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ML
ffm-baseline
Commits
7552abd1
Commit
7552abd1
authored
Dec 19, 2018
by
王志伟
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计算用户ARPU
parent
8998037a
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temp_analysis.scala
eda/feededa/src/main/scala/com/gmei/temp_analysis.scala
+115
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eda/feededa/src/main/scala/com/gmei/temp_analysis.scala
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7552abd1
...
...
@@ -182,3 +182,118 @@ object temp_analysis {
}
}
object
ARPU_COM
{
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_test"
,
tableName
=
"bl_device_list"
)
ti
.
tidbMapTable
(
dbName
=
"jerry_prod"
,
tableName
=
"data_feed_exposure"
)
ti
.
tidbMapTable
(
dbName
=
"jerry_prod"
,
tableName
=
"merge_queue_table"
)
import
sc.implicits._
val
stat_date
=
GmeiConfig
.
getMinusNDate
(
1
)
//println(param.date)
val
partition_date
=
stat_date
.
replace
(
"-"
,
""
)
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 <= '20181203'
|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 <= '20181203'
|AND pv_ratio >= 0.95
"""
.
stripMargin
)
agency_id
.
createOrReplaceTempView
(
"agency_id"
)
val
blacklist_id
=
sc
.
sql
(
s
"""
|SELECT device_id
|from blacklist
"""
.
stripMargin
)
blacklist_id
.
createOrReplaceTempView
(
"blacklist_id"
)
val
final_id
=
sc
.
sql
(
s
"""
|select device_id
|from agency_id
|UNION ALL
|select device_id
|from blacklist_id
"""
.
stripMargin
)
final_id
.
createOrReplaceTempView
(
"final_id"
)
val
diary_clk_all
=
sc
.
sql
(
s
"""
|select count(md.real_payment) as pay_all,count(distinct(md.device_id)) as pay_people,count(md.real_payment)/count(distinct(md.device_id))
|from online.ml_meigou_order_detail md left join final_id
|on md.device_id = final_id.device_id
|where ov.status=2
|and final_id.device_id is null
|and partition_date = '20181218'
|and pay_time is not null
|and pay_time >= '2018-01-01'
"""
.
stripMargin
)
diary_clk_all
.
show
(
80
)
}
}
}
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