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package com.gmei
import java.io.Serializable
import com.gmei.WeafareStat.{defaultParams, parser}
import org.apache.spark.sql.{SaveMode, TiContext}
import org.apache.log4j.{Level, Logger}
import scopt.OptionParser
import com.gmei.lib.AbstractParams
import com.gmei.GmeiConfig.{writeToJDBCTable,getMinusNDate}
object testt {
Logger.getLogger("org.apache.spark").setLevel(Level.WARN)
Logger.getLogger("org.apache.eclipse.jetty.server").setLevel(Level.OFF)
case class Params(env: String = "dev",
date: String = "2018-08-01"
) extends AbstractParams[Params] with Serializable
val defaultParams = Params()
val parser = new OptionParser[Params]("Feed_EDA") {
head("WeafareStat")
opt[String]("env")
.text(s"the databases environment you used")
.action((x, c) => c.copy(env = x))
opt[String] ("date")
.text(s"the date you used")
.action((x,c) => c.copy(date = x))
note(
"""
|For example, the following command runs this app on a tidb dataset:
|
| spark-submit --class com.gmei.WeafareStat ./target/scala-2.11/feededa-assembly-0.1.jar \
""".stripMargin +
s"| --env ${defaultParams.env}"
)
}
def main(args: Array[String]): Unit = {
parser.parse(args, defaultParams).map { param =>
GmeiConfig.setup(param.env)
val spark_env = GmeiConfig.getSparkSession()
val sc = spark_env._2
val ti = new TiContext(sc)
ti.tidbMapTable(dbName = "jerry_prod", tableName = "diary_video")
ti.tidbMapTable(dbName = "jerry_prod", tableName = "data_feed_click")
ti.tidbMapTable(dbName = "jerry_prod", tableName = "blacklist")
ti.tidbMapTable(dbName = "jerry_prod", tableName = "data_feed_exposure")
val stat_date = GmeiConfig.getMinusNDate(1)
// val stat_date=param.date
val partition_date = stat_date.replace("-","")
//机构id
val blacklist = sc.sql(
s"""
|select device_id from blacklist
""".stripMargin
)
blacklist.createOrReplaceTempView("blacklist")
val agency_id = sc.sql(
s"""
|SELECT DISTINCT(cl_id) as device_id
|FROM online.ml_hospital_spam_pv_day
|WHERE partition_date >= '20180402'
|AND partition_date <= '${partition_date}'
|AND pv_ratio >= 0.95
|UNION ALL
|SELECT DISTINCT(cl_id) as device_id
|FROM online.ml_hospital_spam_pv_month
|WHERE partition_date >= '20171101'
|AND partition_date <= '${partition_date}'
|AND pv_ratio >= 0.95
""".stripMargin
)
agency_id.show()
agency_id.createOrReplaceTempView("agency_id")
//每日新用户
val device_id_newUser = sc.sql(
s"""
|select distinct(device_id) as device_id
|from online.ml_device_day_active_status
|where active_type != '4'
|and first_channel_source_type not in ('yqxiu1','yqxiu2','yqxiu3','yqxiu4','yqxiu5','mxyc1','mxyc2','mxyc3'
| ,'wanpu','jinshan','jx','maimai','zhuoyi','huatian','suopingjingling','mocha','mizhe','meika','lamabang'
| ,'js-az1','js-az2','js-az3','js-az4','js-az5','jfq-az1','jfq-az2','jfq-az3','jfq-az4','jfq-az5','toufang1'
| ,'toufang2','toufang3','toufang4','toufang5','toufang6','TF-toufang1','TF-toufang2','TF-toufang3','TF-toufang4'
| ,'TF-toufang5','tf-toufang1','tf-toufang2','tf-toufang3','tf-toufang4','tf-toufang5','benzhan','promotion_aso100'
| ,'promotion_qianka','promotion_xiaoyu','promotion_dianru','promotion_malioaso','promotion_malioaso-shequ'
| ,'promotion_shike','promotion_julang_jl03')
|and partition_date ='${partition_date}'
""".stripMargin
)
device_id_newUser.show()
device_id_newUser.createOrReplaceTempView("device_id_new")
//每日老用户
val device_id_oldUser = sc.sql(
s"""
|select distinct(device_id) as device_id
|from online.ml_device_day_active_status
|where active_type = '4'
|and first_channel_source_type not in ('yqxiu1','yqxiu2','yqxiu3','yqxiu4','yqxiu5','mxyc1','mxyc2','mxyc3'
| ,'wanpu','jinshan','jx','maimai','zhuoyi','huatian','suopingjingling','mocha','mizhe','meika','lamabang'
| ,'js-az1','js-az2','js-az3','js-az4','js-az5','jfq-az1','jfq-az2','jfq-az3','jfq-az4','jfq-az5','toufang1'
| ,'toufang2','toufang3','toufang4','toufang5','toufang6','TF-toufang1','TF-toufang2','TF-toufang3','TF-toufang4'
| ,'TF-toufang5','tf-toufang1','tf-toufang2','tf-toufang3','tf-toufang4','tf-toufang5','benzhan','promotion_aso100'
| ,'promotion_qianka','promotion_xiaoyu','promotion_dianru','promotion_malioaso','promotion_malioaso-shequ'
| ,'promotion_shike','promotion_julang_jl03')
