用Python在Mysql与Hive间数据计算一例
1、自带粉丝的计算
功能说明：
从mysql中取房间号roomId,然后在Hive中计算其首播日期，将首播日期返插回到Mysql中；然后取Mysql中的roomId和首播日期，在Hive中计算主播的自带粉丝数据；最后，将自带粉丝数更新到Mysql中。
/Users/nisj/PycharmProjects/BiDataProc/Demand/Cc0810/ccQuery.py
2、<1>之前的一个版本
与1功能相同，但代码细节上因为功能逻辑的变更，稍有区别。<1>可能更规范合理一些，<2>可忽略。
/Users/nisj/PycharmProjects/BiDataProc/Demand/Cc0810/ccQuery0813.py
功能说明：
从mysql中取房间号roomId,然后在Hive中计算其首播日期，将首播日期返插回到Mysql中；然后取Mysql中的roomId和首播日期，在Hive中计算主播的自带粉丝数据；最后，将自带粉丝数更新到Mysql中。
/Users/nisj/PycharmProjects/BiDataProc/Demand/Cc0810/ccQuery.py
# -*- coding=utf-8 -*-
import datetime
import os
import warnings
import sys
import re
reload(sys)
sys.setdefaultencoding('utf8')
warnings.filterwarnings("ignore")
yesterday = (datetime.date.today() - datetime.timedelta(days=1)).strftime('%Y-%m-%d')
def get10DayRangeAndYesterday(first_rec_date):
day10Start=(datetime.datetime.strptime(first_rec_date, '%Y-%m-%d') - datetime.timedelta(days=2)).strftime('%Y-%m-%d')
day10End=(datetime.datetime.strptime(first_rec_date, '%Y-%m-%d') + datetime.timedelta(days=7)).strftime('%Y-%m-%d')
yesterday = (datetime.date.today() - datetime.timedelta(days=1)).strftime('%Y-%m-%d')
return day10Start, day10End, yesterday
def getRoomId():
roomIds = os.popen("""source /etc/profile; \
/usr/bin/mysql -h199.199.199.199 -P6605 -umysqlUser -pmysqlPass -N -e "select room_id \
from jellyfish_hadoop_stat.invite_anchor \
where fans_count=0; \
" """).readlines();
roomId_list = []
for roomIdList in roomIds:
roomId = re.split('\t', roomIdList.replace('\n', ''))
roomId_list.append(roomId)
return roomId_list
def getFirstRecDatesAndUpdate2Mysql():
roomId_con=''
for roomId in getRoomId():
roomId_con = roomId_con + ',' + roomId[0]
roomId_con = roomId_con[1:]
first_rec_dates=os.popen("""source /etc/profile; \
/usr/lib/hive-current/bin/hive -e "select room_id,switch_date from \
(select room_id,switch_date,cast(sum(hour(time_minus)*60+minute(time_minus)+second(time_minus)/60) as bigint) live_duration,row_number()over(partition by room_id order by switch_date) rk \
from ( \
select room_id,substr(switch_time,1,10) switch_date,cast(updated_time as timestamp)-cast(switch_time as timestamp) time_minus \
from xxx_live_history_status \
where room_id in({roomId_con})) x \
group by room_id,switch_date \
having cast(sum(hour(time_minus)*60+minute(time_minus)+second(time_minus)/60) as bigint)>=120) xx \
where rk=1; \
" """.format(roomId_con=roomId_con)).readlines();
first_rec_date_list = []
for first_rec_dateList in first_rec_dates:
first_rec_date = re.split('\t', first_rec_dateList.replace('\n', ''))
first_rec_date_list.append(first_rec_date)
for first_rec_date in first_rec_date_list:
roomId=first_rec_date[0]
first_rec_date=first_rec_date[1]
os.system("""source /etc/profile; \
/usr/bin/mysql -h199.199.199.199 -P6605 -umysqlUser -pmysqlPass -e "update jellyfish_hadoop_stat.invite_anchor \
set first_rec_date='{first_rec_date}' \
where room_id={roomId}; \
" """.format(roomId=roomId, first_rec_date=first_rec_date));
def getRoomIdAndFirstRecDates():
roomIds = os.popen("""source /etc/profile; \
