219941.0, 10.0, 40.0))
0.0List(0, 100, List(0, 9, 25, 31, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 43.0, 94113.0, 10.0, 45.0))
0.0List(0, 100, List(0, 9, 24, 32, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 22.0, 137510.0, 10.0, 40.0))
0.0List(0, 100, List(0, 15, 24, 39, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 17.0, 32607.0, 6.0, 20.0))
0.0List(0, 100, List(1, 8, 23, 34, 47, 48, 67, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 47.0, 93208.0, 9.0, 75.0))
0.0List(0, 100, List(0, 12, 24, 29, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 41.0, 254440.0, 11.0, 60.0))
1.0List(0, 100, List(0, 9, 23, 30, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 56.0, 186556.0, 10.0, 50.0))
0.0List(0, 100, List(0, 8, 23, 37, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 64.0, 169871.0, 9.0, 45.0))
1.0List(0, 100, List(0, 8, 23, 37, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 47.0, 191277.0, 9.0, 50.0))
0.0List(0, 100, List(0, 12, 24, 32, 46, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 48.0, 167159.0, 11.0, 40.0))
0.0List(0, 100, List(0, 11, 24, 29, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 31.0, 171871.0, 14.0, 46.0))
0.0List(0, 100, List(0, 12, 24, 40, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 29.0, 154411.0, 11.0, 40.0))
0.0List(0, 100, List(0, 8, 27, 32, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 30.0, 129227.0, 9.0, 40.0))
0.0List(0, 100, List(0, 8, 23, 31, 43, 48, 52, 53, 94, 95, 96, 98, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 32.0, 110331.0, 9.0, 1672.0, 60.0))
1.0List(0, 100, List(0, 8, 27, 37, 46, 48, 52, 53, 94, 95, 96, 98, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 57.0, 34269.0, 9.0, 653.0, 42.0))
0.0List(0, 100, List(0, 8, 27, 34, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 62.0, 174355.0, 9.0, 40.0))
0.0List(0, 100, List(0, 8, 26, 35, 46, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 39.0, 680390.0, 9.0, 24.0))
0.0List(0, 100, List(0, 9, 24, 32, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 43.0, 233130.0, 10.0, 25.0))
0.0List(0, 100, List(5, 10, 24, 33, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 24.0, 165474.0, 13.0, 40.0))
0.0List(0, 100, List(3, 13, 23, 36, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 42.0, 257780.0, 7.0, 15.0))
1.0List(0, 100, List(0, 9, 23, 32, 47, 48, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 53.0, 194259.0, 10.0, 4386.0, 40.0))
0.0List(0, 100, List(0, 9, 24, 38, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 26.0, 280093.0, 10.0, 40.0))
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0.0List(0, 100, List(3, 13, 27, 36, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 72.0, 28929.0, 7.0, 24.0))
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1.0List(0, 100, List(0, 10, 25, 29, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 41.0, 180572.0, 13.0, 50.0))
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0.0List(0, 100, List(0, 13, 24, 33, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 17.0, 198124.0, 7.0, 20.0))
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1.0List(0, 100, List(0, 9, 23, 29, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 51.0, 146813.0, 10.0, 40.0))
0.0List(0, 100, List(2, 10, 27, 29, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 62.0, 291175.0, 13.0, 48.0))
1.0List(0, 100, List(0, 8, 23, 30, 43, 48, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 55.0, 387569.0, 9.0, 4386.0, 40.0))
0.0List(0, 100, List(0, 9, 25, 29, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 43.0, 102895.0, 10.0, 40.0))
0.0List(0, 100, List(2, 8, 25, 34, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 40.0, 33274.0, 9.0, 50.0))
1.0List(0, 100, List(0, 10, 23, 31, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 37.0, 86551.0, 13.0, 45.0))
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0.0List(0, 100, List(0, 8, 24, 30, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 31.0, 118966.0, 9.0, 18.0))
1.0List(0, 100, List(0, 11, 27, 29, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 61.0, 99784.0, 14.0, 40.0))
0.0List(0, 100, List(0, 12, 25, 32, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 26.0, 90980.0, 11.0, 55.0))
0.0List(0, 100, List(1, 8, 23, 33, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 46.0, 177407.0, 9.0, 50.0))
0.0List(0, 100, List(0, 10, 24, 29, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 26.0, 96467.0, 13.0, 40.0))
1.0List(0, 100, List(4, 20, 25, 29, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 48.0, 327886.0, 16.0, 50.0))
0.0List(0, 100, List(0, 8, 24, 37, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 34.0, 111567.0, 9.0, 40.0))
0.0List(0, 100, List(2, 8, 24, 32, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 34.0, 166545.0, 9.0, 40.0))
1.0List(0, 100, List(0, 8, 23, 34, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 59.0, 142182.0, 9.0, 40.0))
