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data-dqmonitor
Commit ddfb9a71 authored by pengfei.x's avatar pengfei.x
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print suspicious record

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.idea/.name 0 → 100644
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dq
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.idea/compiler.xml 0 → 100644
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<?xml version="1.0" encoding="UTF-8"?>
<project version="4">
<component name="CompilerConfiguration">
<annotationProcessing>
<profile name="Maven default annotation processors profile" enabled="true">
<sourceOutputDir name="target/generated-sources/annotations" />
<sourceTestOutputDir name="target/generated-test-sources/test-annotations" />
<outputRelativeToContentRoot value="true" />
<module name="dq" />
</profile>
</annotationProcessing>
<bytecodeTargetLevel>
<module name="dq" target="1.8" />
</bytecodeTargetLevel>
</component>
</project>
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.idea/libraries/Maven__antlr_antlr_2_7_7.xml 0 → 100644
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<CLASSES>
<root url="jar://$MAVEN_REPOSITORY$/antlr/antlr/2.7.7/antlr-2.7.7.jar!/" />
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.idea/libraries/Maven__aopalliance_aopalliance_1_0.xml 0 → 100644
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.idea/libraries/Maven__com_chuusai_shapeless_2_11_2_0_0.xml 0 → 100644
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</library>
</component>
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.idea/libraries/Maven__com_clearspring_analytics_stream_2_7_0.xml 0 → 100644
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.idea/libraries/Maven__com_esotericsoftware_kryo_shaded_3_0_3.xml 0 → 100644
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<library name="Maven: com.esotericsoftware:kryo-shaded:3.0.3">
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.idea/libraries/Maven__com_esotericsoftware_minlog_1_3_0.xml 0 → 100644
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<library name="Maven: com.esotericsoftware:minlog:1.3.0">
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</library>
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.idea/libraries/Maven__com_fasterxml_jackson_core_jackson_annotations_2_6_5.xml 0 → 100644
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<component name="libraryTable">
<library name="Maven: com.fasterxml.jackson.core:jackson-annotations:2.6.5">
<CLASSES>
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.idea/libraries/Maven__com_fasterxml_jackson_core_jackson_core_2_6_5.xml 0 → 100644
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<component name="libraryTable">
<library name="Maven: com.fasterxml.jackson.core:jackson-core:2.6.5">
<CLASSES>
<root url="jar://$MAVEN_REPOSITORY$/com/fasterxml/jackson/core/jackson-core/2.6.5/jackson-core-2.6.5.jar!/" />
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</library>
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.idea/libraries/Maven__com_fasterxml_jackson_core_jackson_databind_2_6_5.xml 0 → 100644
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<component name="libraryTable">
<library name="Maven: com.fasterxml.jackson.core:jackson-databind:2.6.5">
<CLASSES>
<root url="jar://$MAVEN_REPOSITORY$/com/fasterxml/jackson/core/jackson-databind/2.6.5/jackson-databind-2.6.5.jar!/" />
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.idea/libraries/Maven__com_fasterxml_jackson_module_jackson_module_paranamer_2_6_5.xml 0 → 100644
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<component name="libraryTable">
<library name="Maven: com.fasterxml.jackson.module:jackson-module-paranamer:2.6.5">
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<root url="jar://$MAVEN_REPOSITORY$/com/fasterxml/jackson/module/jackson-module-paranamer/2.6.5/jackson-module-paranamer-2.6.5.jar!/" />
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<JAVADOC>
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</JAVADOC>
<SOURCES>
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</SOURCES>
</library>
</component>
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.idea/libraries/Maven__com_fasterxml_jackson_module_jackson_module_scala_2_11_2_6_5.xml 0 → 100644
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<component name="libraryTable">
<library name="Maven: com.fasterxml.jackson.module:jackson-module-scala_2.11:2.6.5">
<CLASSES>
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<JAVADOC>
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<SOURCES>
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</SOURCES>
</library>
</component>
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.idea/libraries/Maven__com_github_fommil_netlib_core_1_1_2.xml 0 → 100644
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<library name="Maven: com.github.fommil.netlib:core:1.1.2">
<CLASSES>