/usr/bin/mysql -h199.199.199.199 -P6605 -umysqlUser -pmysqlPass -N -e "select room_id,substr(first_rec_date,1,10) first_rec_date \
from jellyfish_hadoop_stat.invite_anchor \
where fans_count=0 and first_rec_date<>'2099-12-30 23:59:59'; \
" """).readlines();
roomId_list = []
for roomIdList in roomIds:
roomId = re.split('\t', roomIdList.replace('\n', ''))
roomId_list.append(roomId)
return roomId_list
def getFansCntUpdate2Mysql():
# 自带粉丝数据的计算
for roomId, first_rec_date in getRoomIdAndFirstRecDates():
if first_rec_date <= (datetime.date.today() - datetime.timedelta(days=8)).strftime('%Y-%m-%d'):
day10Start = get10DayRangeAndYesterday(first_rec_date=first_rec_date)[0]
day10End = get10DayRangeAndYesterday(first_rec_date=first_rec_date)[1]
yesterday = get10DayRangeAndYesterday(first_rec_date=first_rec_date)[2]
fans_byself_cnts=os.popen("""source /etc/profile; \
/usr/lib/hive-current/bin/hive -e "with tab_user_frist_subscriber as (select room_id,uid view_uid,state,created_time \
from (select room_id,uid,state,created_time,row_number()over(partition by uid order by created_time) rk from oss_room_subscriber_roomid where pt_day='{yesterday}') x \
where rk=1 and room_id={roomId}), \
tab_newuser10days as(select uid,nickname,created_time,last_login_time \
from oss_chushou_user_profile \
where pt_day='{yesterday}' and substr(created_time,1,10) between '{day10Start}' and 'day10End') \
select a1.room_id,'{first_rec_date}' first_rec_date,count(distinct a2.uid) fans_byself_cnt \
from tab_user_frist_subscriber a1 \
inner join tab_newuser10days a2 on a1.view_uid=a2.uid \
group by a1.room_id; \
" """.format(day10Start=day10Start, day10End=day10End, yesterday=yesterday, roomId=roomId, first_rec_date=first_rec_date)).readlines();
fans_byself_cnt_list = []
for fans_byself_cntList in fans_byself_cnts:
fans_byself_cnt = re.split('\t', fans_byself_cntList.replace('\n', ''))
fans_byself_cnt_list.append(fans_byself_cnt)
for fans_byself_cnt in fans_byself_cnt_list:
roomId=fans_byself_cnt[0]
fans_byself_cnt=fans_byself_cnt[2]
os.system("""source /etc/profile; \
/usr/bin/mysql -h199.199.199.199 -P6605 -umysqlUser -pmysqlPass -e "update jellyfish_hadoop_stat.invite_anchor \
set fans_count={fans_byself_cnt} \
where room_id={roomId}; \
" """.format(roomId=roomId, fans_byself_cnt=fans_byself_cnt));
# Batch Test
getFirstRecDatesAndUpdate2Mysql()
getFansCntUpdate2Mysql()2、<1>之前的一个版本
与1功能相同，但代码细节上因为功能逻辑的变更，稍有区别。<1>可能更规范合理一些，<2>可忽略。
/Users/nisj/PycharmProjects/BiDataProc/Demand/Cc0810/ccQuery0813.py
# -*- coding=utf-8 -*-
import datetime
import os
import warnings
import sys
import re
reload(sys)
sys.setdefaultencoding('utf8')
warnings.filterwarnings("ignore")
yesterday = (datetime.date.today() - datetime.timedelta(days=1)).strftime('%Y-%m-%d')
def get10DayRangeAndYesterday(first_rec_date):
day10Start=(datetime.datetime.strptime(first_rec_date, '%Y-%m-%d') - datetime.timedelta(days=2)).strftime('%Y-%m-%d')
day10End=(datetime.datetime.strptime(first_rec_date, '%Y-%m-%d') + datetime.timedelta(days=7)).strftime('%Y-%m-%d')
yesterday = (datetime.date.today() - datetime.timedelta(days=1)).strftime('%Y-%m-%d')
return day10Start, day10End, yesterday
def getRoomId():