0.0List(0, 100, List(0, 10, 24, 29, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 34.0, 188798.0, 13.0, 40.0))
1.0List(0, 100, List(0, 10, 24, 31, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 49.0, 38563.0, 13.0, 56.0))
0.0List(0, 100, List(0, 13, 24, 32, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 18.0, 216284.0, 7.0, 20.0))
0.0List(0, 100, List(0, 8, 23, 39, 43, 48, 52, 54, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 43.0, 191547.0, 9.0, 40.0))
0.0List(0, 100, List(0, 13, 23, 31, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 48.0, 285335.0, 7.0, 50.0))
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0.0List(0, 100, List(0, 8, 23, 35, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 33.0, 80945.0, 9.0, 40.0))
0.0List(0, 100, List(0, 9, 24, 33, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 24.0, 309055.0, 10.0, 15.0))
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1.0List(0, 100, List(0, 9, 23, 39, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 39.0, 176186.0, 10.0, 50.0))
0.0List(0, 100, List(1, 10, 26, 29, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 29.0, 266855.0, 13.0, 40.0))
1.0List(0, 100, List(0, 10, 23, 31, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 44.0, 48087.0, 13.0, 40.0))
0.0List(0, 100, List(0, 9, 24, 37, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 24.0, 121313.0, 10.0, 50.0))
1.0List(0, 100, List(1, 11, 23, 33, 43, 48, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 71.0, 143437.0, 14.0, 10605.0, 40.0))
1.0List(0, 100, List(1, 10, 23, 33, 43, 50, 52, 66, 94, 95, 96, 98, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 51.0, 160724.0, 13.0, 2415.0, 40.0))
0.0List(0, 100, List(0, 21, 25, 34, 46, 49, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 55.0, 282753.0, 3.0, 25.0))
1.0List(0, 100, List(0, 10, 23, 31, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 41.0, 194636.0, 13.0, 60.0))
0.0List(0, 100, List(0, 8, 24, 38, 46, 49, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 23.0, 153044.0, 9.0, 7.0))
0.0List(0, 100, List(0, 12, 25, 32, 46, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 38.0, 411797.0, 11.0, 40.0))
1.0List(0, 100, List(0, 8, 23, 37, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 39.0, 117683.0, 9.0, 40.0))
0.0List(0, 100, List(0, 8, 24, 32, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 19.0, 376540.0, 9.0, 30.0))
0.0List(0, 100, List(0, 18, 25, 35, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 49.0, 72393.0, 5.0, 40.0))
1.0List(0, 100, List(0, 10, 23, 32, 48, 52, 56, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 32.0, 270335.0, 13.0, 40.0))
0.0List(0, 100, List(0, 8, 23, 30, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 27.0, 96226.0, 9.0, 70.0))
1.0List(0, 100, List(0, 10, 23, 33, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 38.0, 95336.0, 13.0, 50.0))
0.0List(0, 100, List(0, 9, 23, 30, 47, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 33.0, 258498.0, 10.0, 60.0))
0.0List(0, 100, List(3, 9, 23, 36, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 63.0, 149698.0, 10.0, 15.0))
0.0List(0, 100, List(0, 10, 24, 31, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 23.0, 205865.0, 13.0, 28.0))
0.0List(0, 100, List(5, 9, 23, 30, 43, 48, 52, 55, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 33.0, 155781.0, 10.0, 60.0))
0.0List(0, 100, List(1, 8, 23, 33, 43, 49, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 54.0, 406468.0, 9.0, 40.0))
0.0List(0, 100, List(0, 12, 25, 40, 44, 48, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 29.0, 177119.0, 11.0, 2174.0, 45.0))
0.0List(0, 100, List(3, 9, 25, 36, 46, 49, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 48.0, 144397.0, 10.0, 30.0))
0.0List(0, 100, List(1, 10, 24, 31, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 35.0, 372525.0, 13.0, 40.0))
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1.0List(0, 100, List(0, 10, 23, 29, 43, 48, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 37.0, 183800.0, 13.0, 7688.0, 50.0))
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0.0List(0, 100, List(0, 8, 23, 40, 43, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 28.0, 109165.0, 9.0, 40.0))
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0.0List(0, 100, List(0, 8, 25, 35, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 46.0, 171550.0, 9.0, 38.0))
0.0List(0, 100, List(0, 9, 25, 35, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 37.0, 211154.0, 10.0, 52.0))
0.0List(0, 100, List(0, 10, 24, 29, 45, 49, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 24.0, 202570.0, 13.0, 15.0))
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0.0List(0, 100, List(0, 8, 24, 33, 45, 49, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 23.0, 543028.0, 9.0, 40.0))