|and partition_date ='${partition_date}'
""".stripMargin
)
device_id_oldUser.show()
device_id_oldUser.createOrReplaceTempView("device_id_old")
//日记本转化美购
//1.日记本到美购转化数
val diary_meigou_temp = sc.sql(
s"""
|select ou.cl_id as device_id
|from online.bl_hdfs_page_view_updates ou left join agency_id
|on ou.cl_id = agency_id.device_id
|where ou.partition_date = '${partition_date}'
|and ou.page_name='welfare_detail'
|and ou.referrer='diary_detail'
|and agency_id.device_id is null
""".stripMargin
)
diary_meigou_temp.createOrReplaceTempView("diary_meigou_temp")
val diary_meigou_device = sc.sql(
s"""
|select dt.device_id
|from diary_meigou_temp dt left join blacklist
|on dt.device_id = blacklist.device_id
|where blacklist.device_id is null
""".stripMargin
)
diary_meigou_device.createOrReplaceTempView("diary_meigou_device")
//新用户到美购详情页的转化
val diary_meigou_newUser = sc.sql(
s"""
|select '${stat_date}' as stat_date, count(dd.device_id) as diary_meigou_newUser
|from diary_meigou_device dd left join device_id_new
|on dd.device_id = device_id_new.device_id
|where device_id_new.device_id is not null
""".stripMargin
)
//老用户到美购详情页的转化
val diary_meigou_oldUser = sc.sql(
s"""
|select '${stat_date}' as stat_date, count(dd.device_id) as diary_meigou_oldUser
|from diary_meigou_device dd left join device_id_old
|on dd.device_id = device_id_old.device_id
|where device_id_old.device_id is not null
""".stripMargin
)
// val diary_meigou_count = sc.sql(
// s"""
// |select '${stat_date}' as stat_date, count(page_name) as diary_meigou_count
// |from online.bl_hdfs_page_view_updates ou left join agency_id
// |on ou.cl_id = agency_id.device_id
// |where ou.partition_date = '${partition_date}'
// |and ou.page_name='welfare_detail'
// |and ou.referrer='diary_detail'
// |and agency_id.device_id is null
// |and ou.cl_id not in (select device_id from blacklist)
// """.stripMargin
// )
// diary_meigou_count.show()
//2.日记本点击数
val diary_clk_temp = sc.sql(
s"""
|select ov.cl_id as device_id
|from online.tl_hdfs_maidian_view ov left join agency_id
|on ov.cl_id = agency_id.device_id
|where ov.action = 'on_click_diary_card'
|and ov.cl_id != "NULL"
|and ov.partition_date='${partition_date}'
|and agency_id.device_id is null
""".stripMargin
)
diary_clk_temp.createOrReplaceTempView("diary_clk_temp")
val diary_clk_device = sc.sql(
s"""
|select dt.device_id
|from diary_clk_temp dt left join blacklist
|on dt.device_id = blacklist.device_id
|where blacklist.device_id is null
""".stripMargin
)
diary_clk_device.createOrReplaceTempView("diary_clk_device")
//新用户日记本点击
val diary_clk_newUser = sc.sql(
s"""
|select '${stat_date}' as stat_date, count(dd.device_id) as diary_clk_newUser
|from diary_clk_device dd left join device_id_new
|on dd.device_id = device_id_new.device_id
|where device_id_new.device_id is not null
""".stripMargin
)
//老用户日记本点击
val diary_clk_oldUser = sc.sql(
s"""
|select '${stat_date}' as stat_date, count(dd.device_id) as diary_clk_oldUser
|from diary_clk_device dd left join device_id_old
|on dd.device_id = device_id_old.device_id
|where device_id_old.device_id is not null
""".stripMargin
)
// val diary_clk = sc.sql(
// s"""
// |select '${stat_date}' as stat_date,count(cl_id) as diary_clk
// |from online.tl_hdfs_maidian_view ov left join agency_id
// |on ov.cl_id = agency_id.device_id
// |where ov.action = 'on_click_diary_card'
// |and ov.cl_id != "NULL"
// |and ov.partition_date='${partition_date}'
// |and agency_id.device_id is null
// |and ov.cl_id not in (select device_id from blacklist)
// """.stripMargin
// )
// diary_clk.show()
//3.日记本曝光数
val diary_expoure_temp=sc.sql(
s"""
|select od.cl_id as device_id
|from online.ml_community_exposure_detail od left join agency_id
|on od.cl_id = agency_id.device_id
|where od.business_type = "diary"
|and od.cl_id != "NULL"
|and od.partition_date='${partition_date}'
|and agency_id.device_id is null
""".stripMargin
)
diary_expoure_temp.createOrReplaceTempView("diary_expoure_temp")
val diary_expoure_device = sc.sql(
s"""
|select dt.device_id
|from diary_expoure_temp dt left join blacklist
|on dt.device_id = blacklist.device_id
|where blacklist.device_id is null
""".stripMargin
)
