esmm 预测候选集过滤掉被惩罚医生关联的日记

eda/feededa/src/main/scala/com/gmei/EsmmData.scala

@@ -396,7 +396,7 @@ object EsmmPredData {
            |where tmp1.device_id in (select distinct device_id from data_feed_click where stat_date='${yesteday_have_seq}')
          """.stripMargin
       )
-      raw_data.show()
+//      raw_data.show()
 
 
       val raw_data1 = raw_data.rdd.groupBy(_.getAs[String]("device_city")).map {
@@ -406,7 +406,7 @@ object EsmmPredData {
           val cids = Try(cid_data.toSeq.map(_.getAs[String]("merge_queue").split(",")).flatMap(_.zipWithIndex).sortBy(_._2).map(_._1).distinct.take(500).mkString(",")).getOrElse("")
           (device_id,city_id ,s"$cids")
       }.filter(_._3!="").toDF("device_id","city_id","merge_queue")
-      println("nearby_device_count",raw_data1.count())
+//      println("nearby_device_count",raw_data1.count())
 
       val start= LocalDate.now().minusDays(14).toString
       import sc.implicits._
@@ -443,7 +443,7 @@ object EsmmPredData {
          """.stripMargin
       ).withColumn("label",lit(1))
       raw_data2.createOrReplaceTempView("raw_data2")
-      println("nearby_explode_count",raw_data2.count())
+//      println("nearby_explode_count",raw_data2.count())
 
 
       // native_data
@@ -455,7 +455,7 @@ object EsmmPredData {
            |where a.stat_date='${yesteday_have_seq}' and b.native_queue != ""
          """.stripMargin
       )
-      println("native_device_count",native_data.count())
+//      println("native_device_count",native_data.count())
 
       if (history.take(1).nonEmpty){
         native_data.createOrReplaceTempView("temp")
@@ -479,9 +479,7 @@ object EsmmPredData {
           """.stripMargin
       ).withColumn("label",lit(0))
       native_data1.createOrReplaceTempView("native_data1")
-      println("native_explode_count",native_data1.count())
-
-
+//      println("native_explode_count",native_data1.count())
 
       //union
       val union_data = sc.sql(
@@ -492,7 +490,7 @@ object EsmmPredData {
          """.stripMargin
       )
       union_data.createOrReplaceTempView("raw_data")
-      println("union_count",union_data.count())
+//      println("union_count",union_data.count())
 
 
       //join feat
@@ -508,7 +506,7 @@ object EsmmPredData {
          """.stripMargin
       )
 //      sid_data.show()
-      println(sid_data.count())
+//      println(sid_data.count())
 
       val sid_data_label = sid_data.withColumn("y",lit(0)).withColumn("z",lit(0))
       sid_data_label.createOrReplaceTempView("union_data")
@@ -556,10 +554,29 @@ object EsmmPredData {
       union_data_ccity_name.createOrReplaceTempView("union_data_ccity_name")
       //      union_data_ccity_name.show()
 
+      val jdbcDF = sc.read
+        .format("jdbc")
+        .option("driver", "com.mysql.jdbc.Driver")
+        .option("url", "jdbc:mysql://rdsfewzdmf0jfjp9un8xj.mysql.rds.aliyuncs.com:3306/zhengxing")
+        .option("dbtable", "api_punishment")
+        .option("user", "work")
+        .option("password", "BJQaT9VzDcuPBqkd")
+        .load()
+      jdbcDF.createOrReplaceTempView("api_punishment")
+      val now = LocalDate.now().toString
+      val punish_doctor = sc.sql(
+        s"""
+           |select doctor_id from api_punishment
+           |where end_time > '$now'
+        """.stripMargin).collect().map(x => x(0).toString).distinct
+
+      println("punish_doctor")
+      println(punish_doctor.length)
+
       val union_data_scity_id = sc.sql(
         s"""
            |select a.stat_date,a.device_id,a.ucity_id,a.cid_id,a.label,a.diary_service_id,a.y,a.z,a.clevel1_id,a.slevel1_id,a.ccity_name,
-           |  d.city_id as scity_id
+           |  d.city_id as scity_id,b.doctor_id
            |from union_data_ccity_name a
            |left join online.tl_meigou_service_view b on a.diary_service_id=b.id
            |left join online.tl_hdfs_doctor_view c on b.doctor_id=c.id
@@ -567,8 +584,10 @@ object EsmmPredData {
            |where b.partition_date='${yesteday}'
            |and c.partition_date='${yesteday}'
            |and d.partition_date='${yesteday}'
+           |and b.doctor_id not in (${punish_doctor.map(x => s"'$x'").mkString(",")})
          """.stripMargin
       )
+
       union_data_scity_id.createOrReplaceTempView("union_data_scity_id")
 
       val union_data_scity_id2 = sc.sql(
@@ -580,7 +599,6 @@ object EsmmPredData {
          """.stripMargin
       )
 
-
       //      union_data_scity_id.createOrReplaceTempView("union_data_scity_id")
 //      println(union_data_scity_id2.count())
       union_data_scity_id2.persist()