roomIds = os.popen("""source /etc/profile; \
/usr/bin/mysql -h199.199.199.199 -P6605 -umysqlUser -pmysqlPass -N -e "select room_id \
from jellyfish_hadoop_stat.invite_anchor \
where fans_count=0; \
" """).readlines();
roomId_list = []
for roomIdList in roomIds:
roomId = re.split('\t', roomIdList.replace('\n', ''))
roomId_list.append(roomId)
return roomId_list
def dataQueryUpdate2Mysql():
# 自带粉丝数据的计算
for roomId in getRoomId():
first_rec_dates=os.popen("""source /etc/profile; \
/usr/lib/hive-current/bin/hive -e "select room_id roomid,switch_date from ( \
select room_id,substr(switch_time,1,10) switch_date,cast(updated_time as timestamp)-cast(switch_time as timestamp) time_interval,row_number()over(partition by room_id order by switch_time) rk \
from xxx_live_history_status \
where room_id={roomId} and hour(cast(updated_time as timestamp)-cast(switch_time as timestamp))>=2 ) x \
where rk=1; \
" """.format(roomId=roomId[0])).readlines();
first_rec_date_list = []
for first_rec_dateList in first_rec_dates:
first_rec_date = re.split('\t', first_rec_dateList.replace('\n', ''))
first_rec_date_list.append(first_rec_date)
for first_rec_date in first_rec_date_list:
if first_rec_date[1] <= (datetime.date.today() - datetime.timedelta(days=8)).strftime('%Y-%m-%d'):
day10Start = get10DayRangeAndYesterday(first_rec_date=first_rec_date[1])[0]
day10End = get10DayRangeAndYesterday(first_rec_date=first_rec_date[1])[1]
yesterday = get10DayRangeAndYesterday(first_rec_date=first_rec_date[1])[2]
fans_byself_cnts=os.popen("""source /etc/profile; \
/usr/lib/hive-current/bin/hive -e "with tab_user_frist_subscriber as (select room_id,uid view_uid,state,created_time \
from (select room_id,uid,state,created_time,row_number()over(partition by uid order by created_time) rk from oss_room_subscriber_roomid where pt_day='{yesterday}') x \
where rk=1 and room_id={roomId}), \
tab_newuser10days as(select uid,nickname,created_time,last_login_time \
from oss_chushou_user_profile \
where pt_day='{yesterday}' and substr(created_time,1,10) between '{day10Start}' and 'day10End') \
select a1.room_id,'{first_rec_date}' first_rec_date,count(distinct a2.uid) fans_byself_cnt \
from tab_user_frist_subscriber a1 \
inner join tab_newuser10days a2 on a1.view_uid=a2.uid \
group by a1.room_id; \
" """.format(day10Start=day10Start, day10End=day10End, yesterday=yesterday, roomId=roomId[0], first_rec_date=first_rec_date[1])).readlines();
fans_byself_cnt_list = []
for fans_byself_cntList in fans_byself_cnts:
fans_byself_cnt = re.split('\t', fans_byself_cntList.replace('\n', ''))
fans_byself_cnt_list.append(fans_byself_cnt)
for fans_byself_cnt in fans_byself_cnt_list:
roomId=fans_byself_cnt[0]
first_rec_date=fans_byself_cnt[1]
fans_byself_cnt=fans_byself_cnt[2]
os.system("""source /etc/profile; \
/usr/bin/mysql -h199.199.199.199 -P6605 -umysqlUser -pmysqlPass -e "update jellyfish_hadoop_stat.invite_anchor \
set fans_count={fans_byself_cnt},first_rec_date='{first_rec_date}' \
where room_id={roomId}; \
" """.format(roomId=roomId, fans_byself_cnt=fans_byself_cnt, first_rec_date=first_rec_date));
# Batch Test
dataQueryUpdate2Mysql()