1.0List(0, 100, List(0, 10, 23, 31, 43, 48, 52, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 39.0, 202027.0, 13.0, 15024.0, 45.0))
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1.0List(0, 100, List(5, 8, 23, 31, 43, 50, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 67.0, 76860.0, 9.0, 40.0))
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0.0List(0, 100, List(0, 9, 24, 34, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 21.0, 186648.0, 10.0, 20.0))
0.0List(0, 100, List(0, 9, 24, 33, 44, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 23.0, 257509.0, 10.0, 25.0))
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0.0List(0, 100, List(0, 9, 23, 32, 47, 49, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 38.0, 97083.0, 10.0, 40.0))
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"]}}],"execution_count":14},{"cell_type":"markdown","source":["## Fitting the machine learning models\nBefore fitting a machine learning model, we should split our data in a training and test set. Then we can set up the model and fit it on the training data.\nLet's fit a logistic regression model, a decision tree and a random forest."],"metadata":{}},{"cell_type":"code","source":["### Randomly split data into training and test sets. set seed for reproducibility\n(trainingData, testData) = preppedDataDF.randomSplit([0.7, 0.3], seed=100)\n\nfrom pyspark.ml.classification import LogisticRegression, DecisionTreeClassifier, RandomForestClassifier\n\n# Create initial LogisticRegression model\nlr = LogisticRegression(labelCol=\"label\", featuresCol=\"features\", maxIter=10)\ndt = DecisionTreeClassifier(labelCol = 'label', featuresCol = 'features', maxDepth = 3)\nrf = RandomForestClassifier(featuresCol = 'features', labelCol = 'label', numTrees=100)\n\n# Train model with Training Data\nlrModel = lr.fit(trainingData)\ndtModel = dt.fit(trainingData)\n\nrfModel = rf.fit(trainingData)"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["\n
"]}}],"execution_count":16},{"cell_type":"code","source":["# Make predictions on test data using the transform() method for the three models\npredictions_LR = lrModel.transform(testData)\npredictions_DT = dtModel.transform(testData)\npredictions_RF = rfModel.transform(testData)\n"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["\n
"]}}],"execution_count":17},{"cell_type":"markdown","source":["## Evaluating the models\nLet's evaluate the three models in terms of their area under the ROC curve."],"metadata":{}},{"cell_type":"code","source":["display(predictions_LR)"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["
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17.0 ?80077.0 11th7.0 Never-married ? Own-child White Female0.00.020.0 United-States <=50K3.0List(0, 8, List(3), List(1.0))5.0List(0, 15, List(5), List(1.0))1.0List(0, 6, List(1), List(1.0))7.0List(0, 14, List(7), List(1.0))2.0List(0, 5, List(2), List(1.0))0.0List(0, 4, List(0), List(1.0))1.0List(0, 1, List(), List())0.0List(0, 41, List(0), List(1.0))0.0List(0, 100, List(3, 13, 24, 36, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 17.0, 80077.0, 7.0, 20.0))List(1, 2, List(), List(8.684617598867284, -8.684617598867284))List(1, 2, List(), List(0.9998308605021862, 1.6913949781383598E-4))0.0
17.0 ?86786.0 10th6.0 Never-married ? Own-child White Female0.00.040.0 United-States <=50K3.0List(0, 8, List(3), List(1.0))7.0List(0, 15, List(7), List(1.0))1.0List(0, 6, List(1), List(1.0))7.0List(0, 14, List(7), List(1.0))2.0List(0, 5, List(2), List(1.0))0.0List(0, 4, List(0), List(1.0))1.0List(0, 1, List(), List())0.0List(0, 41, List(0), List(1.0))0.0List(0, 100, List(3, 15, 24, 36, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 17.0, 86786.0, 6.0, 40.0))List(1, 2, List(), List(8.220432560972577, -8.220432560972577))List(1, 2, List(), List(0.9997309737564378, 2.690262435622275E-4))0.0
17.0 ?112942.0 10th6.0 Never-married ? Own-child White Male0.00.040.0 United-States <=50K3.0List(0, 8, List(3), List(1.0))7.0List(0, 15, List(7), List(1.0))1.0List(0, 6, List(1), List(1.0))7.0List(0, 14, List(7), List(1.0))2.0List(0, 5, List(2), List(1.0))0.0List(0, 4, List(0), List(1.0))0.0List(0, 1, List(0), List(1.0))0.0List(0, 41, List(0), List(1.0))0.0List(0, 100, List(3, 15, 24, 36, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 17.0, 112942.0, 6.0, 40.0))List(1, 2, List(), List(7.610679099376499, -7.610679099376499))List(1, 2, List(), List(0.9995051095397631, 4.948904602367223E-4))0.0
17.0 ?138507.0 10th6.0 Never-married ? Own-child White Male0.00.020.0 United-States <=50K3.0List(0, 8, List(3), List(1.0))7.0List(0, 15, List(7), List(1.0))1.0List(0, 6, List(1), List(1.0))7.0List(0, 14, List(7), List(1.0))2.0List(0, 5, List(2), List(1.0))0.0List(0, 4, List(0), List(1.0))0.0List(0, 1, List(0), List(1.0))0.0List(0, 41, List(0), List(1.0))0.0List(0, 100, List(3, 15, 24, 36, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 17.0, 138507.0, 6.0, 20.0))List(1, 2, List(), List(8.30258356436842, -8.30258356436842))List(1, 2, List(), List(0.9997521858305097, 2.4781416949023273E-4))0.0
