Add EXTERNAL SQL scripts

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2026-04-20 14:55:25 +08:00
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# Databricks notebook source
# MAGIC %sql
# MAGIC -- CREATE or REPLACE TABLE tmp.tmp_retail_dtp_final_sales (
# MAGIC -- year STRING,
# MAGIC -- yq STRING,
# MAGIC -- yyyymm STRING,
# MAGIC -- iqvia_pack_code STRING,
# MAGIC -- geo_key STRING,
# MAGIC -- count_unit DOUBLE,
# MAGIC -- average_price DOUBLE,
# MAGIC -- sales_value DECIMAL(20,10),
# MAGIC -- sales_unit DECIMAL(20,10),
# MAGIC -- counting_units_obversion DECIMAL(20,10),
# MAGIC -- counting_unit DECIMAL(20,10),
# MAGIC -- sales_value_ly DECIMAL(20,10),
# MAGIC -- sales_unit_ly DECIMAL(20,10),
# MAGIC -- counting_unit_ly DECIMAL(20,10),
# MAGIC -- pack_flag INT,
# MAGIC -- brand_flag INT)
# MAGIC -- USING delta
# MAGIC -- LOCATION 'abfss://master@retaildlstoragetest.dfs.core.chinacloudapi.cn/TMP/tmp_retail_dtp_final_sales';
# COMMAND ----------
############################################################START##############################################################
### STEP-1: insert splited pack data into tmp final table: tmp_retail_final_dtp_sales
### STEP-2: calculate OTHERS data
# COMMAND ----------
# MAGIC %md
# MAGIC ## STEP-1: insert splited pack data
# COMMAND ----------
# MAGIC %sql
# MAGIC -------------------------------------------------------------------------------------
# MAGIC -- STEP-1: insert splited pack data into tmp final table
# MAGIC -- insert into tmp_retail_dtp_final_sales (dws.dws_retail_dtp_sales)
# MAGIC -------------------------------------------------------------------------------------
# MAGIC with tmp_has_roc as (
# MAGIC select
# MAGIC pack_code,
# MAGIC time
# MAGIC from tmp.tmp_retail_dtp_pack_rawdata
# MAGIC where region = 'ROC'
# MAGIC ), temp_dtp_pack_property as (
# MAGIC select iqvia_pack_code,max(counting_unit) as counting_unit,max(unit) as unit
# MAGIC from dwd.dwd_gnd_ext_dtp_pack_property
# MAGIC group by iqvia_pack_code
# MAGIC ), tmp_pack as (
# MAGIC select
# MAGIC a.year,
# MAGIC a.time,
# MAGIC a.pack_code,
# MAGIC a.region,
# MAGIC a.counting_unit,
# MAGIC a.average_price,
# MAGIC a.sales_amount,
# MAGIC a.sales_volume,
# MAGIC a.counting_units_obversion,
# MAGIC ------------------------------------------------------
# MAGIC -- counting_unit取值逻辑
# MAGIC -- 不能直接取原始pack文件表中的值改为取pack_property表中counting_unit / unit的值
# MAGIC a.sales_volume * (b.counting_unit/ coalesce(b.unit,1)) as counting_unit_property,
# MAGIC ------------------------------------------------------
# MAGIC a.data_flag,
# MAGIC a.brand_flag,
# MAGIC -- a.prescription_nature,
# MAGIC -- a.medicine_attribute,
# MAGIC -- a.dosage_form,
# MAGIC -- a.object,
# MAGIC -- a.zk_classify1,
# MAGIC -- a.zk_classify2,
# MAGIC -- a.zk_classify3,
# MAGIC a.target_points
# MAGIC -- a.common_name,
# MAGIC -- a.brand_name,
# MAGIC -- a.product_name,
# MAGIC -- a.pack_des,
# MAGIC -- a.factory,
# MAGIC -- a.corp_des
# MAGIC from tmp.tmp_retail_dtp_pack_rawdata a
# MAGIC left join