<root url="jar://$MAVEN_REPOSITORY$/com/github/fommil/netlib/core/1.1.2/core-1.1.2.jar!/" />
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<JAVADOC>
<root url="jar://$MAVEN_REPOSITORY$/com/github/fommil/netlib/core/1.1.2/core-1.1.2-javadoc.jar!/" />
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<SOURCES>
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</SOURCES>
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.idea/libraries/Maven__com_github_rwl_jtransforms_2_4_0.xml 0 → 100644
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<component name="libraryTable">
<library name="Maven: com.github.rwl:jtransforms:2.4.0">
<CLASSES>
<root url="jar://$MAVEN_REPOSITORY$/com/github/rwl/jtransforms/2.4.0/jtransforms-2.4.0.jar!/" />
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<JAVADOC>
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</SOURCES>
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</component>
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.idea/libraries/Maven__com_google_code_findbugs_jsr305_1_3_9.xml 0 → 100644
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<component name="libraryTable">
<library name="Maven: com.google.code.findbugs:jsr305:1.3.9">
<CLASSES>
<root url="jar://$MAVEN_REPOSITORY$/com/google/code/findbugs/jsr305/1.3.9/jsr305-1.3.9.jar!/" />
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.idea/libraries/Maven__com_google_guava_guava_14_0_1.xml 0 → 100644
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<component name="libraryTable">
<library name="Maven: com.google.guava:guava:14.0.1">
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.idea/libraries/Maven__com_google_inject_guice_3_0.xml 0 → 100644
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<component name="libraryTable">
<library name="Maven: com.google.inject:guice:3.0">
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<root url="jar://$MAVEN_REPOSITORY$/com/google/inject/guice/3.0/guice-3.0.jar!/" />
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.idea/libraries/Maven__com_google_protobuf_protobuf_java_2_5_0.xml 0 → 100644
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<component name="libraryTable">
<library name="Maven: com.google.protobuf:protobuf-java:2.5.0">
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.idea/libraries/Maven__com_googlecode_javaewah_JavaEWAH_0_3_2.xml 0 → 100644
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<library name="Maven: com.googlecode.javaewah:JavaEWAH:0.3.2">
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.idea/libraries/Maven__com_jolbox_bonecp_0_8_0_RELEASE.xml 0 → 100644
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<library name="Maven: com.jolbox:bonecp:0.8.0.RELEASE">
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<component name="libraryTable">
<library name="Maven: com.ning:compress-lzf:1.0.3">
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<library name="Maven: com.thoughtworks.paranamer:paranamer:2.3">
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.idea/libraries/Maven__com_twitter_chill_2_11_0_8_0.xml 0 → 100644
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<library name="Maven: com.twitter:chill_2.11:0.8.0">
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<component name="libraryTable">
<library name="Maven: commons-cli:commons-cli:1.2">
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<root url="jar://$MAVEN_REPOSITORY$/commons-cli/commons-cli/1.2/commons-cli-1.2.jar!/" />
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<root url="jar://$MAVEN_REPOSITORY$/commons-codec/commons-codec/1.10/commons-codec-1.10.jar!/" />
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<CLASSES>
<root url="jar://$MAVEN_REPOSITORY$/commons-collections/commons-collections/3.2.1/commons-collections-3.2.1.jar!/" />
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<library name="Maven: commons-configuration:commons-configuration:1.6">
<CLASSES>
<root url="jar://$MAVEN_REPOSITORY$/commons-configuration/commons-configuration/1.6/commons-configuration-1.6.jar!/" />
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<root url="jar://$MAVEN_REPOSITORY$/commons-dbcp/commons-dbcp/1.4/commons-dbcp-1.4.jar!/" />
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<CLASSES>
<root url="jar://$MAVEN_REPOSITORY$/commons-digester/commons-digester/1.8/commons-digester-1.8.jar!/" />
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<CLASSES>
<root url="jar://$MAVEN_REPOSITORY$/commons-httpclient/commons-httpclient/3.1/commons-httpclient-3.1.jar!/" />
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<CLASSES>
<root url="jar://$MAVEN_REPOSITORY$/commons-io/commons-io/2.4/commons-io-2.4.jar!/" />
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<CLASSES>
<root url="jar://$MAVEN_REPOSITORY$/commons-lang/commons-lang/2.6/commons-lang-2.6.jar!/" />
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<CLASSES>
<root url="jar://$MAVEN_REPOSITORY$/commons-logging/commons-logging/1.1.3/commons-logging-1.1.3.jar!/" />
