用Python将统计数据不存在的记录按维度对应指标补齐(续:日数据情形)
2017-02-09 15:54
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接【Python多线程跑Hive批一例】-->http://blog.csdn.net/babyfish13/article/details/54906405
及【用Python将统计数据不存在的记录按维度对应指标补齐】-->http://blog.csdn.net/babyfish13/article/details/54632508
本文主要是将数据按日存储的结果表有些维度为空的记录给补起来,与按周的又有所不同。
1、用到的日期临时表
show create table bitmp_date_list;
2、改进及更新后的日期处理脚本
/Users/nisj/PycharmProjects/EsDataProc/RemainProcByDay/DayProc.py
3、空记录查找及插入
/Users/nisj/PycharmProjects/EsDataProc/RemainProcByDay/Daily_result_null_proc.py
及【用Python将统计数据不存在的记录按维度对应指标补齐】-->http://blog.csdn.net/babyfish13/article/details/54632508
本文主要是将数据按日存储的结果表有些维度为空的记录给补起来,与按周的又有所不同。
1、用到的日期临时表
show create table bitmp_date_list;
CREATE TABLE `bitmp_date_list` ( `str_date` varchar(10) DEFAULT NULL ) ENGINE=InnoDB DEFAULT CHARSET=utf8;
2、改进及更新后的日期处理脚本
/Users/nisj/PycharmProjects/EsDataProc/RemainProcByDay/DayProc.py
# -*- coding=utf-8 -*- import warnings import datetime warnings.filterwarnings("ignore") def getNowDay(): DayNow = datetime.datetime.today().strftime('%Y-%m-%d') return DayNow def getFristDay(): FristDay=datetime.datetime.strptime('2015-06-29', '%Y-%m-%d').strftime('%Y-%m-%d') return FristDay def getDayAllList(run_day): DayAllList=[] begin_date = datetime.datetime.strptime(getFristDay(), "%Y-%m-%d") if run_day != '': end_date = datetime.datetime.strptime(run_day, '%Y-%m-%d') else: end_date = datetime.datetime.strptime(getNowDay(), "%Y-%m-%d") while begin_date <= end_date: date_str = begin_date.strftime("%Y-%m-%d") DayAllList.append(date_str) begin_date += datetime.timedelta(days=1) return DayAllList def getDayRunList(run_day): DayRunList=[] if run_day != '': end_date = datetime.datetime.strptime(run_day, '%Y-%m-%d') else: end_date = datetime.datetime.strptime(getNowDay(), "%Y-%m-%d") if end_date - datetime.timedelta(days=60) <= datetime.datetime.strptime(getFristDay(), "%Y-%m-%d"): begin_date = datetime.datetime.strptime(getFristDay(), "%Y-%m-%d") else: begin_date = end_date - datetime.timedelta(days=60) while begin_date <= end_date: date_str = begin_date.strftime("%Y-%m-%d") DayRunList.append(date_str) begin_date += datetime.timedelta(days=1) return DayRunList def getDayRunListReverse(run_day): DayRunList=[] begin_date = datetime.datetime.strptime(run_day, '%Y-%m-%d') + datetime.timedelta(days=1) if begin_date + datetime.timedelta(days=60) >= datetime.datetime.strptime(getNowDay(), "%Y-%m-%d") - datetime.timedelta(days=1): end_date = datetime.datetime.strptime(getNowDay(), "%Y-%m-%d") - datetime.timedelta(days=1) else: end_date = begin_date + datetime.timedelta(days=60) while begin_date <= end_date: date_str = begin_date.strftime("%Y-%m-%d") DayRunList.append(date_str) begin_date += datetime.timedelta(days=1) return DayRunList def getDayRemainRunIntervalList(str_begin_date, str_end_date): DayList=[] begin_date = datetime.datetime.strptime(str_begin_date, "%Y-%m-%d") end_date = datetime.datetime.strptime(str_end_date, "%Y-%m-%d") while begin_date <= end_date: date_str = begin_date.strftime("%Y-%m-%d") DayList.append(date_str) begin_date += datetime.timedelta(days=1) return DayList # Batch Test # run_day = '2016-07-10' # for remain_day in getDayAllList(run_day): # for his_day in getDayRunList(run_day=remain_day): # print remain_day, his_day # one day # for his_day in getDayRunList(run_day=run_day): # print run_day, his_day # run_day = '2017-01-01' # for remain_day in getDayRunList(run_day): # print remain_day,run_day # for his_day in getDayRunList(run_day=remain_day): # print remain_day, his_day # 计算2017年的数据信息 # str_begin_date = '2017-01-01' # str_end_date = '2017-02-05' # for remain_day in getDayRemainRunIntervalList(str_begin_date, str_end_date): # for his_day in getDayRunList(run_day=remain_day): # print remain_day,his_day
3、空记录查找及插入
/Users/nisj/PycharmProjects/EsDataProc/RemainProcByDay/Daily_result_null_proc.py
# -*- coding=utf-8 -*- import os import re from DayProc import * def Insert_TmpDate_Data(run_day): os.system("""mysql -hMysqlHost -PMysqlPort -uMysqlUser -pMysqlPass -N -e "use funnyai_data; truncate table bitmp_date_list; " """ ) for date_str in getDayRunListReverse(run_day): os.system("""mysql -hMysqlHost -PMysqlPort -uMysqlUser -pMysqlPass -N -e "use funnyai_data; \ insert into bitmp_date_list(str_date) \ select '%s'; \ " """ % (date_str)) def resultNullProc(run_day): result_data = os.popen("""mysql -hMysqlHost -PMysqlPort -uMysqlUser -pMysqlPass -N -e "use funnyai_data; \ select appkey,app_source,date \ from chushou_user_compare_daily_stat \ where date='%s' and app_source <>'' \ group by appkey,app_source,date; \ " """ % (run_day)).readlines(); nrpd_list = [] for nrp_list in result_data: nrp = re.split('\t', nrp_list.replace('\n', '')) nrpd_list.append(nrp) for nrpd in nrpd_list: appkey = nrpd[0] appsource = nrpd[1] date = nrpd[2] result_data1 = os.popen("""mysql -hMysqlHost -PMysqlPort -uMysqlUser -pMysqlPass -N -e "use funnyai_data; \ select '%s' date,a1.str_date compare_date,'%s' appkey,'%s' app_source \ from bitmp_date_list a1 \ left join ( \ select appkey,app_source,date,compare_date \ from chushou_user_compare_daily_stat \ where date='%s' and appkey='%s' and app_source='%s' \ ) a2 on a1.str_date=a2.compare_date \ where a2.appkey is null \ order by a2.date,a1.str_date;" """ % (date, appkey, appsource, date, appkey, appsource)).readlines(); nrpd_list = [] for nrp_list in result_data1: nrp = re.split('\t', nrp_list.replace('\n', '')) nrpd_list.append(nrp) for nrpd in nrpd_list: date = nrpd[0] compare_date = nrpd[1] appkey = nrpd[2] appsource = nrpd[3] print date,compare_date,appkey,appsource os.system("""mysql -hMysqlHost -PMysqlPort -uMysqlUser -pMysqlPass -N -e "use funnyai_data; \ insert into chushou_user_compare_daily_stat(appkey,app_source,date,compare_date,compare_identify_count,compare_register_user_count,compare_user_count,compare_pay_amount,compare_pay_user_count,compare_pay_count) \ select '%s','%s','%s','%s','%d','%d','%d','%d','%d','%d'; \ " """ % (appkey, appsource, date, compare_date, 0, 0, 0, 0, 0, 0)) # run_day = '2017-01-01' # Insert_TmpDate_Data(run_day) # resultNullProc(run_day) for run_day in getDayRemainRunIntervalList('2017-01-02', '2017-01-03'): print run_day Insert_TmpDate_Data(run_day) resultNullProc(run_day)
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