temp_dtp_pack_property b
# MAGIC ----------------------------------------------------
# MAGIC -- format iqvia_pack_code from dwd_gnd_ext_dtp_pack_property
# MAGIC -- on a.pack_code =
# MAGIC -- case when length(trim(b.iqvia_pack_code)) < 12 and trim(b.iqvia_pack_code) REGEXP '^[0-9]'
# MAGIC -- then right(concat('000000000000',trim(b.iqvia_pack_code)),12)
# MAGIC -- else trim(b.iqvia_pack_code)
# MAGIC -- end
# MAGIC -- ----------------------------------------------------
# MAGIC -- and nvl(a.prescription_nature,'') = nvl(b.prescription_nature,'')
# MAGIC -- and nvl(a.medicine_attribute,'') = nvl(b.medicine_attribute,'')
# MAGIC -- and nvl(a.dosage_form,'') = nvl(b.dosage_form,'')
# MAGIC -- and nvl(a.object,'') = nvl(b.object,'')
# MAGIC -- and nvl(a.zk_classify1,'') = nvl(b.zk_classify1,'')
# MAGIC -- and nvl(a.zk_classify2,'') = nvl(b.zk_classify2,'')
# MAGIC -- and nvl(a.zk_classify3,'') = nvl(b.zk_classify3,'')
# MAGIC -- and nvl(a.target_points,'') = nvl(b.target_points,'')
# MAGIC -- and nvl(a.common_name,'') = nvl(b.common_name,'')
# MAGIC -- and nvl(a.brand_name,'') = nvl(b.brand_name,'')
# MAGIC -- and nvl(a.product_name,'') = nvl(b.product_name,'')
# MAGIC -- and nvl(a.pack_des,'') = nvl(b.zk_pack_des,'')
# MAGIC -- and nvl(a.factory,'') = nvl(b.factory,'')
# MAGIC -- and nvl(a.corp_des,'') = nvl(b.zk_corp_des,'')
# MAGIC -- 20260226 不再使用上面的join条件,改为product_id关联
# MAGIC on a.iqvia_pack_code = b.iqvia_pack_code
# MAGIC ),tmp_pack_this_year_with_roc (
# MAGIC select
# MAGIC a.year,
# MAGIC concat(a.year, 'Q', CEIL(CAST(RIGHT(a.time,2) AS INT)/3)) as yq,
# MAGIC a.time as yyyymm,
# MAGIC a.pack_code as iqvia_pack_code,
# MAGIC a.region as geo_key,
# MAGIC a.counting_unit as count_unit,
# MAGIC a.average_price,
# MAGIC a.sales_amount as sales_value,
# MAGIC a.sales_volume as sales_unit,
# MAGIC a.counting_units_obversion,
# MAGIC a.counting_unit_property as counting_unit,
# MAGIC case when a.data_flag = 0 then 1 else 2 end as pack_flag,
# MAGIC case when a.brand_flag = 1 then 1 else 2 end as brand_flag,
# MAGIC -- a.prescription_nature,
# MAGIC -- a.medicine_attribute,
# MAGIC -- a.dosage_form,
# MAGIC -- a.object,
# MAGIC -- a.zk_classify1,
# MAGIC -- a.zk_classify2,
# MAGIC -- a.zk_classify3,
# MAGIC a.target_points
# MAGIC -- a.common_name,
# MAGIC -- a.brand_name,
# MAGIC -- a.product_name,
# MAGIC -- a.pack_des,
# MAGIC -- a.factory,
# MAGIC -- a.corp_des
# MAGIC from tmp_pack a
# MAGIC where exists (
# MAGIC select * from tmp_has_roc c
# MAGIC where c.pack_code = a.pack_code
# MAGIC and c.time = a.time
# MAGIC ) and a.region <> '全国'
# MAGIC ), tmp_pack_next_year_with_roc (
# MAGIC select
# MAGIC cast(a.year + 1 as int) as year,
# MAGIC concat(cast(a.year + 1 as int) , 'Q', CEIL(CAST(RIGHT(a.time,2) AS INT)/3)) as yq,
# MAGIC cast(a.time + 100 as int) as yyyymm,
# MAGIC a.pack_code as iqvia_pack_code,
# MAGIC a.region as geo_key,
# MAGIC a.counting_unit as count_unit,
# MAGIC a.average_price,
# MAGIC a.sales_amount as sales_value_ly,
# MAGIC a.sales_volume as sales_unit_ly,
# MAGIC