diary_expoure_device.createOrReplaceTempView("diary_expoure_device")
//新用户日记本曝光
val diary_exp_newUser = sc.sql(
s"""
|select '${stat_date}' as stat_date, count(dd.device_id) as diary_exp_newUser
|from diary_expoure_device dd left join device_id_new
|on dd.device_id = device_id_new.device_id
|where device_id_new.device_id is not null
""".stripMargin
)
//老用户日记本曝光
val diary_exp_oldUser = sc.sql(
s"""
|select '${stat_date}' as stat_date, count(dd.device_id) as diary_exp_oldUser
|from diary_expoure_device dd left join device_id_old
|on dd.device_id = device_id_old.device_id
|where device_id_old.device_id is not null
""".stripMargin
)
// val diary_expoure=sc.sql(
// s"""
// |select '${stat_date}' as stat_date,count(cl_id) as diary_expoure
// |from online.ml_community_exposure_detail od left join agency_id
// |on od.cl_id = agency_id.device_id
// |where od.business_type = "diary"
// |and od.cl_id != "NULL"
// |and od.partition_date='${partition_date}'
// |and agency_id.device_id is null
// |and od.cl_id not in (select device_id from blacklist)
// """.stripMargin
// )
// diary_expoure.show()
//4.搜索次数统计
val search_device_temp = sc.sql(
s"""
|select ov.cl_id as device_id
|from online.tl_hdfs_maidian_view ov left join agency_id
|on ov.cl_id = agency_id.device_id
|where (ov.action = 'do_search' or ov.action = 'search_result_click_search')
|and ov.partition_date ='${partition_date}'
|and agency_id.device_id is null
""".stripMargin
)
search_device_temp.createOrReplaceTempView("search_device_temp")
val search_device = sc.sql(
s"""
|select dt.device_id
|from search_device_temp dt left join blacklist
|on dt.device_id = blacklist.device_id
|where blacklist.device_id is null
""".stripMargin
)
search_device.createOrReplaceTempView("search_device")
//新用户搜索次数
val search_newUser = sc.sql(
s"""
|select '${stat_date}' as stat_date, count(sd.device_id) as search_newUser
|from search_device sd left join device_id_new
|on sd.device_id = device_id_new.device_id
|where device_id_new.device_id is not null
""".stripMargin
)
//老用户日搜索次数
val search_oldUser = sc.sql(
s"""
|select '${stat_date}' as stat_date, count(sd.device_id) as search_oldUser
|from search_device sd left join device_id_old
|on sd.device_id = device_id_old.device_id
|where device_id_old.device_id is not null
""".stripMargin
)
//5.登录人数
val log_device_temp = sc.sql(
s"""
|select distinct(oe.device_id) as device_id
|from data_feed_exposure oe left join agency_id
|on oe.device_id = agency_id.device_id
|and oe.stat_date ='${stat_date}'
|and agency_id.device_id is null
""".stripMargin
)
log_device_temp.createOrReplaceTempView("log_device_temp")
val log_device = sc.sql(
s"""
|select dt.device_id
|from log_device_temp dt left join blacklist
|on dt.device_id = blacklist.device_id
|where blacklist.device_id is null
""".stripMargin
)
log_device.createOrReplaceTempView("log_device")
//新用户登录人数
val log_newUser = sc.sql(
s"""
|select '${stat_date}' as stat_date, count(distinct(ld.device_id)) as log_newUser
|from log_device ld left join device_id_new
|on ld.device_id = device_id_new.device_id
|where device_id_new.device_id is not null
""".stripMargin
)
//老用户登录人数
val log_oldUser = sc.sql(
s"""
|select '${stat_date}' as stat_date, count(distinct(ld.device_id)) as log_oldUser
|from log_device ld left join device_id_old
|on ld.device_id = device_id_old.device_id
|where device_id_old.device_id is not null
""".stripMargin
)
// val log_num = sc.sql(
// s"""
// |select '${stat_date}' as stat_date,count(distinct(device_id)) as log_num
// |from data_feed_exposure oe left join agency_id
// |on oe.device_id = agency_id.device_id
// |and oe.stat_date ='${stat_date}'
// |and agency_id.device_id is null
// |and oe.device_id not in (select device_id from blacklist)
// """.stripMargin
// )
// log_num.show()
val result = diary_meigou_newUser.join(diary_meigou_oldUser,"stat_date")
.join(diary_clk_newUser,"stat_date")
.join(diary_clk_oldUser,"stat_date")
.join(diary_exp_newUser,"stat_date")
.join(diary_exp_oldUser,"stat_date")
.join(search_newUser,"stat_date")
.join(search_oldUser,"stat_date")
.join(log_newUser,"stat_date")
.join(log_oldUser,"stat_date")
GmeiConfig.writeToJDBCTable(result, "diary_meigou_crv", SaveMode.Append)
}
}
}