17.0 ?139183.0 10th6.0 Never-married ? Own-child White Female0.00.015.0 United-States <=50K3.0List(0, 8, List(3), List(1.0))7.0List(0, 15, List(7), List(1.0))1.0List(0, 6, List(1), List(1.0))7.0List(0, 14, List(7), List(1.0))2.0List(0, 5, List(2), List(1.0))0.0List(0, 4, List(0), List(1.0))1.0List(0, 1, List(), List())0.0List(0, 41, List(0), List(1.0))0.0List(0, 100, List(3, 15, 24, 36, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 17.0, 139183.0, 6.0, 15.0))List(1, 2, List(), List(9.0600530678223, -9.0600530678223))List(1, 2, List(), List(0.9998837966957285, 1.1620330427157354E-4))0.0
17.0 ?145258.0 11th7.0 Never-married ? Other-relative White Female0.00.025.0 United-States <=50K3.0List(0, 8, List(3), List(1.0))5.0List(0, 15, List(5), List(1.0))1.0List(0, 6, List(1), List(1.0))7.0List(0, 14, List(7), List(1.0))5.0List(0, 5, List(), List())0.0List(0, 4, List(0), List(1.0))1.0List(0, 1, List(), List())0.0List(0, 41, List(0), List(1.0))0.0List(0, 100, List(3, 13, 24, 36, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 17.0, 145258.0, 7.0, 25.0))List(1, 2, List(), List(6.622593610621037, -6.622593610621037))List(1, 2, List(), List(0.9986717894635513, 0.0013282105364488199))0.0
17.0 ?158762.0 10th6.0 Never-married ? Own-child White Female0.00.020.0 United-States <=50K3.0List(0, 8, List(3), List(1.0))7.0List(0, 15, List(7), List(1.0))1.0List(0, 6, List(1), List(1.0))7.0List(0, 14, List(7), List(1.0))2.0List(0, 5, List(2), List(1.0))0.0List(0, 4, List(0), List(1.0))1.0List(0, 1, List(), List())0.0List(0, 41, List(0), List(1.0))0.0List(0, 100, List(3, 15, 24, 36, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 17.0, 158762.0, 6.0, 20.0))List(1, 2, List(), List(8.854983684598722, -8.854983684598722))List(1, 2, List(), List(0.9998573514069589, 1.4264859304110482E-4))0.0
17.0 ?161259.0 10th6.0 Never-married ? Other-relative White Male0.00.012.0 United-States <=50K3.0List(0, 8, List(3), List(1.0))7.0List(0, 15, List(7), List(1.0))1.0List(0, 6, List(1), List(1.0))7.0List(0, 14, List(7), List(1.0))5.0List(0, 5, List(), List())0.0List(0, 4, List(0), List(1.0))0.0List(0, 1, List(0), List(1.0))0.0List(0, 41, List(0), List(1.0))0.0List(0, 100, List(3, 15, 24, 36, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 17.0, 161259.0, 6.0, 12.0))List(1, 2, List(), List(6.763265088041763, -6.763265088041763))List(1, 2, List(), List(0.9988458831636885, 0.0011541168363114961))0.0
17.0 ?181337.0 10th6.0 Never-married ? Own-child Other Female0.00.020.0 United-States <=50K3.0List(0, 8, List(3), List(1.0))7.0List(0, 15, List(7), List(1.0))1.0List(0, 6, List(1), List(1.0))7.0List(0, 14, List(7), List(1.0))2.0List(0, 5, List(2), List(1.0))4.0List(0, 4, List(), List())1.0List(0, 1, List(), List())0.0List(0, 41, List(0), List(1.0))0.0List(0, 100, List(3, 15, 24, 36, 45, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 17.0, 181337.0, 6.0, 20.0))List(1, 2, List(), List(8.061167834414656, -8.061167834414656))List(1, 2, List(), List(0.9996845414750251, 3.1545852497488904E-4))0.0
17.0 ?187539.0 11th7.0 Never-married ? Own-child White Female0.00.010.0 United-States <=50K3.0List(0, 8, List(3), List(1.0))5.0List(0, 15, List(5), List(1.0))1.0List(0, 6, List(1), List(1.0))7.0List(0, 14, List(7), List(1.0))2.0List(0, 5, List(2), List(1.0))0.0List(0, 4, List(0), List(1.0))1.0List(0, 1, List(), List())0.0List(0, 41, List(0), List(1.0))0.0List(0, 100, List(3, 13, 24, 36, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 17.0, 187539.0, 7.0, 10.0))List(1, 2, List(), List(8.913567705060405, -8.913567705060405))List(1, 2, List(), List(0.9998654671629316, 1.345328370683751E-4))0.0
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17.0 ?215743.0 11th7.0 Never-married ? Own-child White Male0.00.040.0 United-States <=50K3.0List(0, 8, List(3), List(1.0))5.0List(0, 15, List(5), List(1.0))1.0List(0, 6, List(1), List(1.0))7.0List(0, 14, List(7), List(1.0))2.0List(0, 5, List(2), List(1.0))0.0List(0, 4, List(0), List(1.0))0.0List(0, 1, List(0), List(1.0))0.0List(0, 41, List(0), List(1.0))0.0List(0, 100, List(3, 13, 24, 36, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 17.0, 215743.0, 7.0, 40.0))List(1, 2, List(), List(7.216037981624435, -7.216037981624435))List(1, 2, List(), List(0.9992658318140631, 7.3416818593676E-4))0.0
17.0 ?219277.0 11th7.0 Never-married ? Own-child White Female0.00.020.0 United-States <=50K3.0List(0, 8, List(3), List(1.0))5.0List(0, 15, List(5), List(1.0))1.0List(0, 6, List(1), List(1.0))7.0List(0, 14, List(7), List(1.0))2.0List(0, 5, List(2), List(1.0))0.0List(0, 4, List(0), List(1.0))1.0List(0, 1, List(), List())0.0List(0, 41, List(0), List(1.0))0.0List(0, 100, List(3, 13, 24, 36, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 17.0, 219277.0, 7.0, 20.0))List(1, 2, List(), List(8.5125983551941, -8.5125983551941))List(1, 2, List(), List(0.9997991192794379, 2.0088072056208037E-4))0.0