a.counting_unit_property as counting_unit_ly,
# MAGIC a.counting_units_obversion,
# MAGIC case when a.data_flag = 0 then 1 else 2 end as pack_flag,
# MAGIC case when a.brand_flag = 1 then 1 else 2 end as brand_flag,
# MAGIC -- a.prescription_nature,
# MAGIC -- a.medicine_attribute,
# MAGIC -- a.dosage_form,
# MAGIC -- a.object,
# MAGIC -- a.zk_classify1,
# MAGIC -- a.zk_classify2,
# MAGIC -- a.zk_classify3,
# MAGIC a.target_points
# MAGIC -- a.common_name,
# MAGIC -- a.brand_name,
# MAGIC -- a.product_name,
# MAGIC -- a.pack_des,
# MAGIC -- a.factory,
# MAGIC -- a.corp_des
# MAGIC from tmp_pack a
# MAGIC where a.time + 100 <= (select max(time) from tmp_pack)
# MAGIC and exists (
# MAGIC select * from tmp_has_roc c
# MAGIC where c.pack_code = a.pack_code
# MAGIC and c.time = a.time
# MAGIC ) and a.region <> '全国'
# MAGIC ), tmp_pack_with_roc as (
# MAGIC select
# MAGIC ifnull(a.year, b.year) as year,
# MAGIC ifnull(a.yq, b.yq) as yq ,
# MAGIC ifnull(a.yyyymm, b.yyyymm) as yyyymm,
# MAGIC ifnull(a.iqvia_pack_code, b.iqvia_pack_code) as iqvia_pack_code,
# MAGIC ifnull(a.geo_key, b.geo_key) as geo_key,
# MAGIC ifnull(a.count_unit, b.count_unit) as count_unit,
# MAGIC ifnull(a.average_price, b.average_price) as average_price,
# MAGIC ifnull(a.sales_value, 0) as sales_value,
# MAGIC ifnull(a.sales_unit, 0) as sales_unit,
# MAGIC ifnull(a.counting_unit, 0) as counting_unit,
# MAGIC ifnull(a.counting_units_obversion, b.counting_units_obversion) as counting_units_obversion,
# MAGIC ifnull(a.pack_flag, b.pack_flag) as pack_flag,
# MAGIC ifnull(a.brand_flag, b.brand_flag) as brand_flag,
# MAGIC ifnull(b.sales_value_ly, 0) as sales_value_ly,
# MAGIC ifnull(b.sales_unit_ly, 0) as sales_unit_ly,
# MAGIC ifnull(b.counting_unit_ly, 0) as counting_unit_ly
# MAGIC from tmp_pack_this_year_with_roc a
# MAGIC full outer join tmp_pack_next_year_with_roc b
# MAGIC on a.yyyymm = b.yyyymm
# MAGIC and a.iqvia_pack_code = b.iqvia_pack_code
# MAGIC and a.geo_key = b.geo_key
# MAGIC -- and nvl(a.prescription_nature,'') = nvl(b.prescription_nature,'')
# MAGIC -- and nvl(a.medicine_attribute,'') = nvl(b.medicine_attribute,'')
# MAGIC -- and nvl(a.dosage_form,'') = nvl(b.dosage_form,'')
# MAGIC -- and nvl(a.object,'') = nvl(b.object,'')
# MAGIC -- and nvl(a.zk_classify1,'') = nvl(b.zk_classify1,'')
# MAGIC -- and nvl(a.zk_classify2,'') = nvl(b.zk_classify2,'')
# MAGIC -- and nvl(a.zk_classify3,'') = nvl(b.zk_classify3,'')
# MAGIC and nvl(a.target_points,'') = nvl(b.target_points,'')
# MAGIC -- and nvl(a.common_name,'') = nvl(b.common_name,'')
# MAGIC -- and nvl(a.brand_name,'') = nvl(b.brand_name,'')
# MAGIC -- and nvl(a.product_name,'') = nvl(b.product_name,'')
# MAGIC -- and nvl(a.pack_des,'') = nvl(b.pack_des,'')
# MAGIC -- and nvl(a.factory,'') = nvl(b.factory,'')
# MAGIC -- and nvl(a.corp_des,'') = nvl(b.corp_des,'')
# MAGIC ), tmp_pack_this_year_without_roc (
# MAGIC select
# MAGIC left(a.time, 4) year,
# MAGIC concat(a.year, 'Q', CEIL(CAST(RIGHT(a.time,2) AS INT)/3)) as yq,
# MAGIC a.time as yyyymm,
# MAGIC a.pack_code as iqvia_pack_code,