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<CLASSES>
<root url="jar://$MAVEN_REPOSITORY$/commons-net/commons-net/2.2/commons-net-2.2.jar!/" />
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<CLASSES>
<root url="jar://$MAVEN_REPOSITORY$/commons-pool/commons-pool/1.5.4/commons-pool-1.5.4.jar!/" />
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<CLASSES>
<root url="jar://$MAVEN_REPOSITORY$/io/dropwizard/metrics/metrics-core/3.1.2/metrics-core-3.1.2.jar!/" />
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<CLASSES>
<root url="jar://$MAVEN_REPOSITORY$/io/dropwizard/metrics/metrics-graphite/3.1.2/metrics-graphite-3.1.2.jar!/" />
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<CLASSES>
<root url="jar://$MAVEN_REPOSITORY$/io/dropwizard/metrics/metrics-json/3.1.2/metrics-json-3.1.2.jar!/" />
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<CLASSES>
<root url="jar://$MAVEN_REPOSITORY$/io/dropwizard/metrics/metrics-jvm/3.1.2/metrics-jvm-3.1.2.jar!/" />
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<CLASSES>
<root url="jar://$MAVEN_REPOSITORY$/io/netty/netty/3.8.0.Final/netty-3.8.0.Final.jar!/" />
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<root url="jar://$MAVEN_REPOSITORY$/io/netty/netty-all/4.0.43.Final/netty-all-4.0.43.Final.jar!/" />
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<CLASSES>
<root url="jar://$MAVEN_REPOSITORY$/javax/annotation/javax.annotation-api/1.2/javax.annotation-api-1.2.jar!/" />
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<CLASSES>
<root url="jar://$MAVEN_REPOSITORY$/javax/inject/javax.inject/1/javax.inject-1.jar!/" />
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<library name="Maven: javax.jdo:jdo-api:3.0.1">
<CLASSES>
<root url="jar://$MAVEN_REPOSITORY$/javax/jdo/jdo-api/3.0.1/jdo-api-3.0.1.jar!/" />
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<CLASSES>
<root url="jar://$MAVEN_REPOSITORY$/javax/servlet/javax.servlet-api/3.1.0/javax.servlet-api-3.1.0.jar!/" />
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<root url="jar://$MAVEN_REPOSITORY$/javax/transaction/jta/1.1/jta-1.1.jar!/" />
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<library name="Maven: javax.ws.rs:javax.ws.rs-api:2.0.1">
<CLASSES>
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<root url="jar://$MAVEN_REPOSITORY$/javolution/javolution/5.5.1/javolution-5.5.1.jar!/" />
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<orderEntry type="library" name="Maven: commons-httpclient:commons-httpclient:3.1" level="project" />
<orderEntry type="library" name="Maven: org.apache.calcite:calcite-avatica:1.2.0-incubating" level="project" />
<orderEntry type="library" name="Maven: org.apache.calcite:calcite-core:1.2.0-incubating" level="project" />
<orderEntry type="library" name="Maven: org.apache.calcite:calcite-linq4j:1.2.0-incubating" level="project" />
<orderEntry type="library" name="Maven: net.hydromatic:eigenbase-properties:1.1.5" level="project" />
<orderEntry type="library" name="Maven: org.apache.httpcomponents:httpclient:4.5.2" level="project" />
<orderEntry type="library" name="Maven: org.apache.httpcomponents:httpcore:4.4.4" level="project" />
<orderEntry type="library" name="Maven: org.codehaus.jackson:jackson-mapper-asl:1.9.13" level="project" />
<orderEntry type="library" name="Maven: commons-codec:commons-codec:1.10" level="project" />
<orderEntry type="library" name="Maven: joda-time:joda-time:2.9.3" level="project" />
<orderEntry type="library" name="Maven: org.jodd:jodd-core:3.5.2" level="project" />
<orderEntry type="library" name="Maven: org.datanucleus:datanucleus-core:3.2.10" level="project" />
<orderEntry type="library" name="Maven: org.apache.thrift:libthrift:0.9.3" level="project" />
<orderEntry type="library" name="Maven: org.apache.thrift:libfb303:0.9.3" level="project" />
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<orderEntry type="library" name="Maven: org.apache.spark:spark-streaming_2.11:2.1.2" level="project" />
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<orderEntry type="library" name="Maven: com.chuusai:shapeless_2.11:2.0.0" level="project" />
<orderEntry type="library" name="Maven: org.jpmml:pmml-model:1.2.15" level="project" />
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</component>
</module>
\ No newline at end of file
pom.xml
View file @ ddfb9a71
......@@ -39,13 +39,13 @@
<version>${spark.version}</version>
</dependency>
<!--
<!--
<dependency>
<groupId>frl.driesprong</groupId>
<artifactId>spark-stochastic-outlier-selection_${scala.version}</artifactId>
<version>0.1.0</version>
</dependency>
-->
-->
</dependencies>
......@@ -55,6 +55,7 @@
<url>file:/Users/pengfei/.m2/repository/</url>
</repository>
<!--
<repository>
<id>gengmei-data-release</id>
<name>Gengmei Data Libraries</name>
......@@ -66,6 +67,7 @@
<name>gengmei-data-snapshots</name>
<url>http://maven.gengmei/nexus/content/repositories/gengmei-data-snapshots/</url>
</repository>
-->
<repository>
<id>ali</id>
......