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17.0 ?262196.0 10th6.0 Never-married ? Own-child White Male0.00.08.0 United-States <=50K3.0List(0, 8, List(3), List(1.0))7.0List(0, 15, List(7), List(1.0))1.0List(0, 6, List(1), List(1.0))7.0List(0, 14, List(7), List(1.0))2.0List(0, 5, List(2), List(1.0))0.0List(0, 4, List(0), List(1.0))0.0List(0, 1, List(0), List(1.0))0.0List(0, 41, List(0), List(1.0))0.0List(0, 100, List(3, 15, 24, 36, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 17.0, 262196.0, 6.0, 8.0))List(1, 2, List(), List(8.583830517415374, -8.583830517415374))List(1, 2, List(), List(0.9998129281156711, 1.8707188432886548E-4))0.0
17.0 ?297117.0 11th7.0 Never-married ? Own-child White Female0.00.040.0 United-States <=50K3.0List(0, 8, List(3), List(1.0))5.0List(0, 15, List(5), List(1.0))1.0List(0, 6, List(1), List(1.0))7.0List(0, 14, List(7), List(1.0))2.0List(0, 5, List(2), List(1.0))0.0List(0, 4, List(0), List(1.0))1.0List(0, 1, List(), List())0.0List(0, 41, List(0), List(1.0))0.0List(0, 100, List(3, 13, 24, 36, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 17.0, 297117.0, 7.0, 40.0))List(1, 2, List(), List(7.692909049023836, -7.692909049023836))List(1, 2, List(), List(0.999544158316771, 4.5584168322886933E-4))0.0
17.0 ?341395.0 10th6.0 Never-married ? Own-child Black Male0.00.020.0 United-States <=50K3.0List(0, 8, List(3), List(1.0))7.0List(0, 15, List(7), List(1.0))1.0List(0, 6, List(1), List(1.0))7.0List(0, 14, List(7), List(1.0))2.0List(0, 5, List(2), List(1.0))1.0List(0, 4, List(1), List(1.0))0.0List(0, 1, List(0), List(1.0))0.0List(0, 41, List(0), List(1.0))0.0List(0, 100, List(3, 15, 24, 36, 45, 49, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 17.0, 341395.0, 6.0, 20.0))List(1, 2, List(), List(8.24477287297904, -8.24477287297904))List(1, 2, List(), List(0.999737441190875, 2.6255880912499143E-4))0.0
17.0 ?406920.0 10th6.0 Never-married ? Own-child White Male0.00.040.0 United-States <=50K3.0List(0, 8, List(3), List(1.0))7.0List(0, 15, List(7), List(1.0))1.0List(0, 6, List(1), List(1.0))7.0List(0, 14, List(7), List(1.0))2.0List(0, 5, List(2), List(1.0))0.0List(0, 4, List(0), List(1.0))0.0List(0, 1, List(0), List(1.0))0.0List(0, 41, List(0), List(1.0))0.0List(0, 100, List(3, 15, 24, 36, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 17.0, 406920.0, 6.0, 40.0))List(1, 2, List(), List(7.247389780292053, -7.247389780292053))List(1, 2, List(), List(0.9992884761052984, 7.115238947017043E-4))0.0
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18.0 ?169882.0 Some-college10.0 Never-married ? Own-child White Female594.00.015.0 United-States <=50K3.0List(0, 8, List(3), List(1.0))1.0List(0, 15, List(1), List(1.0))1.0List(0, 6, List(1), List(1.0))7.0List(0, 14, List(7), List(1.0))2.0List(0, 5, List(2), List(1.0))0.0List(0, 4, List(0), List(1.0))1.0List(0, 1, List(), List())0.0List(0, 41, List(0), List(1.0))0.0List(0, 100, List(3, 9, 24, 36, 45, 48, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 18.0, 169882.0, 10.0, 594.0, 15.0))List(1, 2, List(), List(7.574458282265649, -7.574458282265649))List(1, 2, List(), List(0.9994868649792009, 5.131350207991349E-4))0.0
18.0 ?171964.0 HS-grad9.0 Never-married ? Own-child White Female0.01602.020.0 United-States <=50K3.0List(0, 8, List(3), List(1.0))0.0List(0, 15, List(0), List(1.0))1.0List(0, 6, List(1), List(1.0))7.0List(0, 14, List(7), List(1.0))2.0List(0, 5, List(2), List(1.0))0.0List(0, 4, List(0), List(1.0))1.0List(0, 1, List(), List())0.0List(0, 41, List(0), List(1.0))0.0List(0, 100, List(3, 8, 24, 36, 45, 48, 53, 94, 95, 96, 98, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 18.0, 171964.0, 9.0, 1602.0, 20.0))List(1, 2, List(), List(6.9395024722977166, -6.9395024722977166))List(1, 2, List(), List(0.9990321861131451, 9.678138868549459E-4))0.0
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18.0 ?173125.0 12th8.0 Never-married ? Own-child White Female0.00.024.0 United-States <=50K3.0List(0, 8, List(3), List(1.0))11.0List(0, 15, List(11), List(1.0))1.0List(0, 6, List(1), List(1.0))7.0List(0, 14, List(7), List(1.0))2.0List(0, 5, List(2), List(1.0))0.0List(0, 4, List(0), List(1.0))1.0List(0, 1, List(), List())0.0List(0, 41, List(0), List(1.0))0.0List(0, 100, List(3, 19, 24, 36, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 18.0, 173125.0, 8.0, 24.0))List(1, 2, List(), List(7.860898117782874, -7.860898117782874))List(1, 2, List(), List(0.9996146211073825, 3.853788926173627E-4))0.0
18.0 ?175648.0 11th7.0 Never-married ? Own-child White Male0.00.040.0 United-States <=50K3.0List(0, 8, List(3), List(1.0))5.0List(0, 15, List(5), List(1.0))1.0List(0, 6, List(1), List(1.0))7.0List(0, 14, List(7), List(1.0))2.0List(0, 5, List(2), List(1.0))0.0List(0, 4, List(0), List(1.0))0.0List(0, 1, List(0), List(1.0))0.0List(0, 41, List(0), List(1.0))0.0List(0, 100, List(3, 13, 24, 36, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 18.0, 175648.0, 7.0, 40.0))List(1, 2, List(), List(7.238203229832651, -7.238203229832651))List(1, 2, List(), List(0.9992819142546298, 7.180857453702707E-4))0.0