# MAGIC 'ROC' as geo_key,
# MAGIC a.counting_unit as count_unit,
# MAGIC a.average_price,
# MAGIC a.sales_amount as sales_value,
# MAGIC a.sales_volume as sales_unit,
# MAGIC a.counting_units_obversion,
# MAGIC a.counting_unit_property as counting_unit,
# MAGIC case when data_flag = 0 then 1 else 2 end as pack_flag,
# MAGIC case when brand_flag = 1 then 1 else 2 end as brand_flag,
# MAGIC -- a.prescription_nature,
# MAGIC -- a.medicine_attribute,
# MAGIC -- a.dosage_form,
# MAGIC -- a.object,
# MAGIC -- a.zk_classify1,
# MAGIC -- a.zk_classify2,
# MAGIC -- a.zk_classify3,
# MAGIC a.target_points
# MAGIC -- a.common_name,
# MAGIC -- a.brand_name,
# MAGIC -- a.product_name,
# MAGIC -- a.pack_des,
# MAGIC -- a.factory,
# MAGIC -- a.corp_des
# MAGIC from tmp_pack a
# MAGIC where not exists (
# MAGIC select * from tmp_has_roc c
# MAGIC where c.pack_code = a.pack_code
# MAGIC and c.time = a.time
# MAGIC )
# MAGIC ), tmp_pack_next_year_without_roc as (
# MAGIC select
# MAGIC cast(a.year + 1 as int) as year,
# MAGIC concat(cast(a.year + 1 as int) , 'Q', CEIL(CAST(RIGHT(a.time,2) AS INT)/3)) as yq,
# MAGIC cast(a.time + 100 as int) as yyyymm,
# MAGIC a.pack_code as iqvia_pack_code,
# MAGIC 'ROC' as geo_key,
# MAGIC a.counting_unit as count_unit,
# MAGIC a.average_price,
# MAGIC a.sales_amount as sales_value_ly,
# MAGIC a.sales_volume as sales_unit_ly,
# MAGIC a.counting_unit_property as counting_unit_ly,
# MAGIC a.counting_units_obversion,
# MAGIC case when data_flag = 0 then 1 else 2 end as pack_flag,
# MAGIC case when brand_flag = 1 then 1 else 2 end as brand_flag,
# MAGIC -- a.prescription_nature,
# MAGIC -- a.medicine_attribute,
# MAGIC -- a.dosage_form,
# MAGIC -- a.object,
# MAGIC -- a.zk_classify1,
# MAGIC -- a.zk_classify2,
# MAGIC -- a.zk_classify3,
# MAGIC a.target_points
# MAGIC -- a.common_name,
# MAGIC -- a.brand_name,
# MAGIC -- a.product_name,
# MAGIC -- a.pack_des,
# MAGIC -- a.factory,
# MAGIC -- a.corp_des
# MAGIC from tmp_pack a
# MAGIC where a.time + 100 <= (select max(time) from tmp_pack)
# MAGIC and not exists (
# MAGIC select * from tmp_has_roc c
# MAGIC where c.pack_code = a.pack_code
# MAGIC and c.time = a.time
# MAGIC )
# MAGIC ),tmp_pack_without_roc as (
# MAGIC select
# MAGIC ifnull(a.year, b.year) as year,
# MAGIC ifnull(a.yq, b.yq) as yq ,
# MAGIC ifnull(a.yyyymm, b.yyyymm) as yyyymm,
# MAGIC ifnull(a.iqvia_pack_code, b.iqvia_pack_code) as iqvia_pack_code,
# MAGIC ifnull(a.geo_key, b.geo_key) as geo_key,
# MAGIC ifnull(a.count_unit, b.count_unit) as count_unit,
# MAGIC ifnull(a.average_price, b.average_price) as average_price,
# MAGIC ifnull(a.sales_value, 0) as sales_value,
# MAGIC ifnull(a.sales_unit, 0) as sales_unit,
# MAGIC ifnull(a.counting_unit, 0) as counting_unit,
# MAGIC ifnull(a.counting_units_obversion, b.counting_units_obversion) as counting_units_obversion,
# MAGIC ifnull(a.pack_flag, b.pack_flag) as pack_flag,
# MAGIC ifnull(a.brand_flag, b.brand_flag) as brand_flag,
# MAGIC ifnull(b.sales_value_ly, 0) as sales_value_ly,
# MAGIC ifnull(b.sales_unit_ly, 0) as