src/main/scala/com/gmei/data/dq/Main.scala
View file @ ddfb9a71
......@@ -30,7 +30,7 @@ object Main {
}
// check pv
pvCheker.check(spark, partition_date)
pvReferCheker.check(spark, partition_date)
spark.stop()
}
......
src/main/scala/com/gmei/data/dq/pvCheker.scala
View file @ ddfb9a71
......@@ -6,49 +6,14 @@ import scala.collection.mutable
case class Record(page_name: String, flag: Int, cl_type: String, count: Int)
object pvCheker {
def check(sc: SparkSession, partition_date: String) = {
import sc.implicits._
val vault: Int = 0
val x = sc.sql(
s"""
|select * from (
| select
| params['page_name'] as page_name,
| (case when params['referrer'] = '' then 1 else 0 end) as has_referrer,
| cl_type,
| count(1) as c,
| from online.tl_hdfs_maidian_view
| where partition_date = '$partition_date' and action = 'page_view'
| group by params['page_name'], (case when params['referrer'] = '' then 1 else 0 end), cl_type
|) c
|order by c.page_name
""".stripMargin)
x.createTempView("pv_refer")
val y = sc.sql(
"""
|select page_name, has_referrer, cl_type, c
|from (
| select
| page_name, has_referrer, cl_type, c
| count(page_name) over (partition by page_name, has_referrer) as d
| from pv_refer
|) t
|where t.d > 1
""".stripMargin)
y.show()
object pvReferCheker {
def validateRefer(page_name: String, d: Iterable[(Int, String, Int)]) = {
// demo data
/*
about_me_message_list 0 ios 335
about_me_message_list 1 android 185
activity_list 0 ios 1077
activity_list 0 android 502
all_case_service_comment 0 ios 13163
all_case_service_comment 1 ios 75
all_case_service_comment 0 android 8115
......@@ -58,9 +23,55 @@ object pvCheker {
all_cases 0 android 179
all_sort 0 android 639
all_wiki 0 android 249
all_wiki 0 ios 563
*/
if (d.size == 1 || (d.size == 2 && d.head._1 == d.last._1)) {
println(s"$page_name seems good!")
} else if (d.size == 3) {
val ps = d.partition(_._2 == "ios")
if (ps._1.size == 1)
println(s"$page_name ${ps._2.head._2} client seems bad!")
else
println(s"$page_name ${ps._1.head._2} client seems bad!")
} else if (d.size == 4) {
val ps = d.partition(_._2 == "ios")
if (ps._1.head._3 / ps._1.last._3 > ps._2.head._3 / ps._1.last._3)
println(s"$page_name client ${ps._1.head._2} seems bad!")
else
println(s"$page_name client ${ps._2.head._2} seems bad!")
}
}
def check(sc: SparkSession, partition_date: String) = {
import sc.implicits._
val vault: Int = 0
val x = sc.sql(
s"""
|select * from (
| select
| params['page_name'] as page_name,
| (case when params['referrer'] = '' or params['referrer'] is null then 0 else 1 end) as has_referrer,
| cl_type,
| count(1) as c,
| from
| online.tl_hdfs_maidian_view
| where
| partition_date = '$partition_date' and action = 'page_view'
| group by
| params['page_name'],
| (case when params['referrer'] = '' or params['referrer'] is null then 0 else 1 end),
| cl_type
|) c
|order by c.page_name
""".stripMargin)
val y = x.rdd.map {
case Row(page_name: String, has_referrer: Int, cl_type: String, c: Int) => {
page_name -> (has_referrer, cl_type, c)
}
}
val z = y.groupByKey().map {
case (p, v) => validateRefer(p, v)
}
}
}
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