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20.0 ?163911.0 Some-college10.0 Never-married ? Own-child White Female0.00.040.0 United-States <=50K3.0List(0, 8, List(3), List(1.0))1.0List(0, 15, List(1), List(1.0))1.0List(0, 6, List(1), List(1.0))7.0List(0, 14, List(7), List(1.0))2.0List(0, 5, List(2), List(1.0))0.0List(0, 4, List(0), List(1.0))1.0List(0, 1, List(), List())0.0List(0, 41, List(0), List(1.0))0.0List(0, 100, List(3, 9, 24, 36, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 20.0, 163911.0, 10.0, 40.0))List(1, 2, List(), List(6.745904915513183, -6.745904915513183))List(1, 2, List(), List(0.9988256963075808, 0.001174303692419293))0.0
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20.0 ?210029.0 Some-college10.0 Never-married ? Own-child White Female0.00.040.0 United-States <=50K3.0List(0, 8, List(3), List(1.0))1.0List(0, 15, List(1), List(1.0))1.0List(0, 6, List(1), List(1.0))7.0List(0, 14, List(7), List(1.0))2.0List(0, 5, List(2), List(1.0))0.0List(0, 4, List(0), List(1.0))1.0List(0, 1, List(), List())0.0List(0, 41, List(0), List(1.0))0.0List(0, 100, List(3, 9, 24, 36, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 20.0, 210029.0, 10.0, 40.0))List(1, 2, List(), List(6.688913654883011, -6.688913654883011))List(1, 2, List(), List(0.9987569130474375, 0.0012430869525624103))0.0
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21.0 ?163665.0 Some-college10.0 Never-married ? Own-child White Female0.00.040.0 United-States <=50K3.0List(0, 8, List(3), List(1.0))1.0List(0, 15, List(1), List(1.0))1.0List(0, 6, List(1), List(1.0))7.0List(0, 14, List(7), List(1.0))2.0List(0, 5, List(2), List(1.0))0.0List(0, 4, List(0), List(1.0))1.0List(0, 1, List(), List())0.0List(0, 41, List(0), List(1.0))0.0List(0, 100, List(3, 9, 24, 36, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 21.0, 163665.0, 10.0, 40.0))List(1, 2, List(), List(6.7188259479086625, -6.7188259479086625))List(1, 2, List(), List(0.9987935018116822, 0.0012064981883177386))0.0
21.0 ?163911.0 Some-college10.0 Never-married ? Own-child White Female0.00.03.0 United-States <=50K3.0List(0, 8, List(3), List(1.0))1.0List(0, 15, List(1), List(1.0))1.0List(0, 6, List(1), List(1.0))7.0List(0, 14, List(7), List(1.0))2.0List(0, 5, List(2), List(1.0))0.0List(0, 4, List(0), List(1.0))1.0List(0, 1, List(), List())0.0List(0, 41, List(0), List(1.0))0.0List(0, 100, List(3, 9, 24, 36, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 21.0, 163911.0, 10.0, 3.0))List(1, 2, List(), List(8.056991279985603, -8.056991279985603))List(1, 2, List(), List(0.9996832216083614, 3.1677839163849375E-4))0.0
21.0 ?170038.0 Some-college10.0 Never-married ? Own-child White Female0.00.040.0 United-States <=50K3.0List(0, 8, List(3), List(1.0))1.0List(0, 15, List(1), List(1.0))1.0List(0, 6, List(1), List(1.0))7.0List(0, 14, List(7), List(1.0))2.0List(0, 5, List(2), List(1.0))0.0List(0, 4, List(0), List(1.0))1.0List(0, 1, List(), List())0.0List(0, 41, List(0), List(1.0))0.0List(0, 100, List(3, 9, 24, 36, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 21.0, 170038.0, 10.0, 40.0))List(1, 2, List(), List(6.710950382966644, -6.710950382966644))List(1, 2, List(), List(0.998783974042313, 0.0012160259576871203))0.0
21.0 ?170272.0 Some-college10.0 Never-married ? Own-child White Female0.00.025.0 United-States <=50K3.0List(0, 8, List(3), List(1.0))1.0List(0, 15, List(1), List(1.0))1.0List(0, 6, List(1), List(1.0))7.0List(0, 14, List(7), List(1.0))2.0List(0, 5, List(2), List(1.0))0.0List(0, 4, List(0), List(1.0))1.0List(0, 1, List(), List())0.0List(0, 41, List(0), List(1.0))0.0List(0, 100, List(3, 9, 24, 36, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 21.0, 170272.0, 10.0, 25.0))List(1, 2, List(), List(7.253283914687302, -7.253283914687302))List(1, 2, List(), List(0.9992926546297921, 7.073453702078436E-4))0.0
21.0 ?176356.0 Some-college10.0 Never-married ? Own-child White Female0.00.010.0 Germany <=50K3.0List(0, 8, List(3), List(1.0))1.0List(0, 15, List(1), List(1.0))1.0List(0, 6, List(1), List(1.0))7.0List(0, 14, List(7), List(1.0))2.0List(0, 5, List(2), List(1.0))0.0List(0, 4, List(0), List(1.0))1.0List(0, 1, List(), List())4.0List(0, 41, List(4), List(1.0))0.0List(0, 100, List(3, 9, 24, 36, 45, 48, 57, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 21.0, 176356.0, 10.0, 10.0))List(1, 2, List(), List(7.534639824574876, -7.534639824574876))List(1, 2, List(), List(0.9994660316207079, 5.339683792921503E-4))0.0