sales_unit_ly,
# MAGIC ifnull(b.counting_unit_ly, 0) as counting_unit_ly
# MAGIC from tmp_pack_this_year_without_roc a
# MAGIC full outer join tmp_pack_next_year_without_roc b
# MAGIC on a.yyyymm = b.yyyymm
# MAGIC and a.iqvia_pack_code = b.iqvia_pack_code
# MAGIC and a.geo_key = b.geo_key
# MAGIC -- and nvl(a.prescription_nature,'') = nvl(b.prescription_nature,'')
# MAGIC -- and nvl(a.medicine_attribute,'') = nvl(b.medicine_attribute,'')
# MAGIC -- and nvl(a.dosage_form,'') = nvl(b.dosage_form,'')
# MAGIC -- and nvl(a.object,'') = nvl(b.object,'')
# MAGIC -- and nvl(a.zk_classify1,'') = nvl(b.zk_classify1,'')
# MAGIC -- and nvl(a.zk_classify2,'') = nvl(b.zk_classify2,'')
# MAGIC -- and nvl(a.zk_classify3,'') = nvl(b.zk_classify3,'')
# MAGIC and nvl(a.target_points,'') = nvl(b.target_points,'')
# MAGIC -- and nvl(a.common_name,'') = nvl(b.common_name,'')
# MAGIC -- and nvl(a.brand_name,'') = nvl(b.brand_name,'')
# MAGIC -- and nvl(a.product_name,'') = nvl(b.product_name,'')
# MAGIC -- and nvl(a.pack_des,'') = nvl(b.pack_des,'')
# MAGIC -- and nvl(a.factory,'') = nvl(b.factory,'')
# MAGIC -- and nvl(a.corp_des,'') = nvl(b.corp_des,'')
# MAGIC ), tmp_final_sales as (
# MAGIC select * from tmp_pack_with_roc
# MAGIC union all
# MAGIC select * from tmp_pack_without_roc
# MAGIC )
# MAGIC
# MAGIC insert overwrite table tmp.tmp_retail_dtp_final_sales
# MAGIC
# MAGIC select
# MAGIC year,
# MAGIC yq,
# MAGIC yyyymm,
# MAGIC iqvia_pack_code,
# MAGIC geo_key,
# MAGIC count_unit,
# MAGIC average_price,
# MAGIC sales_value,
# MAGIC sales_unit,
# MAGIC counting_units_obversion,
# MAGIC counting_unit,
# MAGIC sales_value_ly,
# MAGIC sales_unit_ly,
# MAGIC counting_unit_ly,
# MAGIC pack_flag,
# MAGIC brand_flag
# MAGIC from tmp_final_sales
# MAGIC order by yyyymm
# MAGIC
# COMMAND ----------
# MAGIC %md
# MAGIC ## STEP-2: calculate OTHERS data
# COMMAND ----------
# DBTITLE 1,不再计算
# %sql
# -------------------------------------------------------------------------------------
# -- STEP-2: calculate OTHERS data
# -- 2.1 calaulate DTP_AZ_OTHERS data
# -------------------------------------------------------------------------------------
# with tmp_az_total_now as (
# select
# cast(top_corp.sales_quarter as int ) yyyymm,
# top_corp.corp_name,
# top_corp.sales_amount *1000000.0 sales_amount,
# pack.CORP_COD
# from dwd.dwd_gnd_ext_retail_dtp_top_copd top_corp
# left join (
# select distinct ZK_Corp_C,CORP_COD
# from dwd.dwd_inc_gnd_retail_b2c_label_total
# ) pack on replace(top_corp.corp_name,'-','')=pack.ZK_Corp_C
# where pack.CORP_COD='A5Z'
# ), tmp_az_total_ly as (
# select
# cast(yyyymm + 100 as int) as yyyymm,
# corp_name,
# sales_amount as sales_amount_ly,
# CORP_COD
# from tmp_az_total_now
# ), tmp_az_total as (
# select
# a.