21.0 ?180303.0 Bachelors13.0 Never-married ? Not-in-family Asian-Pac-Islander Male0.00.025.0 ? <=50K3.0List(0, 8, List(3), List(1.0))2.0List(0, 15, List(2), List(1.0))1.0List(0, 6, List(1), List(1.0))7.0List(0, 14, List(7), List(1.0))1.0List(0, 5, List(1), List(1.0))2.0List(0, 4, List(2), List(1.0))0.0List(0, 1, List(0), List(1.0))2.0List(0, 41, List(2), List(1.0))0.0List(0, 100, List(3, 10, 24, 36, 44, 50, 52, 55, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 21.0, 180303.0, 13.0, 25.0))List(1, 2, List(), List(4.387969450659036, -4.387969450659036))List(1, 2, List(), List(0.9877265737033433, 0.01227342629665689))0.0
21.0 ?199915.0 Some-college10.0 Never-married ? Own-child White Female0.00.035.0 United-States <=50K3.0List(0, 8, List(3), List(1.0))1.0List(0, 15, List(1), List(1.0))1.0List(0, 6, List(1), List(1.0))7.0List(0, 14, List(7), List(1.0))2.0List(0, 5, List(2), List(1.0))0.0List(0, 4, List(0), List(1.0))1.0List(0, 1, List(), List())0.0List(0, 41, List(0), List(1.0))0.0List(0, 100, List(3, 9, 24, 36, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 21.0, 199915.0, 10.0, 35.0))List(1, 2, List(), List(6.854903503869096, -6.854903503869096))List(1, 2, List(), List(0.9989468369577562, 0.0010531630422436916))0.0
21.0 ?204226.0 Some-college10.0 Never-married ? Unmarried White Female0.00.035.0 United-States <=50K3.0List(0, 8, List(3), List(1.0))1.0List(0, 15, List(1), List(1.0))1.0List(0, 6, List(1), List(1.0))7.0List(0, 14, List(7), List(1.0))3.0List(0, 5, List(3), List(1.0))0.0List(0, 4, List(0), List(1.0))1.0List(0, 1, List(), List())0.0List(0, 41, List(0), List(1.0))0.0List(0, 100, List(3, 9, 24, 36, 46, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 21.0, 204226.0, 10.0, 35.0))List(1, 2, List(), List(5.764803628620022, -5.764803628620022))List(1, 2, List(), List(0.9968737926947395, 0.0031262073052604985))0.0
21.0 ?212888.0 11th7.0 Married-civ-spouse ? Wife White Female0.00.056.0 United-States <=50K3.0List(0, 8, List(3), List(1.0))5.0List(0, 15, List(5), List(1.0))0.0List(0, 6, List(0), List(1.0))7.0List(0, 14, List(7), List(1.0))4.0List(0, 5, List(4), List(1.0))0.0List(0, 4, List(0), List(1.0))1.0List(0, 1, List(), List())0.0List(0, 41, List(0), List(1.0))0.0List(0, 100, List(3, 13, 23, 36, 47, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 21.0, 212888.0, 7.0, 56.0))List(1, 2, List(), List(1.892168773399955, -1.892168773399955))List(1, 2, List(), List(0.8690026150117204, 0.13099738498827965))0.0
21.0 ?233923.0 Some-college10.0 Never-married ? Own-child White Female0.00.024.0 United-States <=50K3.0List(0, 8, List(3), List(1.0))1.0List(0, 15, List(1), List(1.0))1.0List(0, 6, List(1), List(1.0))7.0List(0, 14, List(7), List(1.0))2.0List(0, 5, List(2), List(1.0))0.0List(0, 4, List(0), List(1.0))1.0List(0, 1, List(), List())0.0List(0, 41, List(0), List(1.0))0.0List(0, 100, List(3, 9, 24, 36, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 21.0, 233923.0, 10.0, 24.0))List(1, 2, List(), List(7.210800737931033, -7.210800737931033))List(1, 2, List(), List(0.9992619795552593, 7.380204447406357E-4))0.0
21.0 ?242736.0 Assoc-acdm12.0 Never-married ? Own-child White Female0.00.040.0 United-States <=50K3.0List(0, 8, List(3), List(1.0))6.0List(0, 15, List(6), List(1.0))1.0List(0, 6, List(1), List(1.0))7.0List(0, 14, List(7), List(1.0))2.0List(0, 5, List(2), List(1.0))0.0List(0, 4, List(0), List(1.0))1.0List(0, 1, List(), List())0.0List(0, 41, List(0), List(1.0))0.0List(0, 100, List(3, 14, 24, 36, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 21.0, 242736.0, 12.0, 40.0))List(1, 2, List(), List(6.415775568043612, -6.415775568043612))List(1, 2, List(), List(0.9983671197237874, 0.0016328802762125112))0.0
21.0 ?253190.0 Some-college10.0 Never-married ? Own-child White Male0.00.048.0 United-States <=50K3.0List(0, 8, List(3), List(1.0))1.0List(0, 15, List(1), List(1.0))1.0List(0, 6, List(1), List(1.0))7.0List(0, 14, List(7), List(1.0))2.0List(0, 5, List(2), List(1.0))0.0List(0, 4, List(0), List(1.0))0.0List(0, 1, List(0), List(1.0))0.0List(0, 41, List(0), List(1.0))0.0List(0, 100, List(3, 9, 24, 36, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 21.0, 253190.0, 10.0, 48.0))List(1, 2, List(), List(5.741364175616624, -5.741364175616624))List(1, 2, List(), List(0.996799887837751, 0.0032001121622490187))0.0
21.0 ?262062.0 Some-college10.0 Never-married ? Own-child White Female0.00.040.0 United-States <=50K3.0List(0, 8, List(3), List(1.0))1.0List(0, 15, List(1), List(1.0))1.0List(0, 6, List(1), List(1.0))7.0List(0, 14, List(7), List(1.0))2.0List(0, 5, List(2), List(1.0))0.0List(0, 4, List(0), List(1.0))1.0List(0, 1, List(), List())0.0List(0, 41, List(0), List(1.0))0.0List(0, 100, List(3, 9, 24, 36, 45, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 21.0, 262062.0, 10.0, 40.0))List(1, 2, List(), List(6.597229845037182, -6.597229845037182))List(1, 2, List(), List(0.9986377166552979, 0.0013622833447021734))0.0