*,
# ifnull(b.sales_amount_ly, 0) as sales_amount_ly
# from tmp_az_total_now a
# left join tmp_az_total_ly b
# on a.yyyymm = b.yyyymm
# and a.corp_name = b.corp_name
# and a.CORP_COD = b.CORP_COD
# ),tmp_az_pack_total as (
# select
# a.year,
# a.yq,
# a.yyyymm,
# sum(a.sales_value) as sales_value,
# sum(a.sales_unit) as sales_unit,
# sum(a.counting_unit) as counting_unit,
# sum(a.sales_value_ly) as sales_value_ly,
# sum(a.sales_unit_ly) as sales_unit_ly,
# sum(a.counting_unit_ly) as counting_unit_ly
# from tmp.tmp_retail_dtp_final_sales a
# where a.iqvia_pack_code in (
# select distinct iqvia_pack_code
# from tmp.tmp_zk_retail_dtp_market_corp
# where corp_cod = 'A5Z'
# )
# group by a.year,a.yq,a.yyyymm
# order by a.yyyymm
# )
# insert into table tmp.tmp_retail_dtp_final_sales
# select
# left(a.yyyymm, 4) as year,
# concat(left(a.yyyymm, 4), 'Q', CEIL(CAST(RIGHT(a.yyyymm,2) AS INT)/3)) as yq,
# a.yyyymm,
# 'DTP_AZ_OTHERS' as iqvia_pack_code,
# 'ROC' as geo_key,
# 0 as count_unit,
# 0 as average_price,
# a.sales_amount - nvl(b.sales_value, 0) as sales_value,
# 0 as sales_unit,
# 0 as counting_units_obversion,
# 0 as counting_unit,
# a.sales_amount_ly - nvl(b.sales_value_ly, 0) as sales_value_ly,
# 0 as sales_unit_ly,
# 0 as counting_unit_ly,
# 0 as pack_flag,
# 0 as brand_flag
# from tmp_az_total a
# left join tmp_az_pack_total b
# on a.yyyymm = b.yyyymm
# order by a.yyyymm
# COMMAND ----------
# DBTITLE 1,不再计算
# %sql
# -------------------------------------------------------------------------------------
# -- STEP-2: calculate OTHERS data
# -- 2.2 calaulate DTP_OTHERS data
# -------------------------------------------------------------------------------------
# with tmp_total_now as (
# SELECT
# dtp_name,
# sales_quarter as yyyymm,
# sales_amount * 1000000.0 as sales_amount
# FROM dwd.dwd_gnd_ext_retail_dtp_overall_market
# ), tmp_total_ly as (
# select
# dtp_name,
# cast(yyyymm + 100 as int) as yyyymm,
# sales_amount as sales_amount_ly
# from tmp_total_now
# ), tmp_total as (
# select
# a.*,
# ifnull(b.sales_amount_ly, 0) as sales_amount_ly
# from tmp_total_now a
# left join tmp_total_ly b
# on a.yyyymm = b.yyyymm
# ),tmp_pack_total as (
# select
# a.year,
# a.yq,
# a.yyyymm,
# sum(a.sales_value) as sales_value,
# sum(a.sales_unit) as sales_unit,
# sum(a.counting_unit) as counting_unit,
# sum(a.sales_value_ly) as sales_value_ly,
# sum(a.sales_unit_ly) as sales_unit_ly,
# sum(a.counting_unit_ly) as counting_unit_ly
# from tmp.tmp_retail_dtp_final_sales a
# group by a.year,a.yq,a.yyyymm
# order by a.yyyymm
# )
# insert into table tmp.tmp_retail_dtp_final_sales
# select
# left(a.yyyymm, 4) as year,
# concat(left(a.yyyymm, 4), 'Q', CEIL(CAST(RIGHT(a.yyyymm,2) AS INT)/3)) as yq,
# a.yyyymm,
# 'DTP_OTHERS' as iqvia_pack_code,
# 'ROC' as geo_key,
# 0 as count_unit,
# 0 as average_price,
# a.sales_amount - nvl(b.sales_value, 0) as sales_value,
# 0 as sales_unit,
# 0 as counting_units_obversion,
# 0 as counting_unit,
# a.sales_amount_ly - nvl(b.sales_value_ly, 0) as sales_value_ly,
# 0 as sales_unit_ly,
# 0 as counting_unit_ly,
# 0 as pack_flag,
# 0 as brand_flag
# from tmp_total a
# left join tmp_pack_total b
# on a.yyyymm = b.yyyymm
# order by a.yyyymm
# COMMAND ----------
############################################################END################################################################