21.0 ?262280.0 Some-college10.0 Married-civ-spouse ? Wife White Female3781.00.040.0 United-States <=50K3.0List(0, 8, List(3), List(1.0))1.0List(0, 15, List(1), List(1.0))0.0List(0, 6, List(0), List(1.0))7.0List(0, 14, List(7), List(1.0))4.0List(0, 5, List(4), List(1.0))0.0List(0, 4, List(0), List(1.0))1.0List(0, 1, List(), List())0.0List(0, 41, List(0), List(1.0))0.0List(0, 100, List(3, 9, 23, 36, 47, 48, 53, 94, 95, 96, 97, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 21.0, 262280.0, 10.0, 3781.0, 40.0))List(1, 2, List(), List(0.5962229510929924, -0.5962229510929924))List(1, 2, List(), List(0.6447917023256213, 0.35520829767437867))0.0
21.0 ?270043.0 10th6.0 Never-married ? Unmarried White Female0.00.030.0 United-States <=50K3.0List(0, 8, List(3), List(1.0))7.0List(0, 15, List(7), List(1.0))1.0List(0, 6, List(1), List(1.0))7.0List(0, 14, List(7), List(1.0))3.0List(0, 5, List(3), List(1.0))0.0List(0, 4, List(0), List(1.0))1.0List(0, 1, List(), List())0.0List(0, 41, List(0), List(1.0))0.0List(0, 100, List(3, 15, 24, 36, 46, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 21.0, 270043.0, 6.0, 30.0))List(1, 2, List(), List(7.161413110072484, -7.161413110072484))List(1, 2, List(), List(0.9992246443777496, 7.753556222505123E-4))0.0
21.0 ?300812.0 Some-college10.0 Never-married ? Own-child White Male0.00.030.0 United-States <=50K3.0List(0, 8, List(3), List(1.0))1.0List(0, 15, List(1), List(1.0))1.0List(0, 6, List(1), List(1.0))7.0List(0, 14, List(7), List(1.0))2.0List(0, 5, List(2), List(1.0))0.0List(0, 4, List(0), List(1.0))0.0List(0, 1, List(0), List(1.0))0.0List(0, 41, List(0), List(1.0))0.0List(0, 100, List(3, 9, 24, 36, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 21.0, 300812.0, 10.0, 30.0))List(1, 2, List(), List(6.3336615586628735, -6.3336615586628735))List(1, 2, List(), List(0.9982276262070968, 0.0017723737929031776))0.0
21.0 ?301853.0 Some-college10.0 Never-married ? Own-child White Male0.00.040.0 United-States <=50K3.0List(0, 8, List(3), List(1.0))1.0List(0, 15, List(1), List(1.0))1.0List(0, 6, List(1), List(1.0))7.0List(0, 14, List(7), List(1.0))2.0List(0, 5, List(2), List(1.0))0.0List(0, 4, List(0), List(1.0))0.0List(0, 1, List(0), List(1.0))0.0List(0, 41, List(0), List(1.0))0.0List(0, 100, List(3, 9, 24, 36, 45, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 21.0, 301853.0, 10.0, 40.0))List(1, 2, List(), List(5.970626653645963, -5.970626653645963))List(1, 2, List(), List(0.9974538580912718, 0.002546141908728069))0.0
21.0 ?314645.0 Some-college10.0 Never-married ? Not-in-family White Female0.00.043.0 United-States <=50K3.0List(0, 8, List(3), List(1.0))1.0List(0, 15, List(1), List(1.0))1.0List(0, 6, List(1), List(1.0))7.0List(0, 14, List(7), List(1.0))1.0List(0, 5, List(1), List(1.0))0.0List(0, 4, List(0), List(1.0))1.0List(0, 1, List(), List())0.0List(0, 41, List(0), List(1.0))0.0List(0, 100, List(3, 9, 24, 36, 44, 48, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 21.0, 314645.0, 10.0, 43.0))List(1, 2, List(), List(4.679387078753731, -4.679387078753731))List(1, 2, List(), List(0.9908007097421463, 0.00919929025785362))0.0
21.0 ?369084.0 Some-college10.0 Never-married ? Other-relative White Male0.00.010.0 United-States <=50K3.0List(0, 8, List(3), List(1.0))1.0List(0, 15, List(1), List(1.0))1.0List(0, 6, List(1), List(1.0))7.0List(0, 14, List(7), List(1.0))5.0List(0, 5, List(), List())0.0List(0, 4, List(0), List(1.0))0.0List(0, 1, List(0), List(1.0))0.0List(0, 41, List(0), List(1.0))0.0List(0, 100, List(3, 9, 24, 36, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 21.0, 369084.0, 10.0, 10.0))List(1, 2, List(), List(5.1721889740231735, -5.1721889740231735))List(1, 2, List(), List(0.9943598526451667, 0.005640147354833321))0.0
21.0 ?433330.0 Some-college10.0 Never-married ? Unmarried White Male0.00.040.0 United-States <=50K3.0List(0, 8, List(3), List(1.0))1.0List(0, 15, List(1), List(1.0))1.0List(0, 6, List(1), List(1.0))7.0List(0, 14, List(7), List(1.0))3.0List(0, 5, List(3), List(1.0))0.0List(0, 4, List(0), List(1.0))0.0List(0, 1, List(0), List(1.0))0.0List(0, 41, List(0), List(1.0))0.0List(0, 100, List(3, 9, 24, 36, 46, 48, 52, 53, 94, 95, 96, 99), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 21.0, 433330.0, 10.0, 40.0))List(1, 2, List(), List(4.723378796062521, -4.723378796062521))List(1, 2, List(), List(0.9911931430546123, 0.008806856945387782))0.0
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"]}}],"execution_count":19},{"cell_type":"code","source":["from pyspark.ml.evaluation import BinaryClassificationEvaluator\n# Evaluate model\nevaluator = BinaryClassificationEvaluator(rawPredictionCol=\"rawPrediction\")\nprint(evaluator.evaluate(predictions_LR))\nprint(evaluator.evaluate(predictions_DT))\nprint(evaluator.evaluate(predictions_RF))\n"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["\n
0.9032867661805299\n0.7390076784230583\n0.8889524969200399\n
"]}}],"execution_count":20},{"cell_type":"code","source":[""],"metadata":{},"outputs":[],"execution_count":21}],"metadata":{"name":"TrialBlog","notebookId":398647910429408},"nbformat":4,"